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composer

Composer API Client.

ApplySubscription

Bases: StrEnum

Subscription type enum.

Source code in composer/models/backtest/requests.py 
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class ApplySubscription(StrEnum):
    """Subscription type enum."""

    NONE = "none"
    MONTHLY = "monthly"
    YEARLY = "yearly"

Asset

Bases: BaseNode

A ticker/asset node representing a security to trade.

Source code in composer/models/common/symphony.py 
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class Asset(BaseNode):
    """A ticker/asset node representing a security to trade."""

    model_config = {"populate_by_name": True}

    step: Literal["asset"] = Field(default="asset")
    name: str | None = Field(None, description="Display name of the asset")
    ticker: str = Field(description="Ticker symbol (e.g., AAPL, CRYPTO::BTC//USD)")
    exchange: str | None = Field(None, description="Exchange code (e.g., XNAS)")
    price: float | None = Field(None, description="Current price (API-populated)")
    dollar_volume: float | None = Field(None, alias="dollar_volume")
    has_marketcap: bool | None = Field(None, alias="has_marketcap")
    children_count: int | None = Field(None, alias="children-count")

BacktestExistingSymphonyRequest

Bases: BacktestParams

Backtest request for an existing saved symphony.

Use this when backtesting a symphony that has already been saved. The symphony_id is provided in the URL path, not the request body.

Source code in composer/models/backtest/requests.py 
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class BacktestExistingSymphonyRequest(BacktestParams):
    """
    Backtest request for an existing saved symphony.

    Use this when backtesting a symphony that has already been saved.
    The symphony_id is provided in the URL path, not the request body.
    """

    pass

BacktestRequest

Bases: BacktestParams

Full backtest request with symphony definition.

Use this when backtesting a new symphony by providing the full symphony definition in the request body.

Source code in composer/models/backtest/requests.py 
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class BacktestRequest(BacktestParams):
    """
    Full backtest request with symphony definition.

    Use this when backtesting a new symphony by providing the full
    symphony definition in the request body.
    """

    symphony: SymphonyDefinition = Field(description="Symphony definition to backtest")

BacktestResult

Bases: BaseModel

Complete backtest result.

This is the main response model returned by both backtest endpoints: - POST /api/v0.1/backtest (backtest by definition) - POST /api/v0.1/symphonies/{symphony-id}/backtest (backtest existing symphony)

Contains performance metrics, holdings history, costs, and statistics.

Source code in composer/models/backtest/responses.py 
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class BacktestResult(BaseModel):
    """
    Complete backtest result.

    This is the main response model returned by both backtest endpoints:
    - POST /api/v0.1/backtest (backtest by definition)
    - POST /api/v0.1/symphonies/{symphony-id}/backtest (backtest existing symphony)

    Contains performance metrics, holdings history, costs, and statistics.
    """

    model_config = ConfigDict(arbitrary_types_allowed=True)

    # Timing and metadata
    last_semantic_update_at: str | None = None
    sparkgraph_url: str | None = None
    first_day: str | None = None
    last_market_day: str | None = None

    # Daily Value Metrics (DVM)
    dvm_capital: _DateSeriesDict | None = None

    # Time-Dependent Value Metrics (TDVM) weights
    tdvm_weights: _DateSeriesDict | None = None

    @field_validator("dvm_capital", mode="before")
    @classmethod
    def transform_dvm_capital(cls, v):
        """Transform dvm_capital field to date-indexed dict."""
        transformed = _transform_dvm_to_by_date(v)
        if transformed is None:
            return None
        return _DateSeriesDict(transformed)

    @field_validator("tdvm_weights", mode="before")
    @classmethod
    def transform_tdvm_weights(cls, v):
        """Transform tdvm_weights field to date-indexed dict."""
        transformed = _transform_dvm_to_by_date(v)
        if transformed is None:
            return None
        result = _DateSeriesDict(transformed, fill_value=False)
        for d in result:
            for ticker in result[d]:
                result[d][ticker] = bool(result[d][ticker])
        return result

    @field_validator("first_day", mode="before")
    @classmethod
    def transform_first_day(cls, v):
        """Transform first_day from epoch to date string."""
        if v is None:
            return None
        return _epoch_day_to_date_string(v)

    @field_validator("last_market_day", mode="before")
    @classmethod
    def transform_last_market_day(cls, v):
        """Transform last_market_day from epoch to date string."""
        if v is None:
            return None
        return _epoch_day_to_date_string(v)

    @field_validator("rebalance_days", mode="before")
    @classmethod
    def transform_rebalance_days(cls, v):
        """Transform rebalance_days from epochs to date strings."""
        if v is None:
            return None
        return [_epoch_day_to_date_string(d) for d in v]

    # Rebalancing information
    rebalance_days: list[str] | None = None
    active_asset_nodes: dict[str, float] | None = None

    # Costs breakdown
    costs: Costs | None = None

    # Final state
    last_market_days_value: float | None = None
    last_market_days_holdings: dict[str, float] | None = None

    # Legend and warnings
    legend: dict[str, LegendEntry] | None = None
    data_warnings: dict[str, list[DataWarning]] | None = None
    benchmark_errors: list[str] | None = None

    # Performance statistics
    stats: Stats | None = None

    def __repr__(self) -> str:
        """Return string representation of BacktestResult."""
        parts = []
        if self.stats:
            parts.append(f"stats={self.stats}")
        if self.last_market_days_value is not None:
            parts.append(f"final_value={self.last_market_days_value:,.2f}")
        if self.first_day is not None and self.last_market_day is not None:
            first = datetime.strptime(self.first_day, "%Y-%m-%d").date()
            last = datetime.strptime(self.last_market_day, "%Y-%m-%d").date()
            parts.append(f"days={(last - first).days}")
        return f"BacktestResult({', '.join(parts)})"

    def __str__(self) -> str:
        """Return string representation of BacktestResult."""
        return self.__repr__()

__repr__()

Return string representation of BacktestResult.

Source code in composer/models/backtest/responses.py 
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def __repr__(self) -> str:
    """Return string representation of BacktestResult."""
    parts = []
    if self.stats:
        parts.append(f"stats={self.stats}")
    if self.last_market_days_value is not None:
        parts.append(f"final_value={self.last_market_days_value:,.2f}")
    if self.first_day is not None and self.last_market_day is not None:
        first = datetime.strptime(self.first_day, "%Y-%m-%d").date()
        last = datetime.strptime(self.last_market_day, "%Y-%m-%d").date()
        parts.append(f"days={(last - first).days}")
    return f"BacktestResult({', '.join(parts)})"

__str__()

Return string representation of BacktestResult.

Source code in composer/models/backtest/responses.py 
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def __str__(self) -> str:
    """Return string representation of BacktestResult."""
    return self.__repr__()

transform_dvm_capital(v) classmethod

Transform dvm_capital field to date-indexed dict.

Source code in composer/models/backtest/responses.py 
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@field_validator("dvm_capital", mode="before")
@classmethod
def transform_dvm_capital(cls, v):
    """Transform dvm_capital field to date-indexed dict."""
    transformed = _transform_dvm_to_by_date(v)
    if transformed is None:
        return None
    return _DateSeriesDict(transformed)

transform_first_day(v) classmethod

Transform first_day from epoch to date string.

Source code in composer/models/backtest/responses.py 
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@field_validator("first_day", mode="before")
@classmethod
def transform_first_day(cls, v):
    """Transform first_day from epoch to date string."""
    if v is None:
        return None
    return _epoch_day_to_date_string(v)

transform_last_market_day(v) classmethod

Transform last_market_day from epoch to date string.

Source code in composer/models/backtest/responses.py 
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@field_validator("last_market_day", mode="before")
@classmethod
def transform_last_market_day(cls, v):
    """Transform last_market_day from epoch to date string."""
    if v is None:
        return None
    return _epoch_day_to_date_string(v)

transform_rebalance_days(v) classmethod

Transform rebalance_days from epochs to date strings.

Source code in composer/models/backtest/responses.py 
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@field_validator("rebalance_days", mode="before")
@classmethod
def transform_rebalance_days(cls, v):
    """Transform rebalance_days from epochs to date strings."""
    if v is None:
        return None
    return [_epoch_day_to_date_string(d) for d in v]

transform_tdvm_weights(v) classmethod

Transform tdvm_weights field to date-indexed dict.

Source code in composer/models/backtest/responses.py 
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@field_validator("tdvm_weights", mode="before")
@classmethod
def transform_tdvm_weights(cls, v):
    """Transform tdvm_weights field to date-indexed dict."""
    transformed = _transform_dvm_to_by_date(v)
    if transformed is None:
        return None
    result = _DateSeriesDict(transformed, fill_value=False)
    for d in result:
        for ticker in result[d]:
            result[d][ticker] = bool(result[d][ticker])
    return result

BacktestVersion

Bases: StrEnum

Backtest version enum.

Source code in composer/models/backtest/requests.py 
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class BacktestVersion(StrEnum):
    """Backtest version enum."""

    V1 = "v1"
    V2 = "v2"

BaseNode

Bases: BaseModel

Base class for all symphony nodes.

Source code in composer/models/common/symphony.py 
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class BaseNode(BaseModel):
    """Base class for all symphony nodes."""

    model_config = {"populate_by_name": True, "extra": "ignore"}

    id: str = Field(
        default_factory=lambda: str(uuid.uuid4()),
        description="Unique identifier for this node (auto-generated UUID or custom ID)",
    )
    weight: WeightMap | None = Field(None, description="Weight fraction for this node")

    @field_validator("id")
    @classmethod
    def validate_id(cls, v):
        """Ensure ID is a valid UUID. If not, auto-generate one."""
        try:
            uuid.UUID(v)
            return v
        except (ValueError, AttributeError):
            # Not a valid UUID, generate a new one
            return str(uuid.uuid4())

    def model_dump(self, **kwargs) -> dict[str, Any]:
        """Override model_dump to exclude None values by default."""
        kwargs.setdefault("exclude_none", True)
        return super().model_dump(**kwargs)

    def model_dump_json(self, **kwargs) -> str:
        """Override model_dump_json to exclude None values by default."""
        kwargs.setdefault("exclude_none", True)
        return super().model_dump_json(**kwargs)

    @model_validator(mode="after")
    def parse_children(self):
        """Recursively parse children dicts into typed models."""
        return self

model_dump(**kwargs)

Override model_dump to exclude None values by default.

Source code in composer/models/common/symphony.py 
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def model_dump(self, **kwargs) -> dict[str, Any]:
    """Override model_dump to exclude None values by default."""
    kwargs.setdefault("exclude_none", True)
    return super().model_dump(**kwargs)

model_dump_json(**kwargs)

Override model_dump_json to exclude None values by default.

Source code in composer/models/common/symphony.py 
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def model_dump_json(self, **kwargs) -> str:
    """Override model_dump_json to exclude None values by default."""
    kwargs.setdefault("exclude_none", True)
    return super().model_dump_json(**kwargs)

parse_children()

Recursively parse children dicts into typed models.

Source code in composer/models/common/symphony.py 
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@model_validator(mode="after")
def parse_children(self):
    """Recursively parse children dicts into typed models."""
    return self

validate_id(v) classmethod

Ensure ID is a valid UUID. If not, auto-generate one.

Source code in composer/models/common/symphony.py 
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@field_validator("id")
@classmethod
def validate_id(cls, v):
    """Ensure ID is a valid UUID. If not, auto-generate one."""
    try:
        uuid.UUID(v)
        return v
    except (ValueError, AttributeError):
        # Not a valid UUID, generate a new one
        return str(uuid.uuid4())

BenchmarkStats

Bases: BaseModel

Statistics for a benchmark comparison.

Source code in composer/models/common/stats.py 
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class BenchmarkStats(BaseModel):
    """Statistics for a benchmark comparison."""

    calmar_ratio: float | None = None
    cumulative_return: float | None = None
    max_: float | None = Field(None, alias="max")
    max_drawdown: float | None = None
    mean: float | None = None
    median: float | None = None
    min_: float | None = Field(None, alias="min")
    skewness: float | None = None
    kurtosis: float | None = None
    sharpe_ratio: float | None = None
    sortino_ratio: float | None = None
    size: int | None = None
    standard_deviation: float | None = None
    annualized_rate_of_return: float | None = None
    annualized_turnover: float | None = None
    trailing_one_day_return: float | None = None
    trailing_one_week_return: float | None = None
    trailing_two_week_return: float | None = None
    trailing_one_month_return: float | None = None
    trailing_three_month_return: float | None = None
    trailing_one_year_return: float | None = None
    top_one_day_contribution: float | None = None
    top_five_percent_day_contribution: float | None = None
    top_ten_percent_day_contribution: float | None = None
    herfindahl_index: float | None = None
    win_rate: float | None = None
    tail_ratio: float | None = None
    percent: RegressionMetrics | None = None
    log: RegressionMetrics | None = None

    class Config:
        """Pydantic model configuration."""

        populate_by_name = True

Config

Pydantic model configuration.

Source code in composer/models/common/stats.py 
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class Config:
    """Pydantic model configuration."""

    populate_by_name = True

Broker

Bases: StrEnum

Broker enum.

Source code in composer/models/backtest/requests.py 
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class Broker(StrEnum):
    """Broker enum."""

    ALPACA_OAUTH = "ALPACA_OAUTH"
    ALPACA_WHITE_LABEL = "ALPACA_WHITE_LABEL"
    APEX_LEGACY = "APEX_LEGACY"
    ALPACA = "alpaca"
    APEX = "apex"

ComposerClient

Main client for interacting with the Composer API.

This client provides access to various Composer API resources including backtest, market data, trading, portfolio management, and more.

Parameters:

Name Type Description Default
api_key str

The API Key ID

 required
api_secret str

The API Secret Key

 required
timeout float

Request timeout in seconds (default: 30.0)

 30.0
retry_config RetryConfig | None

Configuration for retry behavior (default: 3 retries, 10s for 429, 3s for 5xx)

 _DEFAULT_RETRY_CONFIG
Source code in composer/client.py 
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class ComposerClient:
    """Main client for interacting with the Composer API.

    This client provides access to various Composer API resources including
    backtest, market data, trading, portfolio management, and more.

    Args:
        api_key: The API Key ID
        api_secret: The API Secret Key
        timeout: Request timeout in seconds (default: 30.0)
        retry_config: Configuration for retry behavior (default: 3 retries, 10s for 429, 3s for 5xx)
    """

    def __init__(
        self,
        api_key: str,
        api_secret: str,
        timeout: float = 30.0,
        retry_config: RetryConfig | None = _DEFAULT_RETRY_CONFIG,
    ):
        """
        Initialize the Composer Client.

        Args:
            api_key (str): The API Key ID
            api_secret (str): The API Secret Key
            timeout (float): Request timeout in seconds (default: 30.0)
            retry_config (RetryConfig | None): Configuration for retry behavior.
                Pass None to disable retries (default: RetryConfig())
        """
        self.http_client = HTTPClient(
            api_key, api_secret, timeout=timeout, retry_config=retry_config
        )
        # Separate HTTP clients for backtest API (different base URL)
        # Public client (no auth headers) for public endpoints
        # Authenticated client for endpoints requiring auth
        self.backtest_auth_client = HTTPClient(
            api_key,
            api_secret,
            base_url="https://backtest-api.composer.trade/",
            timeout=timeout,
            retry_config=retry_config,
        )
        # Stagehand API client for portfolio/account endpoints
        self.stagehand_auth_client = HTTPClient(
            api_key,
            api_secret,
            base_url="https://stagehand-api.composer.trade/",
            timeout=timeout,
            retry_config=retry_config,
        )
        # Trading API client for deploy and trading endpoints
        self.trading_auth_client = HTTPClient(
            api_key,
            api_secret,
            base_url="https://trading-api.composer.trade/",
            timeout=timeout,
            retry_config=retry_config,
        )

        # Initialize resources
        self.backtest = Backtest(self.backtest_auth_client)
        # Market data uses stagehand API
        self.market_data = MarketData(self.stagehand_auth_client)
        # Accounts, Portfolio, Cash, User, AI Agents, Conversation, Reports, Auth use stagehand API
        self.accounts = Accounts(self.stagehand_auth_client)
        self.portfolio = Portfolio(self.stagehand_auth_client)
        self.cash = Cash(self.stagehand_auth_client)
        self.user = User(self.stagehand_auth_client)
        self.ai_agents = AIAgents(self.stagehand_auth_client)
        self.conversation = Conversation(self.stagehand_auth_client)
        self.reports = Reports(self.stagehand_auth_client)
        self.auth_management = AuthManagement(self.stagehand_auth_client)
        self.search = Search(self.backtest_auth_client)
        # Quotes uses stagehand API (public endpoint)
        self.quotes = Quotes(self.stagehand_auth_client)

        # Public user endpoints
        self.public_user = PublicUser(self.stagehand_auth_client)

        # New backtest API resources
        # Public endpoints (no auth required)
        self.public_symphony = PublicSymphony(self.backtest_auth_client)
        # Authenticated endpoints
        self.user_symphony = UserSymphony(self.backtest_auth_client)
        self.user_symphonies = UserSymphonies(self.backtest_auth_client)
        self.watchlist = Watchlist(self.backtest_auth_client)
        # Trading API resources (deploy, dry-run, and trading endpoints)
        self.deploy = DeployResource(self.trading_auth_client)
        self.dry_run = DryRun(self.trading_auth_client)
        self.trading = Trading(self.trading_auth_client)

__init__(api_key, api_secret, timeout=30.0, retry_config=_DEFAULT_RETRY_CONFIG)

Initialize the Composer Client.

Parameters:

Name Type Description Default
api_key str

The API Key ID

 required
api_secret str

The API Secret Key

 required
timeout float

Request timeout in seconds (default: 30.0)

 30.0
retry_config RetryConfig | None

Configuration for retry behavior. Pass None to disable retries (default: RetryConfig())

 _DEFAULT_RETRY_CONFIG
Source code in composer/client.py 
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def __init__(
    self,
    api_key: str,
    api_secret: str,
    timeout: float = 30.0,
    retry_config: RetryConfig | None = _DEFAULT_RETRY_CONFIG,
):
    """
    Initialize the Composer Client.

    Args:
        api_key (str): The API Key ID
        api_secret (str): The API Secret Key
        timeout (float): Request timeout in seconds (default: 30.0)
        retry_config (RetryConfig | None): Configuration for retry behavior.
            Pass None to disable retries (default: RetryConfig())
    """
    self.http_client = HTTPClient(
        api_key, api_secret, timeout=timeout, retry_config=retry_config
    )
    # Separate HTTP clients for backtest API (different base URL)
    # Public client (no auth headers) for public endpoints
    # Authenticated client for endpoints requiring auth
    self.backtest_auth_client = HTTPClient(
        api_key,
        api_secret,
        base_url="https://backtest-api.composer.trade/",
        timeout=timeout,
        retry_config=retry_config,
    )
    # Stagehand API client for portfolio/account endpoints
    self.stagehand_auth_client = HTTPClient(
        api_key,
        api_secret,
        base_url="https://stagehand-api.composer.trade/",
        timeout=timeout,
        retry_config=retry_config,
    )
    # Trading API client for deploy and trading endpoints
    self.trading_auth_client = HTTPClient(
        api_key,
        api_secret,
        base_url="https://trading-api.composer.trade/",
        timeout=timeout,
        retry_config=retry_config,
    )

    # Initialize resources
    self.backtest = Backtest(self.backtest_auth_client)
    # Market data uses stagehand API
    self.market_data = MarketData(self.stagehand_auth_client)
    # Accounts, Portfolio, Cash, User, AI Agents, Conversation, Reports, Auth use stagehand API
    self.accounts = Accounts(self.stagehand_auth_client)
    self.portfolio = Portfolio(self.stagehand_auth_client)
    self.cash = Cash(self.stagehand_auth_client)
    self.user = User(self.stagehand_auth_client)
    self.ai_agents = AIAgents(self.stagehand_auth_client)
    self.conversation = Conversation(self.stagehand_auth_client)
    self.reports = Reports(self.stagehand_auth_client)
    self.auth_management = AuthManagement(self.stagehand_auth_client)
    self.search = Search(self.backtest_auth_client)
    # Quotes uses stagehand API (public endpoint)
    self.quotes = Quotes(self.stagehand_auth_client)

    # Public user endpoints
    self.public_user = PublicUser(self.stagehand_auth_client)

    # New backtest API resources
    # Public endpoints (no auth required)
    self.public_symphony = PublicSymphony(self.backtest_auth_client)
    # Authenticated endpoints
    self.user_symphony = UserSymphony(self.backtest_auth_client)
    self.user_symphonies = UserSymphonies(self.backtest_auth_client)
    self.watchlist = Watchlist(self.backtest_auth_client)
    # Trading API resources (deploy, dry-run, and trading endpoints)
    self.deploy = DeployResource(self.trading_auth_client)
    self.dry_run = DryRun(self.trading_auth_client)
    self.trading = Trading(self.trading_auth_client)

Costs

Bases: BaseModel

Fee and cost breakdown from a backtest.

Shows all the costs incurred during the backtest including regulatory fees, TAF fees, slippage, spread markup, and subscription costs.

Source code in composer/models/backtest/responses.py 
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class Costs(BaseModel):
    """
    Fee and cost breakdown from a backtest.

    Shows all the costs incurred during the backtest including
    regulatory fees, TAF fees, slippage, spread markup, and subscription costs.
    """

    reg_fee: float
    taf_fee: float
    slippage: float
    spread_markup: float
    subscription: float

DataWarning

Bases: BaseModel

Data quality warning for a specific ticker.

