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Copy pathloader.rs
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2238 lines (2007 loc) · 70.1 KB
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//! Config loader: loads semantic layer definitions from YAML/SQL files
use std::collections::{HashMap, HashSet};
use std::fs;
use std::path::Path;
use regex::Regex;
use serde::{Deserialize, Serialize};
use crate::adapters::{Adapter, CubeAdapter, OsiAdapter};
use crate::core::{
extract_dependencies, resolve_model_inheritance, Metric, Model, Parameter, Relationship,
RelationshipType, SemanticGraph,
};
use crate::error::{Result, SidemanticError};
use super::schema::{SidemanticConfig, NATIVE_FORMAT_VERSION};
use super::sql_parser::{
parse_sql_definitions, parse_sql_graph_definitions_extended, parse_sql_models,
};
#[derive(Debug, Default)]
struct ParsedConfig {
models: Vec<Model>,
extends_map: HashMap<String, String>,
/// Top-level metrics assigned to an owning model (native format).
top_level_metrics: Vec<Metric>,
top_level_parameters: Vec<Parameter>,
/// Graph-level metrics added directly to the graph (OSI), never reassigned.
graph_metrics: Vec<Metric>,
/// Graph-level metadata payload (OSI import state).
graph_metadata: Option<serde_json::Value>,
/// When true, relationships are declared explicitly; skip FK inference.
explicit_relationships: bool,
}
#[derive(Debug)]
pub struct LoadedGraphMetadata {
pub graph: SemanticGraph,
pub model_order: Vec<String>,
pub top_level_metrics: Vec<Metric>,
pub original_model_metrics: HashMap<String, Vec<String>>,
pub model_sources: HashMap<String, LoadedModelSource>,
}
#[derive(Debug, Clone, Serialize, Deserialize)]
pub struct LoadedModelSource {
pub source_format: String,
pub source_file: Option<String>,
}
/// Detected config format
#[derive(Debug, Clone, Copy, PartialEq, Eq)]
pub enum ConfigFormat {
/// Native Sidemantic format (models: key)
Sidemantic,
/// Cube.js format (cubes: key)
Cube,
/// OSI (Open Semantic Interchange) format (semantic_model: / ontology_mappings: key)
Osi,
}
impl ConfigFormat {
fn source_label(self) -> &'static str {
match self {
ConfigFormat::Sidemantic => "Sidemantic",
ConfigFormat::Cube => "Cube",
ConfigFormat::Osi => "OSI",
}
}
}
/// Load a semantic graph from a single YAML file
pub fn load_from_file(path: impl AsRef<Path>) -> Result<SemanticGraph> {
Ok(load_from_file_with_metadata(path)?.graph)
}
/// Load a semantic graph from a single file with metadata.
///
/// Supported file extensions:
/// - `.yml` / `.yaml` (native/cube YAML)
/// - `.sql` (MODEL statements or SQL + YAML frontmatter)
pub fn load_from_file_with_metadata(path: impl AsRef<Path>) -> Result<LoadedGraphMetadata> {
let path = path.as_ref();
let content = fs::read_to_string(path)
.map_err(|e| SidemanticError::Validation(format!("Failed to read file: {e}")))?;
let ext = path
.extension()
.and_then(|value| value.to_str())
.map(str::to_ascii_lowercase);
match ext.as_deref() {
Some("sql") => load_from_sql_string_with_metadata(&content),
_ => load_from_string_with_metadata(&content),
}
}
/// Load a semantic graph from a YAML string
pub fn load_from_string(content: &str) -> Result<SemanticGraph> {
Ok(load_from_string_with_metadata(content)?.graph)
}
/// Load a semantic graph from YAML with parsing metadata used by Python bridge.
pub fn load_from_string_with_metadata(content: &str) -> Result<LoadedGraphMetadata> {
let format = detect_format(content);
let parsed = parse_content_with_extends(content, format)?;
let ParsedConfig {
models,
extends_map,
top_level_metrics,
top_level_parameters,
graph_metrics,
graph_metadata,
..