Source code in composer/models/backtest/responses.py 
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class DataWarning(BaseModel):
    """Data quality warning for a specific ticker."""

    message: str
    recommended_start_date: str | None = None
    recommended_end_date: str | None = None

Empty

Bases: BaseNode

Empty/cash placeholder node.

Source code in composer/models/common/symphony.py 
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class Empty(BaseNode):
    """Empty/cash placeholder node."""

    model_config = {"populate_by_name": True}

    step: Literal["empty"] = Field(default="empty")

Filter

Bases: BaseNode

Filter node for selecting top/bottom N assets.

Source code in composer/models/common/symphony.py 
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class Filter(BaseNode):
    """Filter node for selecting top/bottom N assets."""

    model_config = {"populate_by_name": True}

    step: Literal["filter"] = Field(default="filter")
    select_: bool | None = Field(None, alias="select?")
    select_fn: Literal["top", "bottom"] | None = Field(None, alias="select-fn")
    select_n: int | None = Field(None, alias="select-n")
    sort_by_: bool | None = Field(None, alias="sort-by?")
    sort_by_fn: Function | None = Field(None, alias="sort-by-fn")
    sort_by_fn_params: dict[str, Any] | None = Field(None, alias="sort-by-fn-params")
    sort_by_window_days: int | None = Field(None, alias="sort-by-window-days")
    children: list[Any] = Field(default_factory=list)

Function

Bases: StrEnum

Mathematical and technical analysis functions available for conditions and filters.

Source code in composer/models/common/symphony.py 
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class Function(StrEnum):
    """Mathematical and technical analysis functions available for conditions and filters."""

    CUMULATIVE_RETURN = "cumulative-return"
    CURRENT_PRICE = "current-price"
    EXPONENTIAL_MOVING_AVERAGE_PRICE = "exponential-moving-average-price"
    LOWER_BOLLINGER = "lower-bollinger"
    MAX_DRAWDOWN = "max-drawdown"
    MOVING_AVERAGE_PRICE = "moving-average-price"
    MOVING_AVERAGE_CONVERGENCE_DIVERGENCE = "moving-average-convergence-divergence"
    MOVING_AVERAGE_CONVERGENCE_DIVERGENCE_SIGNAL = "moving-average-convergence-divergence-signal"
    MOVING_AVERAGE_RETURN = "moving-average-return"
    PERCENTAGE_PRICE_OSCILLATOR = "percentage-price-oscillator"
    PERCENTAGE_PRICE_OSCILLATOR_SIGNAL = "percentage-price-oscillator-signal"
    RELATIVE_STRENGTH_INDEX = "relative-strength-index"
    STANDARD_DEVIATION_PRICE = "standard-deviation-price"
    STANDARD_DEVIATION_RETURN = "standard-deviation-return"
    UPPER_BOLLINGER = "upper-bollinger"

Group

Bases: BaseNode

Group node containing a single weight strategy.

Source code in composer/models/common/symphony.py 
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class Group(BaseNode):
    """Group node containing a single weight strategy."""

    model_config = {"populate_by_name": True}

    step: Literal["group"] = Field(default="group")
    name: str | None = Field(None)
    collapsed: bool | None = Field(None, alias="collapsed?")
    children: list[Any] = Field(default_factory=list)

    @field_validator("children")
    @classmethod
    def validate_single_child(cls, v):
        """Validate that group has exactly one child."""
        if len(v) != 1:
            raise ValueError("Group must have exactly one child")
        return v

validate_single_child(v) classmethod

Validate that group has exactly one child.

Source code in composer/models/common/symphony.py 
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@field_validator("children")
@classmethod
def validate_single_child(cls, v):
    """Validate that group has exactly one child."""
    if len(v) != 1:
        raise ValueError("Group must have exactly one child")
    return v

If

Bases: BaseNode

If/Else conditional node.

Source code in composer/models/common/symphony.py 
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class If(BaseNode):
    """If/Else conditional node."""

    model_config = {"populate_by_name": True}

    step: Literal["if"] = Field(default="if")
    children: list[IfChildTrue | IfChildFalse] = Field(default_factory=list)

    @field_validator("children")
    @classmethod
    def validate_if_children(cls, v):
        """Ensure If node has exactly one true and one false child."""
        if len(v) != 2:
            raise ValueError("If node must have exactly 2 children")

        true_count = sum(1 for child in v if not child.is_else_condition)
        false_count = sum(1 for child in v if child.is_else_condition)

        if true_count != 1 or false_count != 1:
            raise ValueError("If node must have one true and one false condition")

        return v

validate_if_children(v) classmethod

Ensure If node has exactly one true and one false child.

Source code in composer/models/common/symphony.py 
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@field_validator("children")
@classmethod
def validate_if_children(cls, v):
    """Ensure If node has exactly one true and one false child."""
    if len(v) != 2:
        raise ValueError("If node must have exactly 2 children")

    true_count = sum(1 for child in v if not child.is_else_condition)
    false_count = sum(1 for child in v if child.is_else_condition)

    if true_count != 1 or false_count != 1:
        raise ValueError("If node must have one true and one false condition")

    return v

IfChildFalse

Bases: BaseNode

The 'false' (else) branch of an If condition.

Source code in composer/models/common/symphony.py 
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class IfChildFalse(BaseNode):
    """The 'false' (else) branch of an If condition."""

    model_config = {"populate_by_name": True}

    step: Literal["if-child"] = Field(default="if-child")
    is_else_condition: Literal[True] | None = Field(True, alias="is-else-condition?")
    children: list[Any] = Field(default_factory=list)

IfChildTrue

Bases: BaseNode

The 'true' branch of an If condition.

Source code in composer/models/common/symphony.py 
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class IfChildTrue(BaseNode):
    """The 'true' branch of an If condition."""

    model_config = {"populate_by_name": True}

    step: Literal["if-child"] = Field(default="if-child")
    is_else_condition: Literal[False] | None = Field(False, alias="is-else-condition?")
    comparator: Literal["gt", "gte", "eq", "lt", "lte"] | None = Field(
        None, description="Comparison operator"
    )
    lhs_fn: Function | None = Field(None, alias="lhs-fn")
    lhs_window_days: int | None = Field(None, alias="lhs-window-days")
    lhs_val: str | None = Field(None, alias="lhs-val")
    lhs_fn_params: dict[str, Any] | None = Field(None, alias="lhs-fn-params")
    rhs_val: str | float | None = Field(None, alias="rhs-val")
    rhs_fixed_value: bool | None = Field(None, alias="rhs-fixed-value?")
    rhs_fn: Function | None = Field(None, alias="rhs-fn")
    rhs_window_days: int | None = Field(None, alias="rhs-window-days")
    rhs_fn_params: dict[str, Any] | None = Field(None, alias="rhs-fn-params")
    children: list[Any] = Field(default_factory=list)

Quote

Bases: BaseModel

Quote for a single ticker in rebalance.

Source code in composer/models/backtest/requests.py 
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class Quote(BaseModel):
    """Quote for a single ticker in rebalance."""

    ticker: str
    trading_halted: bool = False
    open: float
    close: float | None = None
    low: float
    high: float
    volume: int
    bid: dict[str, Any] | None = None
    ask: dict[str, Any] | None = None
    last: dict[str, Any] | None = None
    source: str | None = None
    timestamp: str | None = None

RebalanceFrequency

Bases: StrEnum

How often the symphony should rebalance its holdings.

Source code in composer/models/common/symphony.py 
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class RebalanceFrequency(StrEnum):
    """How often the symphony should rebalance its holdings."""

    NONE = "none"
    DAILY = "daily"
    WEEKLY = "weekly"
    MONTHLY = "monthly"
    QUARTERLY = "quarterly"
    YEARLY = "yearly"

RebalanceRequest

Bases: BaseModel

Request body for the rebalance endpoint.

Used to run a rebalance for specified symphonies given a starting state.

Source code in composer/models/backtest/requests.py 
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class RebalanceRequest(BaseModel):
    """
    Request body for the rebalance endpoint.

    Used to run a rebalance for specified symphonies given a starting state.
    """

    dry_run: bool = False
    broker: Broker = Broker.ALPACA_WHITE_LABEL
    adjust_for_dtbp: bool = False
    disable_fractional_trading: bool = False
    fractionability: dict[str, bool] | None = None
    end_date: str | None = None
    quotes: dict[str, Quote] | None = None
    symphonies: dict[str, SymphonyRebalanceState]

RebalanceResult

Bases: BaseModel

Result from a rebalance request.

Contains quotes, fractionability info, and run results for each symphony.

Source code in composer/models/backtest/responses.py 
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class RebalanceResult(BaseModel):
    """
    Result from a rebalance request.

    Contains quotes, fractionability info, and run results for each symphony.
    """

    quotes: dict[str, Any] | None = None
    fractionability: dict[str, bool] | None = None
    adjusted_for_dtbp: bool = False
    run_results: dict[str, SymphonyRunResult] | None = None

RecommendedTrade

Bases: BaseModel

A recommended trade in a dry run or preview.

Source code in composer/models/dry_run/__init__.py 
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class RecommendedTrade(BaseModel):
    """A recommended trade in a dry run or preview."""

    model_config = {"populate_by_name": True}

    ticker: str
    notional: float
    quantity: float
    prev_value: float
    prev_weight: float
    next_weight: float

RegressionMetrics

Bases: BaseModel

Regression metrics for benchmark comparison (alpha, beta, etc.).

Source code in composer/models/common/stats.py 
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class RegressionMetrics(BaseModel):
    """Regression metrics for benchmark comparison (alpha, beta, etc.)."""

    alpha: float | None = None
    beta: float | None = None
    r_square: float | None = Field(None, alias="r_square")
    pearson_r: float | None = None

RetryConfig

Bases: BaseModel

Configuration for retry behavior.

Source code in composer/http_client.py 
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class RetryConfig(BaseModel):
    """Configuration for retry behavior."""

    max_retries: int = Field(default=3, description="Maximum number of retry attempts")
    rate_limit_wait: float = Field(
        default=10.0, description="Initial seconds to wait on 429 responses"
    )
    server_error_wait: float = Field(
        default=3.0, description="Initial seconds to wait on 500, 502, 503, 504 responses"
    )
    exponential_base: float = Field(
        default=2.0, description="Base for exponential backoff multiplier"
    )
    retry_statuses: set[int] = Field(
        default={429, 500, 502, 503, 504}, description="HTTP status codes that trigger a retry"
    )

Stats

Bases: BaseModel

Performance statistics for portfolios, backtests, and symphonies.

Contains all key performance metrics like Sharpe ratio, cumulative return, max drawdown, and various trailing returns.

Source code in composer/models/common/stats.py 
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class Stats(BaseModel):
    """
    Performance statistics for portfolios, backtests, and symphonies.

    Contains all key performance metrics like Sharpe ratio, cumulative return,
    max drawdown, and various trailing returns.
    """

    calmar_ratio: float | None = None
    cumulative_return: float | None = None
    max_: float | None = Field(None, alias="max")
    max_drawdown: float | None = None
    mean: float | None = None
    median: float | None = None
    min_: float | None = Field(None, alias="min")
    skewness: float | None = None
    kurtosis: float | None = None
    sharpe_ratio: float | None = None
    sortino_ratio: float | None = None
    size: int | None = None
    standard_deviation: float | None = None
    annualized_rate_of_return: float | None = None
    annualized_turnover: float | None = None
    trailing_one_day_return: float | None = None
    trailing_one_week_return: float | None = None
    trailing_two_week_return: float | None = None
    trailing_one_month_return: float | None = None
    trailing_three_month_return: float | None = None
    trailing_one_year_return: float | None = None
    top_one_day_contribution: float | None = None
    top_five_percent_day_contribution: float | None = None
    top_ten_percent_day_contribution: float | None = None
    herfindahl_index: float | None = None
    win_rate: float | None = None
    tail_ratio: float | None = None
    benchmarks: dict[str, BenchmarkStats] | None = None

    class Config:
        """Pydantic model configuration."""

        populate_by_name = True

    def __repr__(self) -> str:
        """Return string representation of Stats."""
        parts = []
        if self.sharpe_ratio is not None:
            parts.append(f"sharpe={self.sharpe_ratio:.2f}")
        if self.cumulative_return is not None:
            parts.append(f"cumulative={self.cumulative_return:.2%}")
        if self.max_drawdown is not None:
            parts.append(f"drawdown={self.max_drawdown:.2%}")
        if self.annualized_rate_of_return is not None:
            parts.append(f"ann_return={self.annualized_rate_of_return:.2%}")
        return f"Stats({', '.join(parts)})"

    def __str__(self) -> str:
        """Return string representation of Stats."""
        return self.__repr__()
        return self.__repr__()

Config

Pydantic model configuration.

Source code in composer/models/common/stats.py 
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class Config:
    """Pydantic model configuration."""

    populate_by_name = True

__repr__()

Return string representation of Stats.

Source code in composer/models/common/stats.py 
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def __repr__(self) -> str:
    """Return string representation of Stats."""
    parts = []
    if self.sharpe_ratio is not None:
        parts.append(f"sharpe={self.sharpe_ratio:.2f}")
    if self.cumulative_return is not None:
        parts.append(f"cumulative={self.cumulative_return:.2%}")
    if self.max_drawdown is not None:
        parts.append(f"drawdown={self.max_drawdown:.2%}")
    if self.annualized_rate_of_return is not None:
        parts.append(f"ann_return={self.annualized_rate_of_return:.2%}")
    return f"Stats({', '.join(parts)})"

__str__()

Return string representation of Stats.

Source code in composer/models/common/stats.py 
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def __str__(self) -> str:
    """Return string representation of Stats."""
    return self.__repr__()
    return self.__repr__()

SymphonyDefinition

Bases: BaseNode

Definition of a symphony/strategy.

Source code in composer/models/common/symphony.py 
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class SymphonyDefinition(BaseNode):
    """Definition of a symphony/strategy."""

    model_config = {"populate_by_name": True}

    step: Literal["root"] = Field(default="root")
    name: str = Field(description="Display name of the symphony")
    description: str = Field(default="", description="Description of the strategy")
    rebalance: RebalanceFrequency = Field(description="Rebalancing frequency")
    rebalance_corridor_width: float | None = Field(None, alias="rebalance-corridor-width")
    children: list[WeightCashEqual | WeightCashSpecified | WeightInverseVol] = Field(
        default_factory=list
    )

    @model_validator(mode="after")
    def parse_children(self):
        """Recursively parse children dicts into typed models."""
        if self.children:
            self.children = _parse_node(self.children)
        return self

    @field_validator("rebalance_corridor_width")
    @classmethod
    def validate_corridor_width(cls, v, info):
        """Corridor width only allowed when rebalance is 'none'."""
        rebalance = info.data.get("rebalance")
        if v is not None and rebalance != "none":
            raise ValueError('rebalance_corridor_width can only be set when rebalance is "none"')
        return v

    @field_validator("children")
    @classmethod
    def validate_single_child(cls, v):
        """SymphonyDefinition must have exactly one weight child."""
        if len(v) != 1:
            raise ValueError("SymphonyDefinition must have exactly one child")
        return v

parse_children()

Recursively parse children dicts into typed models.

Source code in composer/models/common/symphony.py 
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@model_validator(mode="after")
def parse_children(self):
    """Recursively parse children dicts into typed models."""
    if self.children:
        self.children = _parse_node(self.children)
    return self

validate_corridor_width(v, info) classmethod

Corridor width only allowed when rebalance is 'none'.

Source code in composer/models/common/symphony.py 
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@field_validator("rebalance_corridor_width")
@classmethod
def validate_corridor_width(cls, v, info):
    """Corridor width only allowed when rebalance is 'none'."""
    rebalance = info.data.get("rebalance")
    if v is not None and rebalance != "none":
        raise ValueError('rebalance_corridor_width can only be set when rebalance is "none"')
    return v

validate_single_child(v) classmethod

SymphonyDefinition must have exactly one weight child.

Source code in composer/models/common/symphony.py 
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@field_validator("children")
@classmethod
def validate_single_child(cls, v):
    """SymphonyDefinition must have exactly one weight child."""
    if len(v) != 1:
        raise ValueError("SymphonyDefinition must have exactly one child")
    return v

SymphonyRebalanceState

Bases: BaseModel

State of a single symphony for rebalance.

Source code in composer/models/backtest/requests.py 
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class SymphonyRebalanceState(BaseModel):
    """State of a single symphony for rebalance."""

    last_rebalanced_on: str | None = None
    cash: float
    unsettled_cash: float = 0.0
    shares: dict[str, float]

SymphonyRunResult

Bases: BaseModel

Result of running a single symphony during rebalance.

Source code in composer/models/backtest/responses.py 
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class SymphonyRunResult(BaseModel):
    """Result of running a single symphony during rebalance."""

    next_rebalanced_after: str | None = None
    rebalanced: bool = False
    active_asset_nodes: dict[str, float] | None = None
    recommended_trades: list[RecommendedTrade] | None = None

UpdateSymphonyNodesResponse

Bases: BaseModel

Response from updating symphony nodes.

Source code in composer/models/symphony/__init__.py 
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class UpdateSymphonyNodesResponse(BaseModel):
    """Response from updating symphony nodes."""

    model_config = {"populate_by_name": True}

    symphony_id: str = Field(description="ID of the symphony")
    version_id: str = Field(description="ID of the new version")

UpdateSymphonyResponse

Bases: BaseModel

Response from updating a symphony.

Source code in composer/models/symphony/__init__.py 
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class UpdateSymphonyResponse(BaseModel):
    """Response from updating a symphony."""

    model_config = {"populate_by_name": True}

    existing_version_id: str = Field(description="ID of the previous version")
    version_id: str | None = Field(None, description="ID of the new version")

WeightCashEqual

Bases: BaseNode

Equal weighting across all children.

Source code in composer/models/common/symphony.py 
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class WeightCashEqual(BaseNode):
    """Equal weighting across all children."""

    model_config = {"populate_by_name": True}

    step: Literal["wt-cash-equal"] | None = Field("wt-cash-equal")
    children: list[Any] = Field(default_factory=list)

WeightCashSpecified

Bases: BaseNode

Specified weighting with explicit weights.

Source code in composer/models/common/symphony.py 
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class WeightCashSpecified(BaseNode):
    """Specified weighting with explicit weights."""

    model_config = {"populate_by_name": True}

    step: Literal["wt-cash-specified"] | None = Field("wt-cash-specified")
    children: list[Any] = Field(default_factory=list)

WeightInverseVol

Bases: BaseNode

Inverse volatility weighting.

Source code in composer/models/common/symphony.py 
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class WeightInverseVol(BaseNode):
    """Inverse volatility weighting."""

    model_config = {"populate_by_name": True}

    step: Literal["wt-inverse-vol"] | None = Field("wt-inverse-vol")
    window_days: int | None = Field(None, alias="window-days")
    children: list[Any] = Field(default_factory=list)

WeightMap

Bases: BaseModel

Weight fraction represented as numerator/denominator.

Examples
- 50% = num: 50, den: 100
- 33.3% = num: 33.3, den: 100
Source code in composer/models/common/symphony.py 
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class WeightMap(BaseModel):
    """
    Weight fraction represented as numerator/denominator.

    Examples
    --------
        - 50% = num: 50, den: 100
        - 33.3% = num: 33.3, den: 100
    """

    model_config = {"populate_by_name": True}

    num: str | int | float = Field(description="Numerator of the weight fraction")
    den: str | int | float = Field(description="Denominator of the weight fraction (typically 100)")

    @field_validator("num", "den")
    @classmethod
    def validate_positive(cls, v):
        """Ensure weight values are non-negative."""
        val = float(v) if isinstance(v, str) else v
        if val < 0:
            raise ValueError("Weight numerator and denominator must be non-negative")
        return v

validate_positive(v) classmethod

Ensure weight values are non-negative.

Source code in composer/models/common/symphony.py 
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@field_validator("num", "den")
@classmethod
def validate_positive(cls, v):
    """Ensure weight values are non-negative."""
    val = float(v) if isinstance(v, str) else v
    if val < 0:
        raise ValueError("Weight numerator and denominator must be non-negative")
    return v

validate_symphony_score(score)

Validate a symphony score and check crypto rebalancing rules.

Parameters:

Name Type Description Default
score SymphonyDefinition | dict

Symphony score as SymphonyDefinition model or dict

 required
Returns
Validated SymphonyDefinition model
Source code in composer/models/common/symphony.py 
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def validate_symphony_score(score: SymphonyDefinition | dict) -> SymphonyDefinition:
    """
    Validate a symphony score and check crypto rebalancing rules.

    Args:
        score: Symphony score as SymphonyDefinition model or dict

    Returns
    -------
        Validated SymphonyDefinition model
    """
    if isinstance(score, dict):
        score = SymphonyDefinition.model_validate(score)

    # Check for crypto assets
    crypto_tickers = []

    def find_crypto(node):
        """Recursively find crypto assets."""
        if isinstance(node, Asset) and node.ticker and node.ticker.startswith("CRYPTO::"):
            crypto_tickers.append(node.ticker)
        # Check children recursively for nodes that have children
        elif not isinstance(node, Asset) and hasattr(node, "children") and node.children:
            for child in node.children:
                if isinstance(child, BaseModel):
                    find_crypto(child)

    if score.children:
        find_crypto(score.children[0])

    # Validate crypto rebalancing
    if crypto_tickers and score.rebalance not in ["none", "daily"]:
        raise ValueError(
            f"Symphonies with crypto must use daily or threshold rebalancing. "
            f"Found rebalance={score.rebalance}"
        )

    return score

Conversation

composer

Composer API Client.

ApplySubscription

Bases: StrEnum

Subscription type enum.

Source code in composer/models/backtest/requests.py 
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class ApplySubscription(StrEnum):
    """Subscription type enum."""

    NONE = "none"
    MONTHLY = "monthly"
    YEARLY = "yearly"

Asset

Bases: BaseNode

A ticker/asset node representing a security to trade.

Source code in composer/models/common/symphony.py 
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class Asset(BaseNode):
    """A ticker/asset node representing a security to trade."""

    model_config = {"populate_by_name": True}

    step: Literal["asset"] = Field(default="asset")
    name: str | None = Field(None, description="Display name of the asset")
    ticker: str = Field(description="Ticker symbol (e.g., AAPL, CRYPTO::BTC//USD)")
    exchange: str | None = Field(None, description="Exchange code (e.g., XNAS)")
    price: float | None = Field(None, description="Current price (API-populated)")
    dollar_volume: float | None = Field(None, alias="dollar_volume")
    has_marketcap: bool | None = Field(None, alias="has_marketcap")
    children_count: int | None = Field(None, alias="children-count")

BacktestExistingSymphonyRequest

Bases: BacktestParams

Backtest request for an existing saved symphony.

Use this when backtesting a symphony that has already been saved. The symphony_id is provided in the URL path, not the request body.

Source code in composer/models/backtest/requests.py 
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class BacktestExistingSymphonyRequest(BacktestParams):
    """
    Backtest request for an existing saved symphony.

    Use this when backtesting a symphony that has already been saved.
    The symphony_id is provided in the URL path, not the request body.
    """

    pass

BacktestRequest

Bases: BacktestParams

Full backtest request with symphony definition.

Use this when backtesting a new symphony by providing the full symphony definition in the request body.

Source code in composer/models/backtest/requests.py 
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class BacktestRequest(BacktestParams):
    """
    Full backtest request with symphony definition.

    Use this when backtesting a new symphony by providing the full
    symphony definition in the request body.
    """

    symphony: SymphonyDefinition = Field(description="Symphony definition to backtest")

BacktestResult

Bases: BaseModel

Complete backtest result.

This is the main response model returned by both backtest endpoints: - POST /api/v0.1/backtest (backtest by definition) - POST /api/v0.1/symphonies/{symphony-id}/backtest (backtest existing symphony)

Contains performance metrics, holdings history, costs, and statistics.

Source code in composer/models/backtest/responses.py 
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class BacktestResult(BaseModel):
    """
    Complete backtest result.

    This is the main response model returned by both backtest endpoints:
    - POST /api/v0.1/backtest (backtest by definition)
    - POST /api/v0.1/symphonies/{symphony-id}/backtest (backtest existing symphony)

    Contains performance metrics, holdings history, costs, and statistics.
    """

    model_config = ConfigDict(arbitrary_types_allowed=True)

    # Timing and metadata
    last_semantic_update_at: str | None = None
    sparkgraph_url: str | None = None
    first_day: str | None = None
    last_market_day: str | None = None

    # Daily Value Metrics (DVM)
    dvm_capital: _DateSeriesDict | None = None

    # Time-Dependent Value Metrics (TDVM) weights
    tdvm_weights: _DateSeriesDict | None = None

    @field_validator("dvm_capital", mode="before")
    @classmethod
    def transform_dvm_capital(cls, v):
        """Transform dvm_capital field to date-indexed dict."""
        transformed = _transform_dvm_to_by_date(v)
        if transformed is None:
            return None
        return _DateSeriesDict(transformed)

    @field_validator("tdvm_weights", mode="before")
    @classmethod
    def transform_tdvm_weights(cls, v):
        """Transform tdvm_weights field to date-indexed dict."""
        transformed = _transform_dvm_to_by_date(v)
        if transformed is None:
            return None
        result = _DateSeriesDict(transformed, fill_value=False)
        for d in result:
            for ticker in result[d]:
                result[d][ticker] = bool(result[d][ticker])
        return result

    @field_validator("first_day", mode="before")
    @classmethod
    def transform_first_day(cls, v):
        """Transform first_day from epoch to date string."""
        if v is None:
            return None
        return _epoch_day_to_date_string(v)

    @field_validator("last_market_day", mode="before")
    @classmethod
    def transform_last_market_day(cls, v):
        """Transform last_market_day from epoch to date string."""
        if v is None:
            return None
        return _epoch_day_to_date_string(v)

    @field_validator("rebalance_days", mode="before")
    @classmethod
    def transform_rebalance_days(cls, v):
        """Transform rebalance_days from epochs to date strings."""
        if v is None:
            return None
        return [_epoch_day_to_date_string(d) for d in v]

    # Rebalancing information
    rebalance_days: list[str] | None = None
    active_asset_nodes: dict[str, float] | None = None

    # Costs breakdown
    costs: Costs | None = None

    # Final state
    last_market_days_value: float | None = None
    last_market_days_holdings: dict[str, float] | None = None

    # Legend and warnings
    legend: dict[str, LegendEntry] | None = None
    data_warnings: dict[str, list[DataWarning]] | None = None
    benchmark_errors: list[str] | None = None

    # Performance statistics
    stats: Stats | None = None

    def __repr__(self) -> str:
        """Return string representation of BacktestResult."""
        parts = []
        if self.stats:
            parts.append(f"stats={self.stats}")
        if self.last_market_days_value is not None:
            parts.append(f"final_value={self.last_market_days_value:,.2f}")
        if self.first_day is not None and self.last_market_day is not None:
            first = datetime.strptime(self.first_day, "%Y-%m-%d").date()
            last = datetime.strptime(self.last_market_day, "%Y-%m-%d").date()
            parts.append(f"days={(last - first).days}")
        return f"BacktestResult({', '.join(parts)})"

    def __str__(self) -> str:
        """Return string representation of BacktestResult."""
        return self.__repr__()

__repr__()

Return string representation of BacktestResult.

Source code in composer/models/backtest/responses.py 
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def __repr__(self) -> str:
    """Return string representation of BacktestResult."""
    parts = []
    if self.stats:
        parts.append(f"stats={self.stats}")
    if self.last_market_days_value is not None:
        parts.append(f"final_value={self.last_market_days_value:,.2f}")
    if self.first_day is not None and self.last_market_day is not None:
        first = datetime.strptime(self.first_day, "%Y-%m-%d").date()
        last = datetime.strptime(self.last_market_day, "%Y-%m-%d").date()
        parts.append(f"days={(last - first).days}")
    return f"BacktestResult({', '.join(parts)})"

__str__()

Return string representation of BacktestResult.

Source code in composer/models/backtest/responses.py 
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def __str__(self) -> str:
    """Return string representation of BacktestResult."""
    return self.__repr__()

transform_dvm_capital(v) classmethod

Transform dvm_capital field to date-indexed dict.

Source code in composer/models/backtest/responses.py 
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@field_validator("dvm_capital", mode="before")
@classmethod
def transform_dvm_capital(cls, v):
    """Transform dvm_capital field to date-indexed dict."""
    transformed = _transform_dvm_to_by_date(v)
    if transformed is None:
        return None
    return _DateSeriesDict(transformed)

transform_first_day(v) classmethod

Transform first_day from epoch to date string.

Source code in composer/models/backtest/responses.py 
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@field_validator("first_day", mode="before")
@classmethod
def transform_first_day(cls, v):
    """Transform first_day from epoch to date string."""
    if v is None:
        return None
    return _epoch_day_to_date_string(v)

transform_last_market_day(v) classmethod

Transform last_market_day from epoch to date string.

Source code in composer/models/backtest/responses.py 
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@field_validator("last_market_day", mode="before")
@classmethod
def transform_last_market_day(cls, v):
    """Transform last_market_day from epoch to date string."""
    if v is None:
        return None
    return _epoch_day_to_date_string(v)

transform_rebalance_days(v) classmethod

Transform rebalance_days from epochs to date strings.

Source code in composer/models/backtest/responses.py 
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@field_validator("rebalance_days", mode="before")
@classmethod
def transform_rebalance_days(cls, v):
    """Transform rebalance_days from epochs to date strings."""
    if v is None:
        return None
    return [_epoch_day_to_date_string(d) for d in v]

transform_tdvm_weights(v) classmethod

Transform tdvm_weights field to date-indexed dict.

Source code in composer/models/backtest/responses.py 
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@field_validator("tdvm_weights", mode="before")
@classmethod
def transform_tdvm_weights(cls, v):
    """Transform tdvm_weights field to date-indexed dict."""
    transformed = _transform_dvm_to_by_date(v)
    if transformed is None:
        return None
    result = _DateSeriesDict(transformed, fill_value=False)
    for d in result:
        for ticker in result[d]:
            result[d][ticker] = bool(result[d][ticker])
    return result

BacktestVersion

Bases: StrEnum

Backtest version enum.

Source code in composer/models/backtest/requests.py 
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class BacktestVersion(StrEnum):
    """Backtest version enum."""

    V1 = "v1"
    V2 = "v2"

BaseNode

Bases: BaseModel

Base class for all symphony nodes.

Source code in composer/models/common/symphony.py 
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class BaseNode(BaseModel):
    """Base class for all symphony nodes."""

    model_config = {"populate_by_name": True, "extra": "ignore"}

    id: str = Field(
        default_factory=lambda: str(uuid.uuid4()),
        description="Unique identifier for this node (auto-generated UUID or custom ID)",
    )
    weight: WeightMap | None = Field(None, description="Weight fraction for this node")

    @field_validator("id")
    @classmethod
    def validate_id(cls, v):
        """Ensure ID is a valid UUID. If not, auto-generate one."""
        try:
            uuid.UUID(v)
            return v
        except (ValueError, AttributeError):
            # Not a valid UUID, generate a new one
            return str(uuid.uuid4())

    def model_dump(self, **kwargs) -> dict[str, Any]:
        """Override model_dump to exclude None values by default."""
        kwargs.setdefault("exclude_none", True)
        return super().model_dump(**kwargs)

    def model_dump_json(self, **kwargs) -> str:
        """Override model_dump_json to exclude None values by default."""
        kwargs.setdefault("exclude_none", True)
        return super().model_dump_json(**kwargs)

    @model_validator(mode="after")
    def parse_children(self):
        """Recursively parse children dicts into typed models."""
        return self

model_dump(**kwargs)

Override model_dump to exclude None values by default.

Source code in composer/models/common/symphony.py 
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def model_dump(self, **kwargs) -> dict[str, Any]:
    """Override model_dump to exclude None values by default."""
    kwargs.setdefault("exclude_none", True)
    return super().model_dump(**kwargs)

model_dump_json(**kwargs)

Override model_dump_json to exclude None values by default.

Source code in composer/models/common/symphony.py 
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def model_dump_json(self, **kwargs) -> str:
    """Override model_dump_json to exclude None values by default."""
    kwargs.setdefault("exclude_none", True)
    return super().model_dump_json(**kwargs)

parse_children()

Recursively parse children dicts into typed models.

Source code in composer/models/common/symphony.py 
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@model_validator(mode="after")
def parse_children(self):
    """Recursively parse children dicts into typed models."""
    return self

validate_id(v) classmethod

Ensure ID is a valid UUID. If not, auto-generate one.

Source code in composer/models/common/symphony.py 
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@field_validator("id")
@classmethod
def validate_id(cls, v):
    """Ensure ID is a valid UUID. If not, auto-generate one."""
    try:
        uuid.UUID(v)
        return v
    except (ValueError, AttributeError):
        # Not a valid UUID, generate a new one
        return str(uuid.uuid4())

BenchmarkStats

Bases: BaseModel

Statistics for a benchmark comparison.

Source code in composer/models/common/stats.py 
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class BenchmarkStats(BaseModel):
    """Statistics for a benchmark comparison."""

    calmar_ratio: float | None = None
    cumulative_return: float | None = None
    max_: float | None = Field(None, alias="max")
    max_drawdown: float | None = None
    mean: float | None = None
    median: float | None = None
    min_: float | None = Field(None, alias="min")
    skewness: float | None = None
    kurtosis: float | None = None
    sharpe_ratio: float | None = None
    sortino_ratio: float | None = None
    size: int | None = None
    standard_deviation: float | None = None
    annualized_rate_of_return: float | None = None
    annualized_turnover: float | None = None
    trailing_one_day_return: float | None = None
    trailing_one_week_return: float | None = None
    trailing_two_week_return: float | None = None
    trailing_one_month_return: float | None = None
    trailing_three_month_return: float | None = None
    trailing_one_year_return: float | None = None
    top_one_day_contribution: float | None = None
    top_five_percent_day_contribution: float | None = None
    top_ten_percent_day_contribution: float | None = None
    herfindahl_index: float | None = None
    win_rate: float | None = None
    tail_ratio: float | None = None
    percent: RegressionMetrics | None = None
    log: RegressionMetrics | None = None

    class Config:
        """Pydantic model configuration."""

        populate_by_name = True

Config

Pydantic model configuration.

Source code in composer/models/common/stats.py 
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class Config:
    """Pydantic model configuration."""

    populate_by_name = True

Broker

Bases: StrEnum

Broker enum.

Source code in composer/models/backtest/requests.py 
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class Broker(StrEnum):
    """Broker enum."""

    ALPACA_OAUTH = "ALPACA_OAUTH"
    ALPACA_WHITE_LABEL = "ALPACA_WHITE_LABEL"
    APEX_LEGACY = "APEX_LEGACY"
    ALPACA = "alpaca"
    APEX = "apex"

ComposerClient

Main client for interacting with the Composer API.

This client provides access to various Composer API resources including backtest, market data, trading, portfolio management, and more.

Parameters:

Name Type Description Default
api_key str

The API Key ID

 required
api_secret str

The API Secret Key

 required
timeout float

Request timeout in seconds (default: 30.0)

 30.0
retry_config RetryConfig | None

Configuration for retry behavior (default: 3 retries, 10s for 429, 3s for 5xx)

 _DEFAULT_RETRY_CONFIG
Source code in composer/client.py 
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class ComposerClient:
    """Main client for interacting with the Composer API.

    This client provides access to various Composer API resources including
    backtest, market data, trading, portfolio management, and more.

    Args:
        api_key: The API Key ID
        api_secret: The API Secret Key
        timeout: Request timeout in seconds (default: 30.0)
        retry_config: Configuration for retry behavior (default: 3 retries, 10s for 429, 3s for 5xx)
    """

    def __init__(
        self,
        api_key: str,
        api_secret: str,
        timeout: float = 30.0,
        retry_config: RetryConfig | None = _DEFAULT_RETRY_CONFIG,
    ):
        """
        Initialize the Composer Client.

        Args:
            api_key (str): The API Key ID
            api_secret (str): The API Secret Key
            timeout (float): Request timeout in seconds (default: 30.0)
            retry_config (RetryConfig | None): Configuration for retry behavior.
                Pass None to disable retries (default: RetryConfig())
        """
        self.http_client = HTTPClient(
            api_key, api_secret, timeout=timeout, retry_config=retry_config
        )
        # Separate HTTP clients for backtest API (different base URL)
        # Public client (no auth headers) for public endpoints
        # Authenticated client for endpoints requiring auth
        self.backtest_auth_client = HTTPClient(
            api_key,
            api_secret,
            base_url="https://backtest-api.composer.trade/",
            timeout=timeout,
            retry_config=retry_config,
        )
        # Stagehand API client for portfolio/account endpoints
        self.stagehand_auth_client = HTTPClient(
            api_key,
            api_secret,
            base_url="https://stagehand-api.composer.trade/",
            timeout=timeout,
            retry_config=retry_config,
        )
        # Trading API client for deploy and trading endpoints
        self.trading_auth_client = HTTPClient(
            api_key,
            api_secret,
            base_url="https://trading-api.composer.trade/",
            timeout=timeout,
            retry_config=retry_config,
        )

        # Initialize resources
        self.backtest = Backtest(self.backtest_auth_client)
        # Market data uses stagehand API
        self.market_data = MarketData(self.stagehand_auth_client)
        # Accounts, Portfolio, Cash, User, AI Agents, Conversation, Reports, Auth use stagehand API
        self.accounts = Accounts(self.stagehand_auth_client)
        self.portfolio = Portfolio(self.stagehand_auth_client)
        self.cash = Cash(self.stagehand_auth_client)
        self.user = User(self.stagehand_auth_client)
        self.ai_agents = AIAgents(self.stagehand_auth_client)
        self.conversation = Conversation(self.stagehand_auth_client)
        self.reports = Reports(self.stagehand_auth_client)
        self.auth_management = AuthManagement(self.stagehand_auth_client)
        self.search = Search(self.backtest_auth_client)
        # Quotes uses stagehand API (public endpoint)
        self.quotes = Quotes(self.stagehand_auth_client)

        # Public user endpoints
        self.public_user = PublicUser(self.stagehand_auth_client)

        # New backtest API resources
        # Public endpoints (no auth required)
        self.public_symphony = PublicSymphony(self.backtest_auth_client)
        # Authenticated endpoints
        self.user_symphony = UserSymphony(self.backtest_auth_client)
        self.user_symphonies = UserSymphonies(self.backtest_auth_client)
        self.watchlist = Watchlist(self.backtest_auth_client)
        # Trading API resources (deploy, dry-run, and trading endpoints)
        self.deploy = DeployResource(self.trading_auth_client)
        self.dry_run = DryRun(self.trading_auth_client)
        self.trading = Trading(self.trading_auth_client)

__init__(api_key, api_secret, timeout=30.0, retry_config=_DEFAULT_RETRY_CONFIG)

Initialize the Composer Client.

Parameters:

Name Type Description Default
api_key str

The API Key ID

 required
api_secret str

The API Secret Key

 required
timeout float

Request timeout in seconds (default: 30.0)

 30.0
retry_config RetryConfig | None

Configuration for retry behavior. Pass None to disable retries (default: RetryConfig())

 _DEFAULT_RETRY_CONFIG
Source code in composer/client.py 
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def __init__(
    self,
    api_key: str,
    api_secret: str,
    timeout: float = 30.0,
    retry_config: RetryConfig | None = _DEFAULT_RETRY_CONFIG,
):
    """
    Initialize the Composer Client.

    Args:
        api_key (str): The API Key ID
        api_secret (str): The API Secret Key
        timeout (float): Request timeout in seconds (default: 30.0)
        retry_config (RetryConfig | None): Configuration for retry behavior.
            Pass None to disable retries (default: RetryConfig())
    """
    self.http_client = HTTPClient(
        api_key, api_secret, timeout=timeout, retry_config=retry_config
    )
    # Separate HTTP clients for backtest API (different base URL)
    # Public client (no auth headers) for public endpoints
    # Authenticated client for endpoints requiring auth
    self.backtest_auth_client = HTTPClient(
        api_key,
        api_secret,
        base_url="https://backtest-api.composer.trade/",
        timeout=timeout,
        retry_config=retry_config,
    )
    # Stagehand API client for portfolio/account endpoints
    self.stagehand_auth_client = HTTPClient(
        api_key,
        api_secret,
        base_url="https://stagehand-api.composer.trade/",
        timeout=timeout,
        retry_config=retry_config,
    )
    # Trading API client for deploy and trading endpoints
    self.trading_auth_client = HTTPClient(
        api_key,
        api_secret,
        base_url="https://trading-api.composer.trade/",
        timeout=timeout,
        retry_config=retry_config,
    )

    # Initialize resources
    self.backtest = Backtest(self.backtest_auth_client)
    # Market data uses stagehand API
    self.market_data = MarketData(self.stagehand_auth_client)
    # Accounts, Portfolio, Cash, User, AI Agents, Conversation, Reports, Auth use stagehand API
    self.accounts = Accounts(self.stagehand_auth_client)
    self.portfolio = Portfolio(self.stagehand_auth_client)
    self.cash = Cash(self.stagehand_auth_client)
    self.user = User(self.stagehand_auth_client)
    self.ai_agents = AIAgents(self.stagehand_auth_client)
    self.conversation = Conversation(self.stagehand_auth_client)
    self.reports = Reports(self.stagehand_auth_client)
    self.auth_management = AuthManagement(self.stagehand_auth_client)
    self.search = Search(self.backtest_auth_client)
    # Quotes uses stagehand API (public endpoint)
    self.quotes = Quotes(self.stagehand_auth_client)

    # Public user endpoints
    self.public_user = PublicUser(self.stagehand_auth_client)

    # New backtest API resources
    # Public endpoints (no auth required)
    self.public_symphony = PublicSymphony(self.backtest_auth_client)
    # Authenticated endpoints
    self.user_symphony = UserSymphony(self.backtest_auth_client)
    self.user_symphonies = UserSymphonies(self.backtest_auth_client)
    self.watchlist = Watchlist(self.backtest_auth_client)
    # Trading API resources (deploy, dry-run, and trading endpoints)
    self.deploy = DeployResource(self.trading_auth_client)
    self.dry_run = DryRun(self.trading_auth_client)
    self.trading = Trading(self.trading_auth_client)

Costs

Bases: BaseModel

Fee and cost breakdown from a backtest.

Shows all the costs incurred during the backtest including regulatory fees, TAF fees, slippage, spread markup, and subscription costs.

Source code in composer/models/backtest/responses.py 
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class Costs(BaseModel):
    """
    Fee and cost breakdown from a backtest.

    Shows all the costs incurred during the backtest including
    regulatory fees, TAF fees, slippage, spread markup, and subscription costs.
    """

    reg_fee: float
    taf_fee: float
    slippage: float
    spread_markup: float
    subscription: float

DataWarning

Bases: BaseModel

Data quality warning for a specific ticker.