} = parsed;
let model_order: Vec<String> = models.iter().map(|model| model.name.clone()).collect();
let original_model_metrics: HashMap<String, Vec<String>> = models
.iter()
.map(|model| {
(
model.name.clone(),
model
.metrics
.iter()
.map(|metric| metric.name.clone())
.collect::<Vec<_>>(),
)
})
.collect();
// Resolve inheritance
let models_map = collect_unique_models(models)?;
let mut resolved_models = resolve_model_inheritance(models_map, &extends_map)?;
if !resolved_models.is_empty() && !top_level_metrics.is_empty() {
assign_top_level_metrics(&mut resolved_models, top_level_metrics.clone())?;
}
let mut graph = SemanticGraph::new();
add_resolved_models_in_order(&mut graph, resolved_models, &model_order)?;
for metric in top_level_metrics.iter().cloned() {
if graph.get_metric(&metric.name).is_none() {
graph.add_metric(metric)?;
}
}
register_graph_metrics(&mut graph, &graph_metrics)?;
for parameter in top_level_parameters {
graph.add_parameter(parameter)?;
}
if let Some(metadata) = graph_metadata {
graph.set_metadata(metadata);
}
let mut reported_metrics = top_level_metrics;
reported_metrics.extend(graph_metrics);
let model_sources = model_order
.iter()
.map(|model_name| {
(
model_name.clone(),
LoadedModelSource {
source_format: format.source_label().to_string(),
source_file: None,
},
)
})
.collect();
Ok(LoadedGraphMetadata {
graph,
model_order,
top_level_metrics: reported_metrics,
original_model_metrics,
model_sources,
})
}
fn parse_sql_frontmatter_and_body(content: &str) -> Result<(Option<serde_yaml::Mapping>, String)> {
if !content.trim().starts_with("---") {
return Ok((None, content.to_string()));
}
let parts: Vec<&str> = content.splitn(3, "---").collect();
if parts.len() < 3 {
return Ok((None, content.to_string()));
}
let frontmatter_text = parts[1].trim();
let sql_body = parts[2].trim().to_string();
if frontmatter_text.is_empty() {
return Ok((None, sql_body));
}
let frontmatter_value: serde_yaml::Value =
serde_yaml::from_str(frontmatter_text).map_err(|e| {
SidemanticError::Validation(format!("failed to parse SQL frontmatter: {e}"))
})?;
match frontmatter_value {
serde_yaml::Value::Null => Ok((None, sql_body)),
serde_yaml::Value::Mapping(mut mapping) => {
validate_sql_frontmatter_version(&mut mapping)?;
if mapping.is_empty() {
Ok((None, sql_body))
} else {
Ok((Some(mapping), sql_body))
}
}
_ => Err(SidemanticError::Validation(
"failed to parse SQL frontmatter: frontmatter must be a YAML mapping".to_string(),
)),
}
}
fn validate_sql_frontmatter_version(mapping: &mut serde_yaml::Mapping) -> Result<()> {
let version_key = serde_yaml::Value::String("version".to_string());
let Some(version_value) = mapping.remove(&version_key) else {
return Ok(());
};
if let Some(version) = version_value.as_u64() {
if version == u64::from(NATIVE_FORMAT_VERSION) {
return Ok(());
}
return Err(SidemanticError::Validation(format!(
"Unsupported native Sidemantic format version {version}; supported version is {NATIVE_FORMAT_VERSION}"
)));
}
if let Some(version) = version_value.as_i64() {
return Err(SidemanticError::Validation(format!(
"Unsupported native Sidemantic format version {version}; supported version is {NATIVE_FORMAT_VERSION}"