Source code in composer/models/backtest/responses.py 
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class DataWarning(BaseModel):
    """Data quality warning for a specific ticker."""

    message: str
    recommended_start_date: str | None = None
    recommended_end_date: str | None = None

Empty

Bases: BaseNode

Empty/cash placeholder node.

Source code in composer/models/common/symphony.py 
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class Empty(BaseNode):
    """Empty/cash placeholder node."""

    model_config = {"populate_by_name": True}

    step: Literal["empty"] = Field(default="empty")

Filter

Bases: BaseNode

Filter node for selecting top/bottom N assets.

Source code in composer/models/common/symphony.py 
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class Filter(BaseNode):
    """Filter node for selecting top/bottom N assets."""

    model_config = {"populate_by_name": True}

    step: Literal["filter"] = Field(default="filter")
    select_: bool | None = Field(None, alias="select?")
    select_fn: Literal["top", "bottom"] | None = Field(None, alias="select-fn")
    select_n: int | None = Field(None, alias="select-n")
    sort_by_: bool | None = Field(None, alias="sort-by?")
    sort_by_fn: Function | None = Field(None, alias="sort-by-fn")
    sort_by_fn_params: dict[str, Any] | None = Field(None, alias="sort-by-fn-params")
    sort_by_window_days: int | None = Field(None, alias="sort-by-window-days")
    children: list[Any] = Field(default_factory=list)

Function

Bases: StrEnum

Mathematical and technical analysis functions available for conditions and filters.

Source code in composer/models/common/symphony.py 
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class Function(StrEnum):
    """Mathematical and technical analysis functions available for conditions and filters."""

    CUMULATIVE_RETURN = "cumulative-return"
    CURRENT_PRICE = "current-price"
    EXPONENTIAL_MOVING_AVERAGE_PRICE = "exponential-moving-average-price"
    LOWER_BOLLINGER = "lower-bollinger"
    MAX_DRAWDOWN = "max-drawdown"
    MOVING_AVERAGE_PRICE = "moving-average-price"
    MOVING_AVERAGE_CONVERGENCE_DIVERGENCE = "moving-average-convergence-divergence"
    MOVING_AVERAGE_CONVERGENCE_DIVERGENCE_SIGNAL = "moving-average-convergence-divergence-signal"
    MOVING_AVERAGE_RETURN = "moving-average-return"
    PERCENTAGE_PRICE_OSCILLATOR = "percentage-price-oscillator"
    PERCENTAGE_PRICE_OSCILLATOR_SIGNAL = "percentage-price-oscillator-signal"
    RELATIVE_STRENGTH_INDEX = "relative-strength-index"
    STANDARD_DEVIATION_PRICE = "standard-deviation-price"
    STANDARD_DEVIATION_RETURN = "standard-deviation-return"
    UPPER_BOLLINGER = "upper-bollinger"

Group

Bases: BaseNode

Group node containing a single weight strategy.

Source code in composer/models/common/symphony.py 
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class Group(BaseNode):
    """Group node containing a single weight strategy."""

    model_config = {"populate_by_name": True}

    step: Literal["group"] = Field(default="group")
    name: str | None = Field(None)
    collapsed: bool | None = Field(None, alias="collapsed?")
    children: list[Any] = Field(default_factory=list)

    @field_validator("children")
    @classmethod
    def validate_single_child(cls, v):
        """Validate that group has exactly one child."""
        if len(v) != 1:
            raise ValueError("Group must have exactly one child")
        return v

validate_single_child(v) classmethod

Validate that group has exactly one child.

Source code in composer/models/common/symphony.py 
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@field_validator("children")
@classmethod
def validate_single_child(cls, v):
    """Validate that group has exactly one child."""
    if len(v) != 1:
        raise ValueError("Group must have exactly one child")
    return v

If

Bases: BaseNode

If/Else conditional node.

Source code in composer/models/common/symphony.py 
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class If(BaseNode):
    """If/Else conditional node."""

    model_config = {"populate_by_name": True}

    step: Literal["if"] = Field(default="if")
    children: list[IfChildTrue | IfChildFalse] = Field(default_factory=list)

    @field_validator("children")
    @classmethod
    def validate_if_children(cls, v):
        """Ensure If node has exactly one true and one false child."""
        if len(v) != 2:
            raise ValueError("If node must have exactly 2 children")

        true_count = sum(1 for child in v if not child.is_else_condition)
        false_count = sum(1 for child in v if child.is_else_condition)

        if true_count != 1 or false_count != 1:
            raise ValueError("If node must have one true and one false condition")

        return v

validate_if_children(v) classmethod

Ensure If node has exactly one true and one false child.

Source code in composer/models/common/symphony.py 
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@field_validator("children")
@classmethod
def validate_if_children(cls, v):
    """Ensure If node has exactly one true and one false child."""
    if len(v) != 2:
        raise ValueError("If node must have exactly 2 children")

    true_count = sum(1 for child in v if not child.is_else_condition)
    false_count = sum(1 for child in v if child.is_else_condition)

    if true_count != 1 or false_count != 1:
        raise ValueError("If node must have one true and one false condition")

    return v

IfChildFalse

Bases: BaseNode

The 'false' (else) branch of an If condition.

Source code in composer/models/common/symphony.py 
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class IfChildFalse(BaseNode):
    """The 'false' (else) branch of an If condition."""

    model_config = {"populate_by_name": True}

    step: Literal["if-child"] = Field(default="if-child")
    is_else_condition: Literal[True] | None = Field(True, alias="is-else-condition?")
    children: list[Any] = Field(default_factory=list)

IfChildTrue

Bases: BaseNode

The 'true' branch of an If condition.

Source code in composer/models/common/symphony.py 
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class IfChildTrue(BaseNode):
    """The 'true' branch of an If condition."""

    model_config = {"populate_by_name": True}

    step: Literal["if-child"] = Field(default="if-child")
    is_else_condition: Literal[False] | None = Field(False, alias="is-else-condition?")
    comparator: Literal["gt", "gte", "eq", "lt", "lte"] | None = Field(
        None, description="Comparison operator"
    )
    lhs_fn: Function | None = Field(None, alias="lhs-fn")
    lhs_window_days: int | None = Field(None, alias="lhs-window-days")
    lhs_val: str | None = Field(None, alias="lhs-val")
    lhs_fn_params: dict[str, Any] | None = Field(None, alias="lhs-fn-params")
    rhs_val: str | float | None = Field(None, alias="rhs-val")
    rhs_fixed_value: bool | None = Field(None, alias="rhs-fixed-value?")
    rhs_fn: Function | None = Field(None, alias="rhs-fn")
    rhs_window_days: int | None = Field(None, alias="rhs-window-days")
    rhs_fn_params: dict[str, Any] | None = Field(None, alias="rhs-fn-params")
    children: list[Any] = Field(default_factory=list)

Quote

Bases: BaseModel

Quote for a single ticker in rebalance.

Source code in composer/models/backtest/requests.py 
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class Quote(BaseModel):
    """Quote for a single ticker in rebalance."""

    ticker: str
    trading_halted: bool = False
    open: float
    close: float | None = None
    low: float
    high: float
    volume: int
    bid: dict[str, Any] | None = None
    ask: dict[str, Any] | None = None
    last: dict[str, Any] | None = None
    source: str | None = None
    timestamp: str | None = None

RebalanceFrequency

Bases: StrEnum

How often the symphony should rebalance its holdings.

Source code in composer/models/common/symphony.py 
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class RebalanceFrequency(StrEnum):
    """How often the symphony should rebalance its holdings."""

    NONE = "none"
    DAILY = "daily"
    WEEKLY = "weekly"
    MONTHLY = "monthly"
    QUARTERLY = "quarterly"
    YEARLY = "yearly"

RebalanceRequest

Bases: BaseModel

Request body for the rebalance endpoint.

Used to run a rebalance for specified symphonies given a starting state.

Source code in composer/models/backtest/requests.py 
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class RebalanceRequest(BaseModel):
    """
    Request body for the rebalance endpoint.

    Used to run a rebalance for specified symphonies given a starting state.
    """

    dry_run: bool = False
    broker: Broker = Broker.ALPACA_WHITE_LABEL
    adjust_for_dtbp: bool = False
    disable_fractional_trading: bool = False
    fractionability: dict[str, bool] | None = None
    end_date: str | None = None
    quotes: dict[str, Quote] | None = None
    symphonies: dict[str, SymphonyRebalanceState]

RebalanceResult

Bases: BaseModel

Result from a rebalance request.

Contains quotes, fractionability info, and run results for each symphony.

Source code in composer/models/backtest/responses.py 
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class RebalanceResult(BaseModel):
    """
    Result from a rebalance request.

    Contains quotes, fractionability info, and run results for each symphony.
    """

    quotes: dict[str, Any] | None = None
    fractionability: dict[str, bool] | None = None
    adjusted_for_dtbp: bool = False
    run_results: dict[str, SymphonyRunResult] | None = None

RecommendedTrade

Bases: BaseModel

A recommended trade in a dry run or preview.

Source code in composer/models/dry_run/__init__.py 
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class RecommendedTrade(BaseModel):
    """A recommended trade in a dry run or preview."""

    model_config = {"populate_by_name": True}

    ticker: str
    notional: float
    quantity: float
    prev_value: float
    prev_weight: float
    next_weight: float

RegressionMetrics

Bases: BaseModel

Regression metrics for benchmark comparison (alpha, beta, etc.).

Source code in composer/models/common/stats.py 
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class RegressionMetrics(BaseModel):
    """Regression metrics for benchmark comparison (alpha, beta, etc.)."""

    alpha: float | None = None
    beta: float | None = None
    r_square: float | None = Field(None, alias="r_square")
    pearson_r: float | None = None

RetryConfig

Bases: BaseModel

Configuration for retry behavior.

Source code in composer/http_client.py 
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class RetryConfig(BaseModel):
    """Configuration for retry behavior."""

    max_retries: int = Field(default=3, description="Maximum number of retry attempts")
    rate_limit_wait: float = Field(
        default=10.0, description="Initial seconds to wait on 429 responses"
    )
    server_error_wait: float = Field(
        default=3.0, description="Initial seconds to wait on 500, 502, 503, 504 responses"
    )
    exponential_base: float = Field(
        default=2.0, description="Base for exponential backoff multiplier"
    )
    retry_statuses: set[int] = Field(
        default={429, 500, 502, 503, 504}, description="HTTP status codes that trigger a retry"
    )

Stats

Bases: BaseModel

Performance statistics for portfolios, backtests, and symphonies.

Contains all key performance metrics like Sharpe ratio, cumulative return, max drawdown, and various trailing returns.

Source code in composer/models/common/stats.py 
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class Stats(BaseModel):
    """
    Performance statistics for portfolios, backtests, and symphonies.

    Contains all key performance metrics like Sharpe ratio, cumulative return,
    max drawdown, and various trailing returns.
    """

    calmar_ratio: float | None = None
    cumulative_return: float | None = None
    max_: float | None = Field(None, alias="max")
    max_drawdown: float | None = None
    mean: float | None = None
    median: float | None = None
    min_: float | None = Field(None, alias="min")
    skewness: float | None = None
    kurtosis: float | None = None
    sharpe_ratio: float | None = None
    sortino_ratio: float | None = None
    size: int | None = None
    standard_deviation: float | None = None
    annualized_rate_of_return: float | None = None
    annualized_turnover: float | None = None
    trailing_one_day_return: float | None = None
    trailing_one_week_return: float | None = None
    trailing_two_week_return: float | None = None
    trailing_one_month_return: float | None = None
    trailing_three_month_return: float | None = None
    trailing_one_year_return: float | None = None
    top_one_day_contribution: float | None = None
    top_five_percent_day_contribution: float | None = None
    top_ten_percent_day_contribution: float | None = None
    herfindahl_index: float | None = None
    win_rate: float | None = None
    tail_ratio: float | None = None
    benchmarks: dict[str, BenchmarkStats] | None = None

    class Config:
        """Pydantic model configuration."""

        populate_by_name = True

    def __repr__(self) -> str:
        """Return string representation of Stats."""
        parts = []
        if self.sharpe_ratio is not None:
            parts.append(f"sharpe={self.sharpe_ratio:.2f}")
        if self.cumulative_return is not None:
            parts.append(f"cumulative={self.cumulative_return:.2%}")
        if self.max_drawdown is not None:
            parts.append(f"drawdown={self.max_drawdown:.2%}")
        if self.annualized_rate_of_return is not None:
            parts.append(f"ann_return={self.annualized_rate_of_return:.2%}")
        return f"Stats({', '.join(parts)})"

    def __str__(self) -> str:
        """Return string representation of Stats."""
        return self.__repr__()
        return self.__repr__()

Config

Pydantic model configuration.

Source code in composer/models/common/stats.py 
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class Config:
    """Pydantic model configuration."""

    populate_by_name = True

__repr__()

Return string representation of Stats.

Source code in composer/models/common/stats.py 
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def __repr__(self) -> str:
    """Return string representation of Stats."""
    parts = []
    if self.sharpe_ratio is not None:
        parts.append(f"sharpe={self.sharpe_ratio:.2f}")
    if self.cumulative_return is not None:
        parts.append(f"cumulative={self.cumulative_return:.2%}")
    if self.max_drawdown is not None:
        parts.append(f"drawdown={self.max_drawdown:.2%}")
    if self.annualized_rate_of_return is not None:
        parts.append(f"ann_return={self.annualized_rate_of_return:.2%}")
    return f"Stats({', '.join(parts)})"

__str__()

Return string representation of Stats.

Source code in composer/models/common/stats.py 
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def __str__(self) -> str:
    """Return string representation of Stats."""
    return self.__repr__()
    return self.__repr__()

SymphonyDefinition

Bases: BaseNode

Definition of a symphony/strategy.

Source code in composer/models/common/symphony.py 
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class SymphonyDefinition(BaseNode):
    """Definition of a symphony/strategy."""

    model_config = {"populate_by_name": True}

    step: Literal["root"] = Field(default="root")
    name: str = Field(description="Display name of the symphony")
    description: str = Field(default="", description="Description of the strategy")
    rebalance: RebalanceFrequency = Field(description="Rebalancing frequency")
    rebalance_corridor_width: float | None = Field(None, alias="rebalance-corridor-width")
    children: list[WeightCashEqual | WeightCashSpecified | WeightInverseVol] = Field(
        default_factory=list
    )

    @model_validator(mode="after")
    def parse_children(self):
        """Recursively parse children dicts into typed models."""
        if self.children:
            self.children = _parse_node(self.children)
        return self

    @field_validator("rebalance_corridor_width")
    @classmethod
    def validate_corridor_width(cls, v, info):
        """Corridor width only allowed when rebalance is 'none'."""
        rebalance = info.data.get("rebalance")
        if v is not None and rebalance != "none":
            raise ValueError('rebalance_corridor_width can only be set when rebalance is "none"')
        return v

    @field_validator("children")
    @classmethod
    def validate_single_child(cls, v):
        """SymphonyDefinition must have exactly one weight child."""
        if len(v) != 1:
            raise ValueError("SymphonyDefinition must have exactly one child")
        return v

parse_children()

Recursively parse children dicts into typed models.

Source code in composer/models/common/symphony.py 
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@model_validator(mode="after")
def parse_children(self):
    """Recursively parse children dicts into typed models."""
    if self.children:
        self.children = _parse_node(self.children)
    return self

validate_corridor_width(v, info) classmethod

Corridor width only allowed when rebalance is 'none'.

Source code in composer/models/common/symphony.py 
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@field_validator("rebalance_corridor_width")
@classmethod
def validate_corridor_width(cls, v, info):
    """Corridor width only allowed when rebalance is 'none'."""
    rebalance = info.data.get("rebalance")
    if v is not None and rebalance != "none":
        raise ValueError('rebalance_corridor_width can only be set when rebalance is "none"')
    return v

validate_single_child(v) classmethod

SymphonyDefinition must have exactly one weight child.

Source code in composer/models/common/symphony.py 
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@field_validator("children")
@classmethod
def validate_single_child(cls, v):
    """SymphonyDefinition must have exactly one weight child."""
    if len(v) != 1:
        raise ValueError("SymphonyDefinition must have exactly one child")
    return v

SymphonyRebalanceState

Bases: BaseModel

State of a single symphony for rebalance.

Source code in composer/models/backtest/requests.py 
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class SymphonyRebalanceState(BaseModel):
    """State of a single symphony for rebalance."""

    last_rebalanced_on: str | None = None
    cash: float
    unsettled_cash: float = 0.0
    shares: dict[str, float]

SymphonyRunResult

Bases: BaseModel

Result of running a single symphony during rebalance.

Source code in composer/models/backtest/responses.py 
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class SymphonyRunResult(BaseModel):
    """Result of running a single symphony during rebalance."""

    next_rebalanced_after: str | None = None
    rebalanced: bool = False
    active_asset_nodes: dict[str, float] | None = None
    recommended_trades: list[RecommendedTrade] | None = None

UpdateSymphonyNodesResponse

Bases: BaseModel

Response from updating symphony nodes.

Source code in composer/models/symphony/__init__.py 
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class UpdateSymphonyNodesResponse(BaseModel):
    """Response from updating symphony nodes."""

    model_config = {"populate_by_name": True}

    symphony_id: str = Field(description="ID of the symphony")
    version_id: str = Field(description="ID of the new version")

UpdateSymphonyResponse

Bases: BaseModel

Response from updating a symphony.

Source code in composer/models/symphony/__init__.py 
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class UpdateSymphonyResponse(BaseModel):
    """Response from updating a symphony."""

    model_config = {"populate_by_name": True}

    existing_version_id: str = Field(description="ID of the previous version")
    version_id: str | None = Field(None, description="ID of the new version")

WeightCashEqual

Bases: BaseNode

Equal weighting across all children.

Source code in composer/models/common/symphony.py 
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class WeightCashEqual(BaseNode):
    """Equal weighting across all children."""

    model_config = {"populate_by_name": True}

    step: Literal["wt-cash-equal"] | None = Field("wt-cash-equal")
    children: list[Any] = Field(default_factory=list)

WeightCashSpecified

Bases: BaseNode

Specified weighting with explicit weights.

Source code in composer/models/common/symphony.py 
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class WeightCashSpecified(BaseNode):
    """Specified weighting with explicit weights."""

    model_config = {"populate_by_name": True}

    step: Literal["wt-cash-specified"] | None = Field("wt-cash-specified")
    children: list[Any] = Field(default_factory=list)

WeightInverseVol

Bases: BaseNode

Inverse volatility weighting.

Source code in composer/models/common/symphony.py 
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class WeightInverseVol(BaseNode):
    """Inverse volatility weighting."""

    model_config = {"populate_by_name": True}

    step: Literal["wt-inverse-vol"] | None = Field("wt-inverse-vol")
    window_days: int | None = Field(None, alias="window-days")
    children: list[Any] = Field(default_factory=list)

WeightMap

Bases: BaseModel

Weight fraction represented as numerator/denominator.

Examples
- 50% = num: 50, den: 100
- 33.3% = num: 33.3, den: 100
Source code in composer/models/common/symphony.py 
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class WeightMap(BaseModel):
    """
    Weight fraction represented as numerator/denominator.

    Examples
    --------
        - 50% = num: 50, den: 100
        - 33.3% = num: 33.3, den: 100
    """

    model_config = {"populate_by_name": True}

    num: str | int | float = Field(description="Numerator of the weight fraction")
    den: str | int | float = Field(description="Denominator of the weight fraction (typically 100)")

    @field_validator("num", "den")
    @classmethod
    def validate_positive(cls, v):
        """Ensure weight values are non-negative."""
        val = float(v) if isinstance(v, str) else v
        if val < 0:
            raise ValueError("Weight numerator and denominator must be non-negative")
        return v

validate_positive(v) classmethod

Ensure weight values are non-negative.

Source code in composer/models/common/symphony.py 
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@field_validator("num", "den")
@classmethod
def validate_positive(cls, v):
    """Ensure weight values are non-negative."""
    val = float(v) if isinstance(v, str) else v
    if val < 0:
        raise ValueError("Weight numerator and denominator must be non-negative")
    return v

validate_symphony_score(score)

Validate a symphony score and check crypto rebalancing rules.

Parameters:

Name Type Description Default
score SymphonyDefinition | dict

Symphony score as SymphonyDefinition model or dict

 required
Returns
Validated SymphonyDefinition model
Source code in composer/models/common/symphony.py 
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def validate_symphony_score(score: SymphonyDefinition | dict) -> SymphonyDefinition:
    """
    Validate a symphony score and check crypto rebalancing rules.

    Args:
        score: Symphony score as SymphonyDefinition model or dict

    Returns
    -------
        Validated SymphonyDefinition model
    """
    if isinstance(score, dict):
        score = SymphonyDefinition.model_validate(score)

    # Check for crypto assets
    crypto_tickers = []

    def find_crypto(node):
        """Recursively find crypto assets."""
        if isinstance(node, Asset) and node.ticker and node.ticker.startswith("CRYPTO::"):
            crypto_tickers.append(node.ticker)
        # Check children recursively for nodes that have children
        elif not isinstance(node, Asset) and hasattr(node, "children") and node.children:
            for child in node.children:
                if isinstance(child, BaseModel):
                    find_crypto(child)

    if score.children:
        find_crypto(score.children[0])

    # Validate crypto rebalancing
    if crypto_tickers and score.rebalance not in ["none", "daily"]:
        raise ValueError(
            f"Symphonies with crypto must use daily or threshold rebalancing. "
            f"Found rebalance={score.rebalance}"
        )

    return score

Reports

composer

Composer API Client.

ApplySubscription

Bases: StrEnum

Subscription type enum.

Source code in composer/models/backtest/requests.py 
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class ApplySubscription(StrEnum):
    """Subscription type enum."""

    NONE = "none"
    MONTHLY = "monthly"
    YEARLY = "yearly"

Asset

Bases: BaseNode

A ticker/asset node representing a security to trade.

Source code in composer/models/common/symphony.py 
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class Asset(BaseNode):
    """A ticker/asset node representing a security to trade."""

    model_config = {"populate_by_name": True}

    step: Literal["asset"] = Field(default="asset")
    name: str | None = Field(None, description="Display name of the asset")
    ticker: str = Field(description="Ticker symbol (e.g., AAPL, CRYPTO::BTC//USD)")
    exchange: str | None = Field(None, description="Exchange code (e.g., XNAS)")
    price: float | None = Field(None, description="Current price (API-populated)")
    dollar_volume: float | None = Field(None, alias="dollar_volume")
    has_marketcap: bool | None = Field(None, alias="has_marketcap")
    children_count: int | None = Field(None, alias="children-count")

BacktestExistingSymphonyRequest

Bases: BacktestParams

Backtest request for an existing saved symphony.

Use this when backtesting a symphony that has already been saved. The symphony_id is provided in the URL path, not the request body.

Source code in composer/models/backtest/requests.py 
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class BacktestExistingSymphonyRequest(BacktestParams):
    """
    Backtest request for an existing saved symphony.

    Use this when backtesting a symphony that has already been saved.
    The symphony_id is provided in the URL path, not the request body.
    """

    pass

BacktestRequest

Bases: BacktestParams

Full backtest request with symphony definition.

Use this when backtesting a new symphony by providing the full symphony definition in the request body.

Source code in composer/models/backtest/requests.py 
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class BacktestRequest(BacktestParams):
    """
    Full backtest request with symphony definition.

    Use this when backtesting a new symphony by providing the full
    symphony definition in the request body.
    """

    symphony: SymphonyDefinition = Field(description="Symphony definition to backtest")

BacktestResult

Bases: BaseModel

Complete backtest result.

This is the main response model returned by both backtest endpoints: - POST /api/v0.1/backtest (backtest by definition) - POST /api/v0.1/symphonies/{symphony-id}/backtest (backtest existing symphony)

Contains performance metrics, holdings history, costs, and statistics.

Source code in composer/models/backtest/responses.py 
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class BacktestResult(BaseModel):
    """
    Complete backtest result.

    This is the main response model returned by both backtest endpoints:
    - POST /api/v0.1/backtest (backtest by definition)
    - POST /api/v0.1/symphonies/{symphony-id}/backtest (backtest existing symphony)

    Contains performance metrics, holdings history, costs, and statistics.
    """

    model_config = ConfigDict(arbitrary_types_allowed=True)

    # Timing and metadata
    last_semantic_update_at: str | None = None
    sparkgraph_url: str | None = None
    first_day: str | None = None
    last_market_day: str | None = None

    # Daily Value Metrics (DVM)
    dvm_capital: _DateSeriesDict | None = None

    # Time-Dependent Value Metrics (TDVM) weights
    tdvm_weights: _DateSeriesDict | None = None

    @field_validator("dvm_capital", mode="before")
    @classmethod
    def transform_dvm_capital(cls, v):
        """Transform dvm_capital field to date-indexed dict."""
        transformed = _transform_dvm_to_by_date(v)
        if transformed is None:
            return None
        return _DateSeriesDict(transformed)

    @field_validator("tdvm_weights", mode="before")
    @classmethod
    def transform_tdvm_weights(cls, v):
        """Transform tdvm_weights field to date-indexed dict."""
        transformed = _transform_dvm_to_by_date(v)
        if transformed is None:
            return None
        result = _DateSeriesDict(transformed, fill_value=False)
        for d in result:
            for ticker in result[d]:
                result[d][ticker] = bool(result[d][ticker])
        return result

    @field_validator("first_day", mode="before")
    @classmethod
    def transform_first_day(cls, v):
        """Transform first_day from epoch to date string."""
        if v is None:
            return None
        return _epoch_day_to_date_string(v)

    @field_validator("last_market_day", mode="before")
    @classmethod
    def transform_last_market_day(cls, v):
        """Transform last_market_day from epoch to date string."""
        if v is None:
            return None
        return _epoch_day_to_date_string(v)

    @field_validator("rebalance_days", mode="before")
    @classmethod
    def transform_rebalance_days(cls, v):
        """Transform rebalance_days from epochs to date strings."""
        if v is None:
            return None
        return [_epoch_day_to_date_string(d) for d in v]

    # Rebalancing information
    rebalance_days: list[str] | None = None
    active_asset_nodes: dict[str, float] | None = None

    # Costs breakdown
    costs: Costs | None = None

    # Final state
    last_market_days_value: float | None = None
    last_market_days_holdings: dict[str, float] | None = None

    # Legend and warnings
    legend: dict[str, LegendEntry] | None = None
    data_warnings: dict[str, list[DataWarning]] | None = None
    benchmark_errors: list[str] | None = None

    # Performance statistics
    stats: Stats | None = None

    def __repr__(self) -> str:
        """Return string representation of BacktestResult."""
        parts = []
        if self.stats:
            parts.append(f"stats={self.stats}")
        if self.last_market_days_value is not None:
            parts.append(f"final_value={self.last_market_days_value:,.2f}")
        if self.first_day is not None and self.last_market_day is not None:
            first = datetime.strptime(self.first_day, "%Y-%m-%d").date()
            last = datetime.strptime(self.last_market_day, "%Y-%m-%d").date()
            parts.append(f"days={(last - first).days}")
        return f"BacktestResult({', '.join(parts)})"

    def __str__(self) -> str:
        """Return string representation of BacktestResult."""
        return self.__repr__()

__repr__()

Return string representation of BacktestResult.

Source code in composer/models/backtest/responses.py 
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def __repr__(self) -> str:
    """Return string representation of BacktestResult."""
    parts = []
    if self.stats:
        parts.append(f"stats={self.stats}")
    if self.last_market_days_value is not None:
        parts.append(f"final_value={self.last_market_days_value:,.2f}")
    if self.first_day is not None and self.last_market_day is not None:
        first = datetime.strptime(self.first_day, "%Y-%m-%d").date()
        last = datetime.strptime(self.last_market_day, "%Y-%m-%d").date()
        parts.append(f"days={(last - first).days}")
    return f"BacktestResult({', '.join(parts)})"

__str__()

Return string representation of BacktestResult.

Source code in composer/models/backtest/responses.py 
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def __str__(self) -> str:
    """Return string representation of BacktestResult."""
    return self.__repr__()

transform_dvm_capital(v) classmethod

Transform dvm_capital field to date-indexed dict.

Source code in composer/models/backtest/responses.py 
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@field_validator("dvm_capital", mode="before")
@classmethod
def transform_dvm_capital(cls, v):
    """Transform dvm_capital field to date-indexed dict."""
    transformed = _transform_dvm_to_by_date(v)
    if transformed is None:
        return None
    return _DateSeriesDict(transformed)

transform_first_day(v) classmethod

Transform first_day from epoch to date string.

Source code in composer/models/backtest/responses.py 
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@field_validator("first_day", mode="before")
@classmethod
def transform_first_day(cls, v):
    """Transform first_day from epoch to date string."""
    if v is None:
        return None
    return _epoch_day_to_date_string(v)

transform_last_market_day(v) classmethod

Transform last_market_day from epoch to date string.

Source code in composer/models/backtest/responses.py 
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@field_validator("last_market_day", mode="before")
@classmethod
def transform_last_market_day(cls, v):
    """Transform last_market_day from epoch to date string."""
    if v is None:
        return None
    return _epoch_day_to_date_string(v)

transform_rebalance_days(v) classmethod

Transform rebalance_days from epochs to date strings.

Source code in composer/models/backtest/responses.py 
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@field_validator("rebalance_days", mode="before")
@classmethod
def transform_rebalance_days(cls, v):
    """Transform rebalance_days from epochs to date strings."""
    if v is None:
        return None
    return [_epoch_day_to_date_string(d) for d in v]

transform_tdvm_weights(v) classmethod

Transform tdvm_weights field to date-indexed dict.

Source code in composer/models/backtest/responses.py 
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@field_validator("tdvm_weights", mode="before")
@classmethod
def transform_tdvm_weights(cls, v):
    """Transform tdvm_weights field to date-indexed dict."""
    transformed = _transform_dvm_to_by_date(v)
    if transformed is None:
        return None
    result = _DateSeriesDict(transformed, fill_value=False)
    for d in result:
        for ticker in result[d]:
            result[d][ticker] = bool(result[d][ticker])
    return result

BacktestVersion

Bases: StrEnum

Backtest version enum.

Source code in composer/models/backtest/requests.py 
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class BacktestVersion(StrEnum):
    """Backtest version enum."""

    V1 = "v1"
    V2 = "v2"

BaseNode

Bases: BaseModel

Base class for all symphony nodes.

Source code in composer/models/common/symphony.py 
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class BaseNode(BaseModel):
    """Base class for all symphony nodes."""

    model_config = {"populate_by_name": True, "extra": "ignore"}

    id: str = Field(
        default_factory=lambda: str(uuid.uuid4()),
        description="Unique identifier for this node (auto-generated UUID or custom ID)",
    )
    weight: WeightMap | None = Field(None, description="Weight fraction for this node")

    @field_validator("id")
    @classmethod
    def validate_id(cls, v):
        """Ensure ID is a valid UUID. If not, auto-generate one."""
        try:
            uuid.UUID(v)
            return v
        except (ValueError, AttributeError):
            # Not a valid UUID, generate a new one
            return str(uuid.uuid4())

    def model_dump(self, **kwargs) -> dict[str, Any]:
        """Override model_dump to exclude None values by default."""
        kwargs.setdefault("exclude_none", True)
        return super().model_dump(**kwargs)

    def model_dump_json(self, **kwargs) -> str:
        """Override model_dump_json to exclude None values by default."""
        kwargs.setdefault("exclude_none", True)
        return super().model_dump_json(**kwargs)

    @model_validator(mode="after")
    def parse_children(self):
        """Recursively parse children dicts into typed models."""
        return self

model_dump(**kwargs)

Override model_dump to exclude None values by default.

Source code in composer/models/common/symphony.py 
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def model_dump(self, **kwargs) -> dict[str, Any]:
    """Override model_dump to exclude None values by default."""
    kwargs.setdefault("exclude_none", True)
    return super().model_dump(**kwargs)

model_dump_json(**kwargs)

Override model_dump_json to exclude None values by default.

Source code in composer/models/common/symphony.py 
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def model_dump_json(self, **kwargs) -> str:
    """Override model_dump_json to exclude None values by default."""
    kwargs.setdefault("exclude_none", True)
    return super().model_dump_json(**kwargs)

parse_children()

Recursively parse children dicts into typed models.

Source code in composer/models/common/symphony.py 
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@model_validator(mode="after")
def parse_children(self):
    """Recursively parse children dicts into typed models."""
    return self

validate_id(v) classmethod

Ensure ID is a valid UUID. If not, auto-generate one.

Source code in composer/models/common/symphony.py 
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@field_validator("id")
@classmethod
def validate_id(cls, v):
    """Ensure ID is a valid UUID. If not, auto-generate one."""
    try:
        uuid.UUID(v)
        return v
    except (ValueError, AttributeError):
        # Not a valid UUID, generate a new one
        return str(uuid.uuid4())

BenchmarkStats

Bases: BaseModel

Statistics for a benchmark comparison.

Source code in composer/models/common/stats.py 
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class BenchmarkStats(BaseModel):
    """Statistics for a benchmark comparison."""

    calmar_ratio: float | None = None
    cumulative_return: float | None = None
    max_: float | None = Field(None, alias="max")
    max_drawdown: float | None = None
    mean: float | None = None
    median: float | None = None
    min_: float | None = Field(None, alias="min")
    skewness: float | None = None
    kurtosis: float | None = None
    sharpe_ratio: float | None = None
    sortino_ratio: float | None = None
    size: int | None = None
    standard_deviation: float | None = None
    annualized_rate_of_return: float | None = None
    annualized_turnover: float | None = None
    trailing_one_day_return: float | None = None
    trailing_one_week_return: float | None = None
    trailing_two_week_return: float | None = None
    trailing_one_month_return: float | None = None
    trailing_three_month_return: float | None = None
    trailing_one_year_return: float | None = None
    top_one_day_contribution: float | None = None
    top_five_percent_day_contribution: float | None = None
    top_ten_percent_day_contribution: float | None = None
    herfindahl_index: float | None = None
    win_rate: float | None = None
    tail_ratio: float | None = None
    percent: RegressionMetrics | None = None
    log: RegressionMetrics | None = None

    class Config:
        """Pydantic model configuration."""

        populate_by_name = True

Config

Pydantic model configuration.

Source code in composer/models/common/stats.py 
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class Config:
    """Pydantic model configuration."""

    populate_by_name = True

Broker

Bases: StrEnum

Broker enum.

Source code in composer/models/backtest/requests.py 
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class Broker(StrEnum):
    """Broker enum."""

    ALPACA_OAUTH = "ALPACA_OAUTH"
    ALPACA_WHITE_LABEL = "ALPACA_WHITE_LABEL"
    APEX_LEGACY = "APEX_LEGACY"
    ALPACA = "alpaca"
    APEX = "apex"

ComposerClient

Main client for interacting with the Composer API.

This client provides access to various Composer API resources including backtest, market data, trading, portfolio management, and more.

Parameters:

Name Type Description Default
api_key str

The API Key ID

 required
api_secret str

The API Secret Key

 required
timeout float

Request timeout in seconds (default: 30.0)

 30.0
retry_config RetryConfig | None

Configuration for retry behavior (default: 3 retries, 10s for 429, 3s for 5xx)

 _DEFAULT_RETRY_CONFIG
Source code in composer/client.py 
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class ComposerClient:
    """Main client for interacting with the Composer API.

    This client provides access to various Composer API resources including
    backtest, market data, trading, portfolio management, and more.

    Args:
        api_key: The API Key ID
        api_secret: The API Secret Key
        timeout: Request timeout in seconds (default: 30.0)
        retry_config: Configuration for retry behavior (default: 3 retries, 10s for 429, 3s for 5xx)
    """

    def __init__(
        self,
        api_key: str,
        api_secret: str,
        timeout: float = 30.0,
        retry_config: RetryConfig | None = _DEFAULT_RETRY_CONFIG,
    ):
        """
        Initialize the Composer Client.

        Args:
            api_key (str): The API Key ID
            api_secret (str): The API Secret Key
            timeout (float): Request timeout in seconds (default: 30.0)
            retry_config (RetryConfig | None): Configuration for retry behavior.
                Pass None to disable retries (default: RetryConfig())
        """
        self.http_client = HTTPClient(
            api_key, api_secret, timeout=timeout, retry_config=retry_config
        )
        # Separate HTTP clients for backtest API (different base URL)
        # Public client (no auth headers) for public endpoints
        # Authenticated client for endpoints requiring auth
        self.backtest_auth_client = HTTPClient(
            api_key,
            api_secret,
            base_url="https://backtest-api.composer.trade/",
            timeout=timeout,
            retry_config=retry_config,
        )
        # Stagehand API client for portfolio/account endpoints
        self.stagehand_auth_client = HTTPClient(
            api_key,
            api_secret,
            base_url="https://stagehand-api.composer.trade/",
            timeout=timeout,
            retry_config=retry_config,
        )
        # Trading API client for deploy and trading endpoints
        self.trading_auth_client = HTTPClient(
            api_key,
            api_secret,
            base_url="https://trading-api.composer.trade/",
            timeout=timeout,
            retry_config=retry_config,
        )

        # Initialize resources
        self.backtest = Backtest(self.backtest_auth_client)
        # Market data uses stagehand API
        self.market_data = MarketData(self.stagehand_auth_client)
        # Accounts, Portfolio, Cash, User, AI Agents, Conversation, Reports, Auth use stagehand API
        self.accounts = Accounts(self.stagehand_auth_client)
        self.portfolio = Portfolio(self.stagehand_auth_client)
        self.cash = Cash(self.stagehand_auth_client)
        self.user = User(self.stagehand_auth_client)
        self.ai_agents = AIAgents(self.stagehand_auth_client)
        self.conversation = Conversation(self.stagehand_auth_client)
        self.reports = Reports(self.stagehand_auth_client)
        self.auth_management = AuthManagement(self.stagehand_auth_client)
        self.search = Search(self.backtest_auth_client)
        # Quotes uses stagehand API (public endpoint)
        self.quotes = Quotes(self.stagehand_auth_client)

        # Public user endpoints
        self.public_user = PublicUser(self.stagehand_auth_client)

        # New backtest API resources
        # Public endpoints (no auth required)
        self.public_symphony = PublicSymphony(self.backtest_auth_client)
        # Authenticated endpoints
        self.user_symphony = UserSymphony(self.backtest_auth_client)
        self.user_symphonies = UserSymphonies(self.backtest_auth_client)
        self.watchlist = Watchlist(self.backtest_auth_client)
        # Trading API resources (deploy, dry-run, and trading endpoints)
        self.deploy = DeployResource(self.trading_auth_client)
        self.dry_run = DryRun(self.trading_auth_client)
        self.trading = Trading(self.trading_auth_client)

__init__(api_key, api_secret, timeout=30.0, retry_config=_DEFAULT_RETRY_CONFIG)

Initialize the Composer Client.

Parameters:

Name Type Description Default
api_key str

The API Key ID

 required
api_secret str

The API Secret Key

 required
timeout float

Request timeout in seconds (default: 30.0)

 30.0
retry_config RetryConfig | None

Configuration for retry behavior. Pass None to disable retries (default: RetryConfig())

 _DEFAULT_RETRY_CONFIG
Source code in composer/client.py 
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def __init__(
    self,
    api_key: str,
    api_secret: str,
    timeout: float = 30.0,
    retry_config: RetryConfig | None = _DEFAULT_RETRY_CONFIG,
):
    """
    Initialize the Composer Client.

    Args:
        api_key (str): The API Key ID
        api_secret (str): The API Secret Key
        timeout (float): Request timeout in seconds (default: 30.0)
        retry_config (RetryConfig | None): Configuration for retry behavior.
            Pass None to disable retries (default: RetryConfig())
    """
    self.http_client = HTTPClient(
        api_key, api_secret, timeout=timeout, retry_config=retry_config
    )
    # Separate HTTP clients for backtest API (different base URL)
    # Public client (no auth headers) for public endpoints
    # Authenticated client for endpoints requiring auth
    self.backtest_auth_client = HTTPClient(
        api_key,
        api_secret,
        base_url="https://backtest-api.composer.trade/",
        timeout=timeout,
        retry_config=retry_config,
    )
    # Stagehand API client for portfolio/account endpoints
    self.stagehand_auth_client = HTTPClient(
        api_key,
        api_secret,
        base_url="https://stagehand-api.composer.trade/",
        timeout=timeout,
        retry_config=retry_config,
    )
    # Trading API client for deploy and trading endpoints
    self.trading_auth_client = HTTPClient(
        api_key,
        api_secret,
        base_url="https://trading-api.composer.trade/",
        timeout=timeout,
        retry_config=retry_config,
    )

    # Initialize resources
    self.backtest = Backtest(self.backtest_auth_client)
    # Market data uses stagehand API
    self.market_data = MarketData(self.stagehand_auth_client)
    # Accounts, Portfolio, Cash, User, AI Agents, Conversation, Reports, Auth use stagehand API
    self.accounts = Accounts(self.stagehand_auth_client)
    self.portfolio = Portfolio(self.stagehand_auth_client)
    self.cash = Cash(self.stagehand_auth_client)
    self.user = User(self.stagehand_auth_client)
    self.ai_agents = AIAgents(self.stagehand_auth_client)
    self.conversation = Conversation(self.stagehand_auth_client)
    self.reports = Reports(self.stagehand_auth_client)
    self.auth_management = AuthManagement(self.stagehand_auth_client)
    self.search = Search(self.backtest_auth_client)
    # Quotes uses stagehand API (public endpoint)
    self.quotes = Quotes(self.stagehand_auth_client)

    # Public user endpoints
    self.public_user = PublicUser(self.stagehand_auth_client)

    # New backtest API resources
    # Public endpoints (no auth required)
    self.public_symphony = PublicSymphony(self.backtest_auth_client)
    # Authenticated endpoints
    self.user_symphony = UserSymphony(self.backtest_auth_client)
    self.user_symphonies = UserSymphonies(self.backtest_auth_client)
    self.watchlist = Watchlist(self.backtest_auth_client)
    # Trading API resources (deploy, dry-run, and trading endpoints)
    self.deploy = DeployResource(self.trading_auth_client)
    self.dry_run = DryRun(self.trading_auth_client)
    self.trading = Trading(self.trading_auth_client)

Costs

Bases: BaseModel

Fee and cost breakdown from a backtest.

Shows all the costs incurred during the backtest including regulatory fees, TAF fees, slippage, spread markup, and subscription costs.

Source code in composer/models/backtest/responses.py 
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class Costs(BaseModel):
    """
    Fee and cost breakdown from a backtest.

    Shows all the costs incurred during the backtest including
    regulatory fees, TAF fees, slippage, spread markup, and subscription costs.
    """

    reg_fee: float
    taf_fee: float
    slippage: float
    spread_markup: float
    subscription: float

DataWarning

Bases: BaseModel

Data quality warning for a specific ticker.