)));
}
Err(SidemanticError::Validation(
"failed to parse SQL frontmatter: version must be an integer".to_string(),
))
}
fn model_from_sql_frontmatter(frontmatter: serde_yaml::Mapping) -> Result<Model> {
let mut wrapper = serde_yaml::Mapping::new();
wrapper.insert(
serde_yaml::Value::String("models".to_string()),
serde_yaml::Value::Sequence(vec![serde_yaml::Value::Mapping(frontmatter)]),
);
let config: SidemanticConfig = serde_yaml::from_value(serde_yaml::Value::Mapping(wrapper))
.map_err(|e| {
SidemanticError::Validation(format!("failed to parse SQL frontmatter model: {e}"))
})?;
let (models, _, _) = config.into_parts()?;
models.into_iter().next().ok_or_else(|| {
SidemanticError::Validation(
"failed to parse SQL frontmatter: missing model definition".to_string(),
)
})
}
fn parse_sql_content(content: &str) -> Result<ParsedConfig> {
let mut models: Vec<Model> = Vec::new();
let mut top_level_metrics: Vec<Metric> = Vec::new();
let mut top_level_parameters: Vec<Parameter> = Vec::new();
match parse_sql_models(content) {
Ok(parsed_models) => {
let model_metric_names: HashSet<String> = parsed_models
.iter()
.flat_map(|model| model.metrics.iter().map(|metric| metric.name.clone()))
.collect();
models.extend(parsed_models);
let graph_definitions = parse_sql_graph_definitions_extended(content);
let (sql_metrics, _, sql_parameters, _) = match graph_definitions {
Ok(definitions) => definitions,
Err(_)
if content
.trim_start()
.to_ascii_lowercase()
.starts_with("model ")
&& content.to_ascii_lowercase().contains(" from ") =>
{
(Vec::new(), Vec::new(), Vec::new(), Vec::new())
}
Err(err) => {
return Err(SidemanticError::Validation(format!(
"failed to parse SQL graph definitions: {err}"
)));
}
};
for metric in sql_metrics {
if !model_metric_names.contains(&metric.name) {
top_level_metrics.push(metric);
}
}
top_level_parameters.extend(sql_parameters);
}
Err(model_err)
if content
.trim_start()
.to_ascii_lowercase()
.starts_with("model ") =>
{
return Err(SidemanticError::Validation(format!(
"failed to parse SQL model statement: {model_err}"
)));
}
Err(_) => {
let (frontmatter, sql_body) = parse_sql_frontmatter_and_body(content)?;
let (sql_metrics, sql_segments, sql_parameters, sql_preaggs) =
parse_sql_graph_definitions_extended(&sql_body).map_err(|e| {
SidemanticError::Validation(format!(
"failed to parse SQL graph definitions: {e}"
))
})?;
top_level_parameters.extend(sql_parameters);
if let Some(frontmatter) = frontmatter {
let mut model = model_from_sql_frontmatter(frontmatter)?;
model.metrics.extend(sql_metrics);
model.segments.extend(sql_segments);
model.pre_aggregations.extend(sql_preaggs);
models.push(model);
} else {
top_level_metrics.extend(sql_metrics);
}
}
}
Ok(ParsedConfig {
models,
extends_map: HashMap::new(),
top_level_metrics,
top_level_parameters,
..Default::default()
})
}
/// Load a semantic graph from SQL content with metadata.
pub fn load_from_sql_string_with_metadata(content: &str) -> Result<LoadedGraphMetadata> {
let parsed = parse_sql_content(content)?;
let ParsedConfig {
models,
extends_map,
top_level_metrics,
top_level_parameters,
..