Source code in composer/models/backtest/responses.py 
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class DataWarning(BaseModel):
    """Data quality warning for a specific ticker."""

    message: str
    recommended_start_date: str | None = None
    recommended_end_date: str | None = None

Empty

Bases: BaseNode

Empty/cash placeholder node.

Source code in composer/models/common/symphony.py 
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class Empty(BaseNode):
    """Empty/cash placeholder node."""

    model_config = {"populate_by_name": True}

    step: Literal["empty"] = Field(default="empty")

Filter

Bases: BaseNode

Filter node for selecting top/bottom N assets.

Source code in composer/models/common/symphony.py 
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class Filter(BaseNode):
    """Filter node for selecting top/bottom N assets."""

    model_config = {"populate_by_name": True}

    step: Literal["filter"] = Field(default="filter")
    select_: bool | None = Field(None, alias="select?")
    select_fn: Literal["top", "bottom"] | None = Field(None, alias="select-fn")
    select_n: int | None = Field(None, alias="select-n")
    sort_by_: bool | None = Field(None, alias="sort-by?")
    sort_by_fn: Function | None = Field(None, alias="sort-by-fn")
    sort_by_fn_params: dict[str, Any] | None = Field(None, alias="sort-by-fn-params")
    sort_by_window_days: int | None = Field(None, alias="sort-by-window-days")
    children: list[Any] = Field(default_factory=list)

Function

Bases: StrEnum

Mathematical and technical analysis functions available for conditions and filters.

Source code in composer/models/common/symphony.py 
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class Function(StrEnum):
    """Mathematical and technical analysis functions available for conditions and filters."""

    CUMULATIVE_RETURN = "cumulative-return"
    CURRENT_PRICE = "current-price"
    EXPONENTIAL_MOVING_AVERAGE_PRICE = "exponential-moving-average-price"
    LOWER_BOLLINGER = "lower-bollinger"
    MAX_DRAWDOWN = "max-drawdown"
    MOVING_AVERAGE_PRICE = "moving-average-price"
    MOVING_AVERAGE_CONVERGENCE_DIVERGENCE = "moving-average-convergence-divergence"
    MOVING_AVERAGE_CONVERGENCE_DIVERGENCE_SIGNAL = "moving-average-convergence-divergence-signal"
    MOVING_AVERAGE_RETURN = "moving-average-return"
    PERCENTAGE_PRICE_OSCILLATOR = "percentage-price-oscillator"
    PERCENTAGE_PRICE_OSCILLATOR_SIGNAL = "percentage-price-oscillator-signal"
    RELATIVE_STRENGTH_INDEX = "relative-strength-index"
    STANDARD_DEVIATION_PRICE = "standard-deviation-price"
    STANDARD_DEVIATION_RETURN = "standard-deviation-return"
    UPPER_BOLLINGER = "upper-bollinger"

Group

Bases: BaseNode

Group node containing a single weight strategy.

Source code in composer/models/common/symphony.py 
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class Group(BaseNode):
    """Group node containing a single weight strategy."""

    model_config = {"populate_by_name": True}

    step: Literal["group"] = Field(default="group")
    name: str | None = Field(None)
    collapsed: bool | None = Field(None, alias="collapsed?")
    children: list[Any] = Field(default_factory=list)

    @field_validator("children")
    @classmethod
    def validate_single_child(cls, v):
        """Validate that group has exactly one child."""
        if len(v) != 1:
            raise ValueError("Group must have exactly one child")
        return v

validate_single_child(v) classmethod

Validate that group has exactly one child.

Source code in composer/models/common/symphony.py 
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@field_validator("children")
@classmethod
def validate_single_child(cls, v):
    """Validate that group has exactly one child."""
    if len(v) != 1:
        raise ValueError("Group must have exactly one child")
    return v

If

Bases: BaseNode

If/Else conditional node.

Source code in composer/models/common/symphony.py 
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class If(BaseNode):
    """If/Else conditional node."""

    model_config = {"populate_by_name": True}

    step: Literal["if"] = Field(default="if")
    children: list[IfChildTrue | IfChildFalse] = Field(default_factory=list)

    @field_validator("children")
    @classmethod
    def validate_if_children(cls, v):
        """Ensure If node has exactly one true and one false child."""
        if len(v) != 2:
            raise ValueError("If node must have exactly 2 children")

        true_count = sum(1 for child in v if not child.is_else_condition)
        false_count = sum(1 for child in v if child.is_else_condition)

        if true_count != 1 or false_count != 1:
            raise ValueError("If node must have one true and one false condition")

        return v

validate_if_children(v) classmethod

Ensure If node has exactly one true and one false child.

Source code in composer/models/common/symphony.py 
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@field_validator("children")
@classmethod
def validate_if_children(cls, v):
    """Ensure If node has exactly one true and one false child."""
    if len(v) != 2:
        raise ValueError("If node must have exactly 2 children")

    true_count = sum(1 for child in v if not child.is_else_condition)
    false_count = sum(1 for child in v if child.is_else_condition)

    if true_count != 1 or false_count != 1:
        raise ValueError("If node must have one true and one false condition")

    return v

IfChildFalse

Bases: BaseNode

The 'false' (else) branch of an If condition.

Source code in composer/models/common/symphony.py 
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class IfChildFalse(BaseNode):
    """The 'false' (else) branch of an If condition."""

    model_config = {"populate_by_name": True}

    step: Literal["if-child"] = Field(default="if-child")
    is_else_condition: Literal[True] | None = Field(True, alias="is-else-condition?")
    children: list[Any] = Field(default_factory=list)

IfChildTrue

Bases: BaseNode

The 'true' branch of an If condition.

Source code in composer/models/common/symphony.py 
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class IfChildTrue(BaseNode):
    """The 'true' branch of an If condition."""

    model_config = {"populate_by_name": True}

    step: Literal["if-child"] = Field(default="if-child")
    is_else_condition: Literal[False] | None = Field(False, alias="is-else-condition?")
    comparator: Literal["gt", "gte", "eq", "lt", "lte"] | None = Field(
        None, description="Comparison operator"
    )
    lhs_fn: Function | None = Field(None, alias="lhs-fn")
    lhs_window_days: int | None = Field(None, alias="lhs-window-days")
    lhs_val: str | None = Field(None, alias="lhs-val")
    lhs_fn_params: dict[str, Any] | None = Field(None, alias="lhs-fn-params")
    rhs_val: str | float | None = Field(None, alias="rhs-val")
    rhs_fixed_value: bool | None = Field(None, alias="rhs-fixed-value?")
    rhs_fn: Function | None = Field(None, alias="rhs-fn")
    rhs_window_days: int | None = Field(None, alias="rhs-window-days")
    rhs_fn_params: dict[str, Any] | None = Field(None, alias="rhs-fn-params")
    children: list[Any] = Field(default_factory=list)

Quote

Bases: BaseModel

Quote for a single ticker in rebalance.

Source code in composer/models/backtest/requests.py 
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class Quote(BaseModel):
    """Quote for a single ticker in rebalance."""

    ticker: str
    trading_halted: bool = False
    open: float
    close: float | None = None
    low: float
    high: float
    volume: int
    bid: dict[str, Any] | None = None
    ask: dict[str, Any] | None = None
    last: dict[str, Any] | None = None
    source: str | None = None
    timestamp: str | None = None

RebalanceFrequency

Bases: StrEnum

How often the symphony should rebalance its holdings.

Source code in composer/models/common/symphony.py 
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class RebalanceFrequency(StrEnum):
    """How often the symphony should rebalance its holdings."""

    NONE = "none"
    DAILY = "daily"
    WEEKLY = "weekly"
    MONTHLY = "monthly"
    QUARTERLY = "quarterly"
    YEARLY = "yearly"

RebalanceRequest

Bases: BaseModel

Request body for the rebalance endpoint.

Used to run a rebalance for specified symphonies given a starting state.

Source code in composer/models/backtest/requests.py 
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class RebalanceRequest(BaseModel):
    """
    Request body for the rebalance endpoint.

    Used to run a rebalance for specified symphonies given a starting state.
    """

    dry_run: bool = False
    broker: Broker = Broker.ALPACA_WHITE_LABEL
    adjust_for_dtbp: bool = False
    disable_fractional_trading: bool = False
    fractionability: dict[str, bool] | None = None
    end_date: str | None = None
    quotes: dict[str, Quote] | None = None
    symphonies: dict[str, SymphonyRebalanceState]

RebalanceResult

Bases: BaseModel

Result from a rebalance request.

Contains quotes, fractionability info, and run results for each symphony.

Source code in composer/models/backtest/responses.py 
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class RebalanceResult(BaseModel):
    """
    Result from a rebalance request.

    Contains quotes, fractionability info, and run results for each symphony.
    """

    quotes: dict[str, Any] | None = None
    fractionability: dict[str, bool] | None = None
    adjusted_for_dtbp: bool = False
    run_results: dict[str, SymphonyRunResult] | None = None

RecommendedTrade

Bases: BaseModel

A recommended trade in a dry run or preview.

Source code in composer/models/dry_run/__init__.py 
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class RecommendedTrade(BaseModel):
    """A recommended trade in a dry run or preview."""

    model_config = {"populate_by_name": True}

    ticker: str
    notional: float
    quantity: float
    prev_value: float
    prev_weight: float
    next_weight: float

RegressionMetrics

Bases: BaseModel

Regression metrics for benchmark comparison (alpha, beta, etc.).

Source code in composer/models/common/stats.py 
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class RegressionMetrics(BaseModel):
    """Regression metrics for benchmark comparison (alpha, beta, etc.)."""

    alpha: float | None = None
    beta: float | None = None
    r_square: float | None = Field(None, alias="r_square")
    pearson_r: float | None = None

RetryConfig

Bases: BaseModel

Configuration for retry behavior.

Source code in composer/http_client.py 
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class RetryConfig(BaseModel):
    """Configuration for retry behavior."""

    max_retries: int = Field(default=3, description="Maximum number of retry attempts")
    rate_limit_wait: float = Field(
        default=10.0, description="Initial seconds to wait on 429 responses"
    )
    server_error_wait: float = Field(
        default=3.0, description="Initial seconds to wait on 500, 502, 503, 504 responses"
    )
    exponential_base: float = Field(
        default=2.0, description="Base for exponential backoff multiplier"
    )
    retry_statuses: set[int] = Field(
        default={429, 500, 502, 503, 504}, description="HTTP status codes that trigger a retry"
    )

Stats

Bases: BaseModel

Performance statistics for portfolios, backtests, and symphonies.

Contains all key performance metrics like Sharpe ratio, cumulative return, max drawdown, and various trailing returns.

Source code in composer/models/common/stats.py 
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class Stats(BaseModel):
    """
    Performance statistics for portfolios, backtests, and symphonies.

    Contains all key performance metrics like Sharpe ratio, cumulative return,
    max drawdown, and various trailing returns.
    """

    calmar_ratio: float | None = None
    cumulative_return: float | None = None
    max_: float | None = Field(None, alias="max")
    max_drawdown: float | None = None
    mean: float | None = None
    median: float | None = None
    min_: float | None = Field(None, alias="min")
    skewness: float | None = None
    kurtosis: float | None = None
    sharpe_ratio: float | None = None
    sortino_ratio: float | None = None
    size: int | None = None
    standard_deviation: float | None = None
    annualized_rate_of_return: float | None = None
    annualized_turnover: float | None = None
    trailing_one_day_return: float | None = None
    trailing_one_week_return: float | None = None
    trailing_two_week_return: float | None = None
    trailing_one_month_return: float | None = None
    trailing_three_month_return: float | None = None
    trailing_one_year_return: float | None = None
    top_one_day_contribution: float | None = None
    top_five_percent_day_contribution: float | None = None
    top_ten_percent_day_contribution: float | None = None
    herfindahl_index: float | None = None
    win_rate: float | None = None
    tail_ratio: float | None = None
    benchmarks: dict[str, BenchmarkStats] | None = None

    class Config:
        """Pydantic model configuration."""

        populate_by_name = True

    def __repr__(self) -> str:
        """Return string representation of Stats."""
        parts = []
        if self.sharpe_ratio is not None:
            parts.append(f"sharpe={self.sharpe_ratio:.2f}")
        if self.cumulative_return is not None:
            parts.append(f"cumulative={self.cumulative_return:.2%}")
        if self.max_drawdown is not None:
            parts.append(f"drawdown={self.max_drawdown:.2%}")
        if self.annualized_rate_of_return is not None:
            parts.append(f"ann_return={self.annualized_rate_of_return:.2%}")
        return f"Stats({', '.join(parts)})"

    def __str__(self) -> str:
        """Return string representation of Stats."""
        return self.__repr__()
        return self.__repr__()

Config

Pydantic model configuration.

Source code in composer/models/common/stats.py 
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class Config:
    """Pydantic model configuration."""

    populate_by_name = True

__repr__()

Return string representation of Stats.

Source code in composer/models/common/stats.py 
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def __repr__(self) -> str:
    """Return string representation of Stats."""
    parts = []
    if self.sharpe_ratio is not None:
        parts.append(f"sharpe={self.sharpe_ratio:.2f}")
    if self.cumulative_return is not None:
        parts.append(f"cumulative={self.cumulative_return:.2%}")
    if self.max_drawdown is not None:
        parts.append(f"drawdown={self.max_drawdown:.2%}")
    if self.annualized_rate_of_return is not None:
        parts.append(f"ann_return={self.annualized_rate_of_return:.2%}")
    return f"Stats({', '.join(parts)})"

__str__()

Return string representation of Stats.

Source code in composer/models/common/stats.py 
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def __str__(self) -> str:
    """Return string representation of Stats."""
    return self.__repr__()
    return self.__repr__()

SymphonyDefinition

Bases: BaseNode

Definition of a symphony/strategy.

Source code in composer/models/common/symphony.py 
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class SymphonyDefinition(BaseNode):
    """Definition of a symphony/strategy."""

    model_config = {"populate_by_name": True}

    step: Literal["root"] = Field(default="root")
    name: str = Field(description="Display name of the symphony")
    description: str = Field(default="", description="Description of the strategy")
    rebalance: RebalanceFrequency = Field(description="Rebalancing frequency")
    rebalance_corridor_width: float | None = Field(None, alias="rebalance-corridor-width")
    children: list[WeightCashEqual | WeightCashSpecified | WeightInverseVol] = Field(
        default_factory=list
    )

    @model_validator(mode="after")
    def parse_children(self):
        """Recursively parse children dicts into typed models."""
        if self.children:
            self.children = _parse_node(self.children)
        return self

    @field_validator("rebalance_corridor_width")
    @classmethod
    def validate_corridor_width(cls, v, info):
        """Corridor width only allowed when rebalance is 'none'."""
        rebalance = info.data.get("rebalance")
        if v is not None and rebalance != "none":
            raise ValueError('rebalance_corridor_width can only be set when rebalance is "none"')
        return v

    @field_validator("children")
    @classmethod
    def validate_single_child(cls, v):
        """SymphonyDefinition must have exactly one weight child."""
        if len(v) != 1:
            raise ValueError("SymphonyDefinition must have exactly one child")
        return v

parse_children()

Recursively parse children dicts into typed models.

Source code in composer/models/common/symphony.py 
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@model_validator(mode="after")
def parse_children(self):
    """Recursively parse children dicts into typed models."""
    if self.children:
        self.children = _parse_node(self.children)
    return self

validate_corridor_width(v, info) classmethod

Corridor width only allowed when rebalance is 'none'.

Source code in composer/models/common/symphony.py 
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@field_validator("rebalance_corridor_width")
@classmethod
def validate_corridor_width(cls, v, info):
    """Corridor width only allowed when rebalance is 'none'."""
    rebalance = info.data.get("rebalance")
    if v is not None and rebalance != "none":
        raise ValueError('rebalance_corridor_width can only be set when rebalance is "none"')
    return v

validate_single_child(v) classmethod

SymphonyDefinition must have exactly one weight child.

Source code in composer/models/common/symphony.py 
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@field_validator("children")
@classmethod
def validate_single_child(cls, v):
    """SymphonyDefinition must have exactly one weight child."""
    if len(v) != 1:
        raise ValueError("SymphonyDefinition must have exactly one child")
    return v

SymphonyRebalanceState

Bases: BaseModel

State of a single symphony for rebalance.

Source code in composer/models/backtest/requests.py 
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class SymphonyRebalanceState(BaseModel):
    """State of a single symphony for rebalance."""

    last_rebalanced_on: str | None = None
    cash: float
    unsettled_cash: float = 0.0
    shares: dict[str, float]

SymphonyRunResult

Bases: BaseModel

Result of running a single symphony during rebalance.

Source code in composer/models/backtest/responses.py 
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class SymphonyRunResult(BaseModel):
    """Result of running a single symphony during rebalance."""

    next_rebalanced_after: str | None = None
    rebalanced: bool = False
    active_asset_nodes: dict[str, float] | None = None
    recommended_trades: list[RecommendedTrade] | None = None

UpdateSymphonyNodesResponse

Bases: BaseModel

Response from updating symphony nodes.

Source code in composer/models/symphony/__init__.py 
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class UpdateSymphonyNodesResponse(BaseModel):
    """Response from updating symphony nodes."""

    model_config = {"populate_by_name": True}

    symphony_id: str = Field(description="ID of the symphony")
    version_id: str = Field(description="ID of the new version")

UpdateSymphonyResponse

Bases: BaseModel

Response from updating a symphony.

Source code in composer/models/symphony/__init__.py 
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class UpdateSymphonyResponse(BaseModel):
    """Response from updating a symphony."""

    model_config = {"populate_by_name": True}

    existing_version_id: str = Field(description="ID of the previous version")
    version_id: str | None = Field(None, description="ID of the new version")

WeightCashEqual

Bases: BaseNode

Equal weighting across all children.

Source code in composer/models/common/symphony.py 
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class WeightCashEqual(BaseNode):
    """Equal weighting across all children."""

    model_config = {"populate_by_name": True}

    step: Literal["wt-cash-equal"] | None = Field("wt-cash-equal")
    children: list[Any] = Field(default_factory=list)

WeightCashSpecified

Bases: BaseNode

Specified weighting with explicit weights.

Source code in composer/models/common/symphony.py 
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class WeightCashSpecified(BaseNode):
    """Specified weighting with explicit weights."""

    model_config = {"populate_by_name": True}

    step: Literal["wt-cash-specified"] | None = Field("wt-cash-specified")
    children: list[Any] = Field(default_factory=list)

WeightInverseVol

Bases: BaseNode

Inverse volatility weighting.

Source code in composer/models/common/symphony.py 
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class WeightInverseVol(BaseNode):
    """Inverse volatility weighting."""

    model_config = {"populate_by_name": True}

    step: Literal["wt-inverse-vol"] | None = Field("wt-inverse-vol")
    window_days: int | None = Field(None, alias="window-days")
    children: list[Any] = Field(default_factory=list)

WeightMap

Bases: BaseModel

Weight fraction represented as numerator/denominator.

Examples
- 50% = num: 50, den: 100
- 33.3% = num: 33.3, den: 100
Source code in composer/models/common/symphony.py 
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class WeightMap(BaseModel):
    """
    Weight fraction represented as numerator/denominator.

    Examples
    --------
        - 50% = num: 50, den: 100
        - 33.3% = num: 33.3, den: 100
    """

    model_config = {"populate_by_name": True}

    num: str | int | float = Field(description="Numerator of the weight fraction")
    den: str | int | float = Field(description="Denominator of the weight fraction (typically 100)")

    @field_validator("num", "den")
    @classmethod
    def validate_positive(cls, v):
        """Ensure weight values are non-negative."""
        val = float(v) if isinstance(v, str) else v
        if val < 0:
            raise ValueError("Weight numerator and denominator must be non-negative")
        return v

validate_positive(v) classmethod

Ensure weight values are non-negative.

Source code in composer/models/common/symphony.py 
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@field_validator("num", "den")
@classmethod
def validate_positive(cls, v):
    """Ensure weight values are non-negative."""
    val = float(v) if isinstance(v, str) else v
    if val < 0:
        raise ValueError("Weight numerator and denominator must be non-negative")
    return v

validate_symphony_score(score)

Validate a symphony score and check crypto rebalancing rules.

Parameters:

Name Type Description Default
score SymphonyDefinition | dict

Symphony score as SymphonyDefinition model or dict

 required
Returns
Validated SymphonyDefinition model
Source code in composer/models/common/symphony.py 
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def validate_symphony_score(score: SymphonyDefinition | dict) -> SymphonyDefinition:
    """
    Validate a symphony score and check crypto rebalancing rules.

    Args:
        score: Symphony score as SymphonyDefinition model or dict

    Returns
    -------
        Validated SymphonyDefinition model
    """
    if isinstance(score, dict):
        score = SymphonyDefinition.model_validate(score)

    # Check for crypto assets
    crypto_tickers = []

    def find_crypto(node):
        """Recursively find crypto assets."""
        if isinstance(node, Asset) and node.ticker and node.ticker.startswith("CRYPTO::"):
            crypto_tickers.append(node.ticker)
        # Check children recursively for nodes that have children
        elif not isinstance(node, Asset) and hasattr(node, "children") and node.children:
            for child in node.children:
                if isinstance(child, BaseModel):
                    find_crypto(child)

    if score.children:
        find_crypto(score.children[0])

    # Validate crypto rebalancing
    if crypto_tickers and score.rebalance not in ["none", "daily"]:
        raise ValueError(
            f"Symphonies with crypto must use daily or threshold rebalancing. "
            f"Found rebalance={score.rebalance}"
        )

    return score

Auth Management

composer

Composer API Client.

ApplySubscription

Bases: StrEnum

Subscription type enum.

Source code in composer/models/backtest/requests.py 
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class ApplySubscription(StrEnum):
    """Subscription type enum."""

    NONE = "none"
    MONTHLY = "monthly"
    YEARLY = "yearly"

Asset

Bases: BaseNode

A ticker/asset node representing a security to trade.

Source code in composer/models/common/symphony.py 
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class Asset(BaseNode):
    """A ticker/asset node representing a security to trade."""

    model_config = {"populate_by_name": True}

    step: Literal["asset"] = Field(default="asset")
    name: str | None = Field(None, description="Display name of the asset")
    ticker: str = Field(description="Ticker symbol (e.g., AAPL, CRYPTO::BTC//USD)")
    exchange: str | None = Field(None, description="Exchange code (e.g., XNAS)")
    price: float | None = Field(None, description="Current price (API-populated)")
    dollar_volume: float | None = Field(None, alias="dollar_volume")
    has_marketcap: bool | None = Field(None, alias="has_marketcap")
    children_count: int | None = Field(None, alias="children-count")

BacktestExistingSymphonyRequest

Bases: BacktestParams

Backtest request for an existing saved symphony.

Use this when backtesting a symphony that has already been saved. The symphony_id is provided in the URL path, not the request body.

Source code in composer/models/backtest/requests.py 
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class BacktestExistingSymphonyRequest(BacktestParams):
    """
    Backtest request for an existing saved symphony.

    Use this when backtesting a symphony that has already been saved.
    The symphony_id is provided in the URL path, not the request body.
    """

    pass

BacktestRequest

Bases: BacktestParams

Full backtest request with symphony definition.

Use this when backtesting a new symphony by providing the full symphony definition in the request body.

Source code in composer/models/backtest/requests.py 
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class BacktestRequest(BacktestParams):
    """
    Full backtest request with symphony definition.

    Use this when backtesting a new symphony by providing the full
    symphony definition in the request body.
    """

    symphony: SymphonyDefinition = Field(description="Symphony definition to backtest")

BacktestResult

Bases: BaseModel

Complete backtest result.

This is the main response model returned by both backtest endpoints: - POST /api/v0.1/backtest (backtest by definition) - POST /api/v0.1/symphonies/{symphony-id}/backtest (backtest existing symphony)

Contains performance metrics, holdings history, costs, and statistics.

Source code in composer/models/backtest/responses.py 
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class BacktestResult(BaseModel):
    """
    Complete backtest result.

    This is the main response model returned by both backtest endpoints:
    - POST /api/v0.1/backtest (backtest by definition)
    - POST /api/v0.1/symphonies/{symphony-id}/backtest (backtest existing symphony)

    Contains performance metrics, holdings history, costs, and statistics.
    """

    model_config = ConfigDict(arbitrary_types_allowed=True)

    # Timing and metadata
    last_semantic_update_at: str | None = None
    sparkgraph_url: str | None = None
    first_day: str | None = None
    last_market_day: str | None = None

    # Daily Value Metrics (DVM)
    dvm_capital: _DateSeriesDict | None = None

    # Time-Dependent Value Metrics (TDVM) weights
    tdvm_weights: _DateSeriesDict | None = None

    @field_validator("dvm_capital", mode="before")
    @classmethod
    def transform_dvm_capital(cls, v):
        """Transform dvm_capital field to date-indexed dict."""
        transformed = _transform_dvm_to_by_date(v)
        if transformed is None:
            return None
        return _DateSeriesDict(transformed)

    @field_validator("tdvm_weights", mode="before")
    @classmethod
    def transform_tdvm_weights(cls, v):
        """Transform tdvm_weights field to date-indexed dict."""
        transformed = _transform_dvm_to_by_date(v)
        if transformed is None:
            return None
        result = _DateSeriesDict(transformed, fill_value=False)
        for d in result:
            for ticker in result[d]:
                result[d][ticker] = bool(result[d][ticker])
        return result

    @field_validator("first_day", mode="before")
    @classmethod
    def transform_first_day(cls, v):
        """Transform first_day from epoch to date string."""
        if v is None:
            return None
        return _epoch_day_to_date_string(v)

    @field_validator("last_market_day", mode="before")
    @classmethod
    def transform_last_market_day(cls, v):
        """Transform last_market_day from epoch to date string."""
        if v is None:
            return None
        return _epoch_day_to_date_string(v)

    @field_validator("rebalance_days", mode="before")
    @classmethod
    def transform_rebalance_days(cls, v):
        """Transform rebalance_days from epochs to date strings."""
        if v is None:
            return None
        return [_epoch_day_to_date_string(d) for d in v]

    # Rebalancing information
    rebalance_days: list[str] | None = None
    active_asset_nodes: dict[str, float] | None = None

    # Costs breakdown
    costs: Costs | None = None

    # Final state
    last_market_days_value: float | None = None
    last_market_days_holdings: dict[str, float] | None = None

    # Legend and warnings
    legend: dict[str, LegendEntry] | None = None
    data_warnings: dict[str, list[DataWarning]] | None = None
    benchmark_errors: list[str] | None = None

    # Performance statistics
    stats: Stats | None = None

    def __repr__(self) -> str:
        """Return string representation of BacktestResult."""
        parts = []
        if self.stats:
            parts.append(f"stats={self.stats}")
        if self.last_market_days_value is not None:
            parts.append(f"final_value={self.last_market_days_value:,.2f}")
        if self.first_day is not None and self.last_market_day is not None:
            first = datetime.strptime(self.first_day, "%Y-%m-%d").date()
            last = datetime.strptime(self.last_market_day, "%Y-%m-%d").date()
            parts.append(f"days={(last - first).days}")
        return f"BacktestResult({', '.join(parts)})"

    def __str__(self) -> str:
        """Return string representation of BacktestResult."""
        return self.__repr__()

__repr__()

Return string representation of BacktestResult.

Source code in composer/models/backtest/responses.py 
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def __repr__(self) -> str:
    """Return string representation of BacktestResult."""
    parts = []
    if self.stats:
        parts.append(f"stats={self.stats}")
    if self.last_market_days_value is not None:
        parts.append(f"final_value={self.last_market_days_value:,.2f}")
    if self.first_day is not None and self.last_market_day is not None:
        first = datetime.strptime(self.first_day, "%Y-%m-%d").date()
        last = datetime.strptime(self.last_market_day, "%Y-%m-%d").date()
        parts.append(f"days={(last - first).days}")
    return f"BacktestResult({', '.join(parts)})"

__str__()

Return string representation of BacktestResult.

Source code in composer/models/backtest/responses.py 
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def __str__(self) -> str:
    """Return string representation of BacktestResult."""
    return self.__repr__()

transform_dvm_capital(v) classmethod

Transform dvm_capital field to date-indexed dict.

Source code in composer/models/backtest/responses.py 
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@field_validator("dvm_capital", mode="before")
@classmethod
def transform_dvm_capital(cls, v):
    """Transform dvm_capital field to date-indexed dict."""
    transformed = _transform_dvm_to_by_date(v)
    if transformed is None:
        return None
    return _DateSeriesDict(transformed)

transform_first_day(v) classmethod

Transform first_day from epoch to date string.

Source code in composer/models/backtest/responses.py 
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@field_validator("first_day", mode="before")
@classmethod
def transform_first_day(cls, v):
    """Transform first_day from epoch to date string."""
    if v is None:
        return None
    return _epoch_day_to_date_string(v)

transform_last_market_day(v) classmethod

Transform last_market_day from epoch to date string.

Source code in composer/models/backtest/responses.py 
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@field_validator("last_market_day", mode="before")
@classmethod
def transform_last_market_day(cls, v):
    """Transform last_market_day from epoch to date string."""
    if v is None:
        return None
    return _epoch_day_to_date_string(v)

transform_rebalance_days(v) classmethod

Transform rebalance_days from epochs to date strings.

Source code in composer/models/backtest/responses.py 
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@field_validator("rebalance_days", mode="before")
@classmethod
def transform_rebalance_days(cls, v):
    """Transform rebalance_days from epochs to date strings."""
    if v is None:
        return None
    return [_epoch_day_to_date_string(d) for d in v]

transform_tdvm_weights(v) classmethod

Transform tdvm_weights field to date-indexed dict.

Source code in composer/models/backtest/responses.py 
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@field_validator("tdvm_weights", mode="before")
@classmethod
def transform_tdvm_weights(cls, v):
    """Transform tdvm_weights field to date-indexed dict."""
    transformed = _transform_dvm_to_by_date(v)
    if transformed is None:
        return None
    result = _DateSeriesDict(transformed, fill_value=False)
    for d in result:
        for ticker in result[d]:
            result[d][ticker] = bool(result[d][ticker])
    return result

BacktestVersion

Bases: StrEnum

Backtest version enum.

Source code in composer/models/backtest/requests.py 
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class BacktestVersion(StrEnum):
    """Backtest version enum."""

    V1 = "v1"
    V2 = "v2"

BaseNode

Bases: BaseModel

Base class for all symphony nodes.

Source code in composer/models/common/symphony.py 
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class BaseNode(BaseModel):
    """Base class for all symphony nodes."""

    model_config = {"populate_by_name": True, "extra": "ignore"}

    id: str = Field(
        default_factory=lambda: str(uuid.uuid4()),
        description="Unique identifier for this node (auto-generated UUID or custom ID)",
    )
    weight: WeightMap | None = Field(None, description="Weight fraction for this node")

    @field_validator("id")
    @classmethod
    def validate_id(cls, v):
        """Ensure ID is a valid UUID. If not, auto-generate one."""
        try:
            uuid.UUID(v)
            return v
        except (ValueError, AttributeError):
            # Not a valid UUID, generate a new one
            return str(uuid.uuid4())

    def model_dump(self, **kwargs) -> dict[str, Any]:
        """Override model_dump to exclude None values by default."""
        kwargs.setdefault("exclude_none", True)
        return super().model_dump(**kwargs)

    def model_dump_json(self, **kwargs) -> str:
        """Override model_dump_json to exclude None values by default."""
        kwargs.setdefault("exclude_none", True)
        return super().model_dump_json(**kwargs)

    @model_validator(mode="after")
    def parse_children(self):
        """Recursively parse children dicts into typed models."""
        return self

model_dump(**kwargs)

Override model_dump to exclude None values by default.

Source code in composer/models/common/symphony.py 
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def model_dump(self, **kwargs) -> dict[str, Any]:
    """Override model_dump to exclude None values by default."""
    kwargs.setdefault("exclude_none", True)
    return super().model_dump(**kwargs)

model_dump_json(**kwargs)

Override model_dump_json to exclude None values by default.

Source code in composer/models/common/symphony.py 
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def model_dump_json(self, **kwargs) -> str:
    """Override model_dump_json to exclude None values by default."""
    kwargs.setdefault("exclude_none", True)
    return super().model_dump_json(**kwargs)

parse_children()

Recursively parse children dicts into typed models.

Source code in composer/models/common/symphony.py 
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@model_validator(mode="after")
def parse_children(self):
    """Recursively parse children dicts into typed models."""
    return self

validate_id(v) classmethod

Ensure ID is a valid UUID. If not, auto-generate one.

Source code in composer/models/common/symphony.py 
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@field_validator("id")
@classmethod
def validate_id(cls, v):
    """Ensure ID is a valid UUID. If not, auto-generate one."""
    try:
        uuid.UUID(v)
        return v
    except (ValueError, AttributeError):
        # Not a valid UUID, generate a new one
        return str(uuid.uuid4())

BenchmarkStats

Bases: BaseModel

Statistics for a benchmark comparison.

Source code in composer/models/common/stats.py 
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class BenchmarkStats(BaseModel):
    """Statistics for a benchmark comparison."""

    calmar_ratio: float | None = None
    cumulative_return: float | None = None
    max_: float | None = Field(None, alias="max")
    max_drawdown: float | None = None
    mean: float | None = None
    median: float | None = None
    min_: float | None = Field(None, alias="min")
    skewness: float | None = None
    kurtosis: float | None = None
    sharpe_ratio: float | None = None
    sortino_ratio: float | None = None
    size: int | None = None
    standard_deviation: float | None = None
    annualized_rate_of_return: float | None = None
    annualized_turnover: float | None = None
    trailing_one_day_return: float | None = None
    trailing_one_week_return: float | None = None
    trailing_two_week_return: float | None = None
    trailing_one_month_return: float | None = None
    trailing_three_month_return: float | None = None
    trailing_one_year_return: float | None = None
    top_one_day_contribution: float | None = None
    top_five_percent_day_contribution: float | None = None
    top_ten_percent_day_contribution: float | None = None
    herfindahl_index: float | None = None
    win_rate: float | None = None
    tail_ratio: float | None = None
    percent: RegressionMetrics | None = None
    log: RegressionMetrics | None = None

    class Config:
        """Pydantic model configuration."""

        populate_by_name = True

Config

Pydantic model configuration.

Source code in composer/models/common/stats.py 
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class Config:
    """Pydantic model configuration."""

    populate_by_name = True

Broker

Bases: StrEnum

Broker enum.

Source code in composer/models/backtest/requests.py 
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class Broker(StrEnum):
    """Broker enum."""

    ALPACA_OAUTH = "ALPACA_OAUTH"
    ALPACA_WHITE_LABEL = "ALPACA_WHITE_LABEL"
    APEX_LEGACY = "APEX_LEGACY"
    ALPACA = "alpaca"
    APEX = "apex"

ComposerClient

Main client for interacting with the Composer API.

This client provides access to various Composer API resources including backtest, market data, trading, portfolio management, and more.

Parameters:

Name Type Description Default
api_key str

The API Key ID

 required
api_secret str

The API Secret Key

 required
timeout float

Request timeout in seconds (default: 30.0)

 30.0
retry_config RetryConfig | None

Configuration for retry behavior (default: 3 retries, 10s for 429, 3s for 5xx)

 _DEFAULT_RETRY_CONFIG
Source code in composer/client.py 
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class ComposerClient:
    """Main client for interacting with the Composer API.

    This client provides access to various Composer API resources including
    backtest, market data, trading, portfolio management, and more.

    Args:
        api_key: The API Key ID
        api_secret: The API Secret Key
        timeout: Request timeout in seconds (default: 30.0)
        retry_config: Configuration for retry behavior (default: 3 retries, 10s for 429, 3s for 5xx)
    """

    def __init__(
        self,
        api_key: str,
        api_secret: str,
        timeout: float = 30.0,
        retry_config: RetryConfig | None = _DEFAULT_RETRY_CONFIG,
    ):
        """
        Initialize the Composer Client.

        Args:
            api_key (str): The API Key ID
            api_secret (str): The API Secret Key
            timeout (float): Request timeout in seconds (default: 30.0)
            retry_config (RetryConfig | None): Configuration for retry behavior.
                Pass None to disable retries (default: RetryConfig())
        """
        self.http_client = HTTPClient(
            api_key, api_secret, timeout=timeout, retry_config=retry_config
        )
        # Separate HTTP clients for backtest API (different base URL)
        # Public client (no auth headers) for public endpoints
        # Authenticated client for endpoints requiring auth
        self.backtest_auth_client = HTTPClient(
            api_key,
            api_secret,
            base_url="https://backtest-api.composer.trade/",
            timeout=timeout,
            retry_config=retry_config,
        )
        # Stagehand API client for portfolio/account endpoints
        self.stagehand_auth_client = HTTPClient(
            api_key,
            api_secret,
            base_url="https://stagehand-api.composer.trade/",
            timeout=timeout,
            retry_config=retry_config,
        )
        # Trading API client for deploy and trading endpoints
        self.trading_auth_client = HTTPClient(
            api_key,
            api_secret,
            base_url="https://trading-api.composer.trade/",
            timeout=timeout,
            retry_config=retry_config,
        )

        # Initialize resources
        self.backtest = Backtest(self.backtest_auth_client)
        # Market data uses stagehand API
        self.market_data = MarketData(self.stagehand_auth_client)
        # Accounts, Portfolio, Cash, User, AI Agents, Conversation, Reports, Auth use stagehand API
        self.accounts = Accounts(self.stagehand_auth_client)
        self.portfolio = Portfolio(self.stagehand_auth_client)
        self.cash = Cash(self.stagehand_auth_client)
        self.user = User(self.stagehand_auth_client)
        self.ai_agents = AIAgents(self.stagehand_auth_client)
        self.conversation = Conversation(self.stagehand_auth_client)
        self.reports = Reports(self.stagehand_auth_client)
        self.auth_management = AuthManagement(self.stagehand_auth_client)
        self.search = Search(self.backtest_auth_client)
        # Quotes uses stagehand API (public endpoint)
        self.quotes = Quotes(self.stagehand_auth_client)

        # Public user endpoints
        self.public_user = PublicUser(self.stagehand_auth_client)

        # New backtest API resources
        # Public endpoints (no auth required)
        self.public_symphony = PublicSymphony(self.backtest_auth_client)
        # Authenticated endpoints
        self.user_symphony = UserSymphony(self.backtest_auth_client)
        self.user_symphonies = UserSymphonies(self.backtest_auth_client)
        self.watchlist = Watchlist(self.backtest_auth_client)
        # Trading API resources (deploy, dry-run, and trading endpoints)
        self.deploy = DeployResource(self.trading_auth_client)
        self.dry_run = DryRun(self.trading_auth_client)
        self.trading = Trading(self.trading_auth_client)

__init__(api_key, api_secret, timeout=30.0, retry_config=_DEFAULT_RETRY_CONFIG)

Initialize the Composer Client.

Parameters:

Name Type Description Default
api_key str

The API Key ID

 required
api_secret str

The API Secret Key

 required
timeout float

Request timeout in seconds (default: 30.0)

 30.0
retry_config RetryConfig | None

Configuration for retry behavior. Pass None to disable retries (default: RetryConfig())

 _DEFAULT_RETRY_CONFIG
Source code in composer/client.py 
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def __init__(
    self,
    api_key: str,
    api_secret: str,
    timeout: float = 30.0,
    retry_config: RetryConfig | None = _DEFAULT_RETRY_CONFIG,
):
    """
    Initialize the Composer Client.

    Args:
        api_key (str): The API Key ID
        api_secret (str): The API Secret Key
        timeout (float): Request timeout in seconds (default: 30.0)
        retry_config (RetryConfig | None): Configuration for retry behavior.
            Pass None to disable retries (default: RetryConfig())
    """
    self.http_client = HTTPClient(
        api_key, api_secret, timeout=timeout, retry_config=retry_config
    )
    # Separate HTTP clients for backtest API (different base URL)
    # Public client (no auth headers) for public endpoints
    # Authenticated client for endpoints requiring auth
    self.backtest_auth_client = HTTPClient(
        api_key,
        api_secret,
        base_url="https://backtest-api.composer.trade/",
        timeout=timeout,
        retry_config=retry_config,
    )
    # Stagehand API client for portfolio/account endpoints
    self.stagehand_auth_client = HTTPClient(
        api_key,
        api_secret,
        base_url="https://stagehand-api.composer.trade/",
        timeout=timeout,
        retry_config=retry_config,
    )
    # Trading API client for deploy and trading endpoints
    self.trading_auth_client = HTTPClient(
        api_key,
        api_secret,
        base_url="https://trading-api.composer.trade/",
        timeout=timeout,
        retry_config=retry_config,
    )

    # Initialize resources
    self.backtest = Backtest(self.backtest_auth_client)
    # Market data uses stagehand API
    self.market_data = MarketData(self.stagehand_auth_client)
    # Accounts, Portfolio, Cash, User, AI Agents, Conversation, Reports, Auth use stagehand API
    self.accounts = Accounts(self.stagehand_auth_client)
    self.portfolio = Portfolio(self.stagehand_auth_client)
    self.cash = Cash(self.stagehand_auth_client)
    self.user = User(self.stagehand_auth_client)
    self.ai_agents = AIAgents(self.stagehand_auth_client)
    self.conversation = Conversation(self.stagehand_auth_client)
    self.reports = Reports(self.stagehand_auth_client)
    self.auth_management = AuthManagement(self.stagehand_auth_client)
    self.search = Search(self.backtest_auth_client)
    # Quotes uses stagehand API (public endpoint)
    self.quotes = Quotes(self.stagehand_auth_client)

    # Public user endpoints
    self.public_user = PublicUser(self.stagehand_auth_client)

    # New backtest API resources
    # Public endpoints (no auth required)
    self.public_symphony = PublicSymphony(self.backtest_auth_client)
    # Authenticated endpoints
    self.user_symphony = UserSymphony(self.backtest_auth_client)
    self.user_symphonies = UserSymphonies(self.backtest_auth_client)
    self.watchlist = Watchlist(self.backtest_auth_client)
    # Trading API resources (deploy, dry-run, and trading endpoints)
    self.deploy = DeployResource(self.trading_auth_client)
    self.dry_run = DryRun(self.trading_auth_client)
    self.trading = Trading(self.trading_auth_client)

Costs

Bases: BaseModel

Fee and cost breakdown from a backtest.

Shows all the costs incurred during the backtest including regulatory fees, TAF fees, slippage, spread markup, and subscription costs.

Source code in composer/models/backtest/responses.py 
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class Costs(BaseModel):
    """
    Fee and cost breakdown from a backtest.

    Shows all the costs incurred during the backtest including
    regulatory fees, TAF fees, slippage, spread markup, and subscription costs.
    """

    reg_fee: float
    taf_fee: float
    slippage: float
    spread_markup: float
    subscription: float

DataWarning

Bases: BaseModel

Data quality warning for a specific ticker.