} = parsed;
let model_order: Vec<String> = models.iter().map(|model| model.name.clone()).collect();
let original_model_metrics: HashMap<String, Vec<String>> = models
.iter()
.map(|model| {
(
model.name.clone(),
model
.metrics
.iter()
.map(|metric| metric.name.clone())
.collect::<Vec<_>>(),
)
})
.collect();
let models_map = collect_unique_models(models)?;
let mut resolved_models = resolve_model_inheritance(models_map, &extends_map)?;
if !resolved_models.is_empty() && !top_level_metrics.is_empty() {
assign_top_level_metrics(&mut resolved_models, top_level_metrics.clone())?;
}
let mut graph = SemanticGraph::new();
add_resolved_models_in_order(&mut graph, resolved_models, &model_order)?;
for metric in top_level_metrics.iter().cloned() {
if graph.get_metric(&metric.name).is_none() {
graph.add_metric(metric)?;
}
}
for parameter in top_level_parameters {
graph.add_parameter(parameter)?;
}
let model_sources = model_order
.iter()
.map(|model_name| {
(
model_name.clone(),
LoadedModelSource {
source_format: "Sidemantic".to_string(),
source_file: None,
},
)
})
.collect();
Ok(LoadedGraphMetadata {
graph,
model_order,
top_level_metrics,
original_model_metrics,
model_sources,
})
}
/// Load all semantic model files from a directory into a semantic graph.
///
/// This function:
/// 1. Recursively finds all `.yml`/`.yaml`/`.sql` files
/// 2. Auto-detects only native Sidemantic YAML vs Cube YAML for YAML files
/// 3. Parses and collects all models
/// 4. Infers relationships from FK naming conventions
/// 5. Returns a unified SemanticGraph
///
/// External formats supported by the Python package (LookML, MetricFlow, Hex,
/// Rill, Malloy, and similar) must be converted to native YAML/SQL before using
/// the Rust runtime loader.
pub fn load_from_directory(dir: impl AsRef<Path>) -> Result<SemanticGraph> {
Ok(load_from_directory_with_metadata(dir)?.graph)
}
/// Load all YAML files from a directory into a semantic graph with metadata.
pub fn load_from_directory_with_metadata(dir: impl AsRef<Path>) -> Result<LoadedGraphMetadata> {
let dir = dir.as_ref();
if !dir.is_dir() {
return Err(SidemanticError::Validation(format!(
"Path is not a directory: {}",
dir.display()
)));
}
let mut all_models: HashMap<String, Model> = HashMap::new();
let mut all_extends_map: HashMap<String, String> = HashMap::new();
let mut all_top_level_metrics: Vec<Metric> = Vec::new();
let mut all_top_level_parameters: Vec<Parameter> = Vec::new();
let mut all_graph_metrics: Vec<Metric> = Vec::new();
let mut model_order: Vec<String> = Vec::new();
let mut model_sources: HashMap<String, LoadedModelSource> = HashMap::new();
// Models whose format declares relationships explicitly (e.g. OSI); these
// are excluded from foreign-key relationship inference.
let mut explicit_rel_models: HashSet<String> = HashSet::new();
let mut merged_graph_metadata: Option<serde_json::Value> = None;
// Recursively find and parse model files.
for entry in walkdir(dir)? {
let path = entry;
let ext = path
.extension()
.and_then(|e| e.to_str())
.map(str::to_ascii_lowercase);
match ext.as_deref() {
Some("yml") | Some("yaml") => {
let content = fs::read_to_string(&path).map_err(|e| {
SidemanticError::Validation(format!("Failed to read {}: {}", path.display(), e))
})?;
let format = detect_format(&content);
let parsed = parse_content(&content, format)?;
let source_format = format.source_label();
let source_file = path
.strip_prefix(dir)
.ok()
.map(|value| value.to_string_lossy().to_string());
let ParsedConfig {
models,
extends_map,
top_level_metrics,
top_level_parameters,
graph_metrics,
graph_metadata,
explicit_relationships,
} = parsed;
for model in models {
if all_models.contains_key(&model.name) {
return Err(SidemanticError::Validation(format!(
"Duplicate model '{}' found while loading directory",
model.name
)));
}
if explicit_relationships {
explicit_rel_models.insert(model.name.clone());
}
model_order.push(model.name.clone());
model_sources.insert(
model.name.clone(),
LoadedModelSource {
source_format: source_format.to_string(),
source_file: source_file.clone(),
},
);
all_models.insert(model.name.clone(), model);
}
all_extends_map.extend(extends_map);
all_top_level_metrics.extend(top_level_metrics);
all_top_level_parameters.extend(top_level_parameters);
all_graph_metrics.extend(graph_metrics);
merge_graph_metadata(&mut merged_graph_metadata, graph_metadata);
}
Some("sql") => {
let content = fs::read_to_string(&path).map_err(|e| {
SidemanticError::Validation(format!("Failed to read {}: {}", path.display(), e))
})?;
let parsed = parse_sql_content(&content)?;
let source_file = path
.strip_prefix(dir)
.ok()
.map(|value| value.to_string_lossy().to_string());
let ParsedConfig {
models,
extends_map,
top_level_metrics,
top_level_parameters,
..