Source code in composer/models/backtest/responses.py 
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class DataWarning(BaseModel):
    """Data quality warning for a specific ticker."""

    message: str
    recommended_start_date: str | None = None
    recommended_end_date: str | None = None

Empty

Bases: BaseNode

Empty/cash placeholder node.

Source code in composer/models/common/symphony.py 
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class Empty(BaseNode):
    """Empty/cash placeholder node."""

    model_config = {"populate_by_name": True}

    step: Literal["empty"] = Field(default="empty")

Filter

Bases: BaseNode

Filter node for selecting top/bottom N assets.

Source code in composer/models/common/symphony.py 
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class Filter(BaseNode):
    """Filter node for selecting top/bottom N assets."""

    model_config = {"populate_by_name": True}

    step: Literal["filter"] = Field(default="filter")
    select_: bool | None = Field(None, alias="select?")
    select_fn: Literal["top", "bottom"] | None = Field(None, alias="select-fn")
    select_n: int | None = Field(None, alias="select-n")
    sort_by_: bool | None = Field(None, alias="sort-by?")
    sort_by_fn: Function | None = Field(None, alias="sort-by-fn")
    sort_by_fn_params: dict[str, Any] | None = Field(None, alias="sort-by-fn-params")
    sort_by_window_days: int | None = Field(None, alias="sort-by-window-days")
    children: list[Any] = Field(default_factory=list)

Function

Bases: StrEnum

Mathematical and technical analysis functions available for conditions and filters.

Source code in composer/models/common/symphony.py 
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class Function(StrEnum):
    """Mathematical and technical analysis functions available for conditions and filters."""

    CUMULATIVE_RETURN = "cumulative-return"
    CURRENT_PRICE = "current-price"
    EXPONENTIAL_MOVING_AVERAGE_PRICE = "exponential-moving-average-price"
    LOWER_BOLLINGER = "lower-bollinger"
    MAX_DRAWDOWN = "max-drawdown"
    MOVING_AVERAGE_PRICE = "moving-average-price"
    MOVING_AVERAGE_CONVERGENCE_DIVERGENCE = "moving-average-convergence-divergence"
    MOVING_AVERAGE_CONVERGENCE_DIVERGENCE_SIGNAL = "moving-average-convergence-divergence-signal"
    MOVING_AVERAGE_RETURN = "moving-average-return"
    PERCENTAGE_PRICE_OSCILLATOR = "percentage-price-oscillator"
    PERCENTAGE_PRICE_OSCILLATOR_SIGNAL = "percentage-price-oscillator-signal"
    RELATIVE_STRENGTH_INDEX = "relative-strength-index"
    STANDARD_DEVIATION_PRICE = "standard-deviation-price"
    STANDARD_DEVIATION_RETURN = "standard-deviation-return"
    UPPER_BOLLINGER = "upper-bollinger"

Group

Bases: BaseNode

Group node containing a single weight strategy.

Source code in composer/models/common/symphony.py 
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class Group(BaseNode):
    """Group node containing a single weight strategy."""

    model_config = {"populate_by_name": True}

    step: Literal["group"] = Field(default="group")
    name: str | None = Field(None)
    collapsed: bool | None = Field(None, alias="collapsed?")
    children: list[Any] = Field(default_factory=list)

    @field_validator("children")
    @classmethod
    def validate_single_child(cls, v):
        """Validate that group has exactly one child."""
        if len(v) != 1:
            raise ValueError("Group must have exactly one child")
        return v

validate_single_child(v) classmethod

Validate that group has exactly one child.

Source code in composer/models/common/symphony.py 
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@field_validator("children")
@classmethod
def validate_single_child(cls, v):
    """Validate that group has exactly one child."""
    if len(v) != 1:
        raise ValueError("Group must have exactly one child")
    return v

If

Bases: BaseNode

If/Else conditional node.

Source code in composer/models/common/symphony.py 
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class If(BaseNode):
    """If/Else conditional node."""

    model_config = {"populate_by_name": True}

    step: Literal["if"] = Field(default="if")
    children: list[IfChildTrue | IfChildFalse] = Field(default_factory=list)

    @field_validator("children")
    @classmethod
    def validate_if_children(cls, v):
        """Ensure If node has exactly one true and one false child."""
        if len(v) != 2:
            raise ValueError("If node must have exactly 2 children")

        true_count = sum(1 for child in v if not child.is_else_condition)
        false_count = sum(1 for child in v if child.is_else_condition)

        if true_count != 1 or false_count != 1:
            raise ValueError("If node must have one true and one false condition")

        return v

validate_if_children(v) classmethod

Ensure If node has exactly one true and one false child.

Source code in composer/models/common/symphony.py 
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@field_validator("children")
@classmethod
def validate_if_children(cls, v):
    """Ensure If node has exactly one true and one false child."""
    if len(v) != 2:
        raise ValueError("If node must have exactly 2 children")

    true_count = sum(1 for child in v if not child.is_else_condition)
    false_count = sum(1 for child in v if child.is_else_condition)

    if true_count != 1 or false_count != 1:
        raise ValueError("If node must have one true and one false condition")

    return v

IfChildFalse

Bases: BaseNode

The 'false' (else) branch of an If condition.

Source code in composer/models/common/symphony.py 
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class IfChildFalse(BaseNode):
    """The 'false' (else) branch of an If condition."""

    model_config = {"populate_by_name": True}

    step: Literal["if-child"] = Field(default="if-child")
    is_else_condition: Literal[True] | None = Field(True, alias="is-else-condition?")
    children: list[Any] = Field(default_factory=list)

IfChildTrue

Bases: BaseNode

The 'true' branch of an If condition.

Source code in composer/models/common/symphony.py 
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class IfChildTrue(BaseNode):
    """The 'true' branch of an If condition."""

    model_config = {"populate_by_name": True}

    step: Literal["if-child"] = Field(default="if-child")
    is_else_condition: Literal[False] | None = Field(False, alias="is-else-condition?")
    comparator: Literal["gt", "gte", "eq", "lt", "lte"] | None = Field(
        None, description="Comparison operator"
    )
    lhs_fn: Function | None = Field(None, alias="lhs-fn")
    lhs_window_days: int | None = Field(None, alias="lhs-window-days")
    lhs_val: str | None = Field(None, alias="lhs-val")
    lhs_fn_params: dict[str, Any] | None = Field(None, alias="lhs-fn-params")
    rhs_val: str | float | None = Field(None, alias="rhs-val")
    rhs_fixed_value: bool | None = Field(None, alias="rhs-fixed-value?")
    rhs_fn: Function | None = Field(None, alias="rhs-fn")
    rhs_window_days: int | None = Field(None, alias="rhs-window-days")
    rhs_fn_params: dict[str, Any] | None = Field(None, alias="rhs-fn-params")
    children: list[Any] = Field(default_factory=list)

Quote

Bases: BaseModel

Quote for a single ticker in rebalance.

Source code in composer/models/backtest/requests.py 
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class Quote(BaseModel):
    """Quote for a single ticker in rebalance."""

    ticker: str
    trading_halted: bool = False
    open: float
    close: float | None = None
    low: float
    high: float
    volume: int
    bid: dict[str, Any] | None = None
    ask: dict[str, Any] | None = None
    last: dict[str, Any] | None = None
    source: str | None = None
    timestamp: str | None = None

RebalanceFrequency

Bases: StrEnum

How often the symphony should rebalance its holdings.

Source code in composer/models/common/symphony.py 
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class RebalanceFrequency(StrEnum):
    """How often the symphony should rebalance its holdings."""

    NONE = "none"
    DAILY = "daily"
    WEEKLY = "weekly"
    MONTHLY = "monthly"
    QUARTERLY = "quarterly"
    YEARLY = "yearly"

RebalanceRequest

Bases: BaseModel

Request body for the rebalance endpoint.

Used to run a rebalance for specified symphonies given a starting state.

Source code in composer/models/backtest/requests.py 
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class RebalanceRequest(BaseModel):
    """
    Request body for the rebalance endpoint.

    Used to run a rebalance for specified symphonies given a starting state.
    """

    dry_run: bool = False
    broker: Broker = Broker.ALPACA_WHITE_LABEL
    adjust_for_dtbp: bool = False
    disable_fractional_trading: bool = False
    fractionability: dict[str, bool] | None = None
    end_date: str | None = None
    quotes: dict[str, Quote] | None = None
    symphonies: dict[str, SymphonyRebalanceState]

RebalanceResult

Bases: BaseModel

Result from a rebalance request.

Contains quotes, fractionability info, and run results for each symphony.

Source code in composer/models/backtest/responses.py 
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class RebalanceResult(BaseModel):
    """
    Result from a rebalance request.

    Contains quotes, fractionability info, and run results for each symphony.
    """

    quotes: dict[str, Any] | None = None
    fractionability: dict[str, bool] | None = None
    adjusted_for_dtbp: bool = False
    run_results: dict[str, SymphonyRunResult] | None = None

RecommendedTrade

Bases: BaseModel

A recommended trade in a dry run or preview.

Source code in composer/models/dry_run/__init__.py 
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class RecommendedTrade(BaseModel):
    """A recommended trade in a dry run or preview."""

    model_config = {"populate_by_name": True}

    ticker: str
    notional: float
    quantity: float
    prev_value: float
    prev_weight: float
    next_weight: float

RegressionMetrics

Bases: BaseModel

Regression metrics for benchmark comparison (alpha, beta, etc.).

Source code in composer/models/common/stats.py 
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class RegressionMetrics(BaseModel):
    """Regression metrics for benchmark comparison (alpha, beta, etc.)."""

    alpha: float | None = None
    beta: float | None = None
    r_square: float | None = Field(None, alias="r_square")
    pearson_r: float | None = None

RetryConfig

Bases: BaseModel

Configuration for retry behavior.

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class RetryConfig(BaseModel):
    """Configuration for retry behavior."""

    max_retries: int = Field(default=3, description="Maximum number of retry attempts")
    rate_limit_wait: float = Field(
        default=10.0, description="Initial seconds to wait on 429 responses"
    )
    server_error_wait: float = Field(
        default=3.0, description="Initial seconds to wait on 500, 502, 503, 504 responses"
    )
    exponential_base: float = Field(
        default=2.0, description="Base for exponential backoff multiplier"
    )
    retry_statuses: set[int] = Field(
        default={429, 500, 502, 503, 504}, description="HTTP status codes that trigger a retry"
    )

Stats

Bases: BaseModel

Performance statistics for portfolios, backtests, and symphonies.

Contains all key performance metrics like Sharpe ratio, cumulative return, max drawdown, and various trailing returns.

Source code in composer/models/common/stats.py 
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class Stats(BaseModel):
    """
    Performance statistics for portfolios, backtests, and symphonies.

    Contains all key performance metrics like Sharpe ratio, cumulative return,
    max drawdown, and various trailing returns.
    """

    calmar_ratio: float | None = None
    cumulative_return: float | None = None
    max_: float | None = Field(None, alias="max")
    max_drawdown: float | None = None
    mean: float | None = None
    median: float | None = None
    min_: float | None = Field(None, alias="min")
    skewness: float | None = None
    kurtosis: float | None = None
    sharpe_ratio: float | None = None
    sortino_ratio: float | None = None
    size: int | None = None
    standard_deviation: float | None = None
    annualized_rate_of_return: float | None = None
    annualized_turnover: float | None = None
    trailing_one_day_return: float | None = None
    trailing_one_week_return: float | None = None
    trailing_two_week_return: float | None = None
    trailing_one_month_return: float | None = None
    trailing_three_month_return: float | None = None
    trailing_one_year_return: float | None = None
    top_one_day_contribution: float | None = None
    top_five_percent_day_contribution: float | None = None
    top_ten_percent_day_contribution: float | None = None
    herfindahl_index: float | None = None
    win_rate: float | None = None
    tail_ratio: float | None = None
    benchmarks: dict[str, BenchmarkStats] | None = None

    class Config:
        """Pydantic model configuration."""

        populate_by_name = True

    def __repr__(self) -> str:
        """Return string representation of Stats."""
        parts = []
        if self.sharpe_ratio is not None:
            parts.append(f"sharpe={self.sharpe_ratio:.2f}")
        if self.cumulative_return is not None:
            parts.append(f"cumulative={self.cumulative_return:.2%}")
        if self.max_drawdown is not None:
            parts.append(f"drawdown={self.max_drawdown:.2%}")
        if self.annualized_rate_of_return is not None:
            parts.append(f"ann_return={self.annualized_rate_of_return:.2%}")
        return f"Stats({', '.join(parts)})"

    def __str__(self) -> str:
        """Return string representation of Stats."""
        return self.__repr__()
        return self.__repr__()

Config

Pydantic model configuration.

Source code in composer/models/common/stats.py 
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class Config:
    """Pydantic model configuration."""

    populate_by_name = True

__repr__()

Return string representation of Stats.

Source code in composer/models/common/stats.py 
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def __repr__(self) -> str:
    """Return string representation of Stats."""
    parts = []
    if self.sharpe_ratio is not None:
        parts.append(f"sharpe={self.sharpe_ratio:.2f}")
    if self.cumulative_return is not None:
        parts.append(f"cumulative={self.cumulative_return:.2%}")
    if self.max_drawdown is not None:
        parts.append(f"drawdown={self.max_drawdown:.2%}")
    if self.annualized_rate_of_return is not None:
        parts.append(f"ann_return={self.annualized_rate_of_return:.2%}")
    return f"Stats({', '.join(parts)})"

__str__()

Return string representation of Stats.

Source code in composer/models/common/stats.py 
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def __str__(self) -> str:
    """Return string representation of Stats."""
    return self.__repr__()
    return self.__repr__()

SymphonyDefinition

Bases: BaseNode

Definition of a symphony/strategy.

Source code in composer/models/common/symphony.py 
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class SymphonyDefinition(BaseNode):
    """Definition of a symphony/strategy."""

    model_config = {"populate_by_name": True}

    step: Literal["root"] = Field(default="root")
    name: str = Field(description="Display name of the symphony")
    description: str = Field(default="", description="Description of the strategy")
    rebalance: RebalanceFrequency = Field(description="Rebalancing frequency")
    rebalance_corridor_width: float | None = Field(None, alias="rebalance-corridor-width")
    children: list[WeightCashEqual | WeightCashSpecified | WeightInverseVol] = Field(
        default_factory=list
    )

    @model_validator(mode="after")
    def parse_children(self):
        """Recursively parse children dicts into typed models."""
        if self.children:
            self.children = _parse_node(self.children)
        return self

    @field_validator("rebalance_corridor_width")
    @classmethod
    def validate_corridor_width(cls, v, info):
        """Corridor width only allowed when rebalance is 'none'."""
        rebalance = info.data.get("rebalance")
        if v is not None and rebalance != "none":
            raise ValueError('rebalance_corridor_width can only be set when rebalance is "none"')
        return v

    @field_validator("children")
    @classmethod
    def validate_single_child(cls, v):
        """SymphonyDefinition must have exactly one weight child."""
        if len(v) != 1:
            raise ValueError("SymphonyDefinition must have exactly one child")
        return v

parse_children()

Recursively parse children dicts into typed models.

Source code in composer/models/common/symphony.py 
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@model_validator(mode="after")
def parse_children(self):
    """Recursively parse children dicts into typed models."""
    if self.children:
        self.children = _parse_node(self.children)
    return self

validate_corridor_width(v, info) classmethod

Corridor width only allowed when rebalance is 'none'.

Source code in composer/models/common/symphony.py 
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@field_validator("rebalance_corridor_width")
@classmethod
def validate_corridor_width(cls, v, info):
    """Corridor width only allowed when rebalance is 'none'."""
    rebalance = info.data.get("rebalance")
    if v is not None and rebalance != "none":
        raise ValueError('rebalance_corridor_width can only be set when rebalance is "none"')
    return v

validate_single_child(v) classmethod

SymphonyDefinition must have exactly one weight child.

Source code in composer/models/common/symphony.py 
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@field_validator("children")
@classmethod
def validate_single_child(cls, v):
    """SymphonyDefinition must have exactly one weight child."""
    if len(v) != 1:
        raise ValueError("SymphonyDefinition must have exactly one child")
    return v

SymphonyRebalanceState

Bases: BaseModel

State of a single symphony for rebalance.

Source code in composer/models/backtest/requests.py 
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class SymphonyRebalanceState(BaseModel):
    """State of a single symphony for rebalance."""

    last_rebalanced_on: str | None = None
    cash: float
    unsettled_cash: float = 0.0
    shares: dict[str, float]

SymphonyRunResult

Bases: BaseModel

Result of running a single symphony during rebalance.

Source code in composer/models/backtest/responses.py 
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class SymphonyRunResult(BaseModel):
    """Result of running a single symphony during rebalance."""

    next_rebalanced_after: str | None = None
    rebalanced: bool = False
    active_asset_nodes: dict[str, float] | None = None
    recommended_trades: list[RecommendedTrade] | None = None

UpdateSymphonyNodesResponse

Bases: BaseModel

Response from updating symphony nodes.

Source code in composer/models/symphony/__init__.py 
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class UpdateSymphonyNodesResponse(BaseModel):
    """Response from updating symphony nodes."""

    model_config = {"populate_by_name": True}

    symphony_id: str = Field(description="ID of the symphony")
    version_id: str = Field(description="ID of the new version")

UpdateSymphonyResponse

Bases: BaseModel

Response from updating a symphony.

Source code in composer/models/symphony/__init__.py 
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class UpdateSymphonyResponse(BaseModel):
    """Response from updating a symphony."""

    model_config = {"populate_by_name": True}

    existing_version_id: str = Field(description="ID of the previous version")
    version_id: str | None = Field(None, description="ID of the new version")

WeightCashEqual

Bases: BaseNode

Equal weighting across all children.

Source code in composer/models/common/symphony.py 
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class WeightCashEqual(BaseNode):
    """Equal weighting across all children."""

    model_config = {"populate_by_name": True}

    step: Literal["wt-cash-equal"] | None = Field("wt-cash-equal")
    children: list[Any] = Field(default_factory=list)

WeightCashSpecified

Bases: BaseNode

Specified weighting with explicit weights.

Source code in composer/models/common/symphony.py 
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class WeightCashSpecified(BaseNode):
    """Specified weighting with explicit weights."""

    model_config = {"populate_by_name": True}

    step: Literal["wt-cash-specified"] | None = Field("wt-cash-specified")
    children: list[Any] = Field(default_factory=list)

WeightInverseVol

Bases: BaseNode

Inverse volatility weighting.

Source code in composer/models/common/symphony.py 
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class WeightInverseVol(BaseNode):
    """Inverse volatility weighting."""

    model_config = {"populate_by_name": True}

    step: Literal["wt-inverse-vol"] | None = Field("wt-inverse-vol")
    window_days: int | None = Field(None, alias="window-days")
    children: list[Any] = Field(default_factory=list)

WeightMap

Bases: BaseModel

Weight fraction represented as numerator/denominator.

Examples
- 50% = num: 50, den: 100
- 33.3% = num: 33.3, den: 100
Source code in composer/models/common/symphony.py 
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class WeightMap(BaseModel):
    """
    Weight fraction represented as numerator/denominator.

    Examples
    --------
        - 50% = num: 50, den: 100
        - 33.3% = num: 33.3, den: 100
    """

    model_config = {"populate_by_name": True}

    num: str | int | float = Field(description="Numerator of the weight fraction")
    den: str | int | float = Field(description="Denominator of the weight fraction (typically 100)")

    @field_validator("num", "den")
    @classmethod
    def validate_positive(cls, v):
        """Ensure weight values are non-negative."""
        val = float(v) if isinstance(v, str) else v
        if val < 0:
            raise ValueError("Weight numerator and denominator must be non-negative")
        return v

validate_positive(v) classmethod

Ensure weight values are non-negative.

Source code in composer/models/common/symphony.py 
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@field_validator("num", "den")
@classmethod
def validate_positive(cls, v):
    """Ensure weight values are non-negative."""
    val = float(v) if isinstance(v, str) else v
    if val < 0:
        raise ValueError("Weight numerator and denominator must be non-negative")
    return v

validate_symphony_score(score)

Validate a symphony score and check crypto rebalancing rules.

Parameters:

Name Type Description Default
score SymphonyDefinition | dict

Symphony score as SymphonyDefinition model or dict

 required
Returns
Validated SymphonyDefinition model
Source code in composer/models/common/symphony.py 
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def validate_symphony_score(score: SymphonyDefinition | dict) -> SymphonyDefinition:
    """
    Validate a symphony score and check crypto rebalancing rules.

    Args:
        score: Symphony score as SymphonyDefinition model or dict

    Returns
    -------
        Validated SymphonyDefinition model
    """
    if isinstance(score, dict):
        score = SymphonyDefinition.model_validate(score)

    # Check for crypto assets
    crypto_tickers = []

    def find_crypto(node):
        """Recursively find crypto assets."""
        if isinstance(node, Asset) and node.ticker and node.ticker.startswith("CRYPTO::"):
            crypto_tickers.append(node.ticker)
        # Check children recursively for nodes that have children
        elif not isinstance(node, Asset) and hasattr(node, "children") and node.children:
            for child in node.children:
                if isinstance(child, BaseModel):
                    find_crypto(child)

    if score.children:
        find_crypto(score.children[0])

    # Validate crypto rebalancing
    if crypto_tickers and score.rebalance not in ["none", "daily"]:
        raise ValueError(
            f"Symphonies with crypto must use daily or threshold rebalancing. "
            f"Found rebalance={score.rebalance}"
        )

    return score