} = parsed;
for model in models {
if all_models.contains_key(&model.name) {
return Err(SidemanticError::Validation(format!(
"Duplicate model '{}' found while loading directory",
model.name
)));
}
model_order.push(model.name.clone());
model_sources.insert(
model.name.clone(),
LoadedModelSource {
source_format: "Sidemantic".to_string(),
source_file: source_file.clone(),
},
);
all_models.insert(model.name.clone(), model);
}
all_extends_map.extend(extends_map);
all_top_level_metrics.extend(top_level_metrics);
all_top_level_parameters.extend(top_level_parameters);
}
_ => {}
}
}
let original_model_metrics: HashMap<String, Vec<String>> = all_models
.iter()
.map(|(model_name, model)| {
(
model_name.clone(),
model
.metrics
.iter()
.map(|metric| metric.name.clone())
.collect::<Vec<_>>(),
)
})
.collect();
// Infer relationships from FK naming conventions (skip formats that
// declare relationships explicitly, e.g. OSI).
infer_relationships(&mut all_models, &explicit_rel_models);
let mut resolved_models = resolve_model_inheritance(all_models, &all_extends_map)?;
if !resolved_models.is_empty() && !all_top_level_metrics.is_empty() {
assign_top_level_metrics(&mut resolved_models, all_top_level_metrics.clone())?;
}
// Build the graph
let mut graph = SemanticGraph::new();
add_resolved_models_in_order(&mut graph, resolved_models, &model_order)?;
for metric in all_top_level_metrics.iter().cloned() {
if graph.get_metric(&metric.name).is_none() {
graph.add_metric(metric)?;
}
}
register_graph_metrics(&mut graph, &all_graph_metrics)?;
for parameter in all_top_level_parameters {
graph.add_parameter(parameter)?;
}
if let Some(metadata) = merged_graph_metadata {
graph.set_metadata(metadata);
}
let mut reported_metrics = all_top_level_metrics;
reported_metrics.extend(all_graph_metrics);
Ok(LoadedGraphMetadata {
graph,
model_order,
top_level_metrics: reported_metrics,
original_model_metrics,
model_sources,
})
}
/// Merge an OSI `{ "osi": { ... } }` metadata payload into the accumulator,
/// concatenating `semantic_models` and keeping the first `version`/`ontology`.
fn merge_graph_metadata(acc: &mut Option<serde_json::Value>, incoming: Option<serde_json::Value>) {
let Some(incoming) = incoming else {
return;
};
match acc {
Some(existing) => deep_merge_json(existing, incoming),
None => *acc = Some(incoming),
}
}
/// Recursively merge `incoming` into `target`: objects merge, arrays append, and
/// scalars keep the existing (first-wins) value. This preserves OSI accumulation
/// (semantic_models arrays append, version/ontology keep first) while also merging
/// non-OSI payloads such as `metadata.snowflake` from Python `export-native` files.
fn deep_merge_json(target: &mut serde_json::Value, incoming: serde_json::Value) {
match (target, incoming) {
(serde_json::Value::Object(target_map), serde_json::Value::Object(incoming_map)) => {
for (key, value) in incoming_map {
match target_map.get_mut(&key) {
Some(existing) => deep_merge_json(existing, value),
None => {
target_map.insert(key, value);
}
}
}
}
(serde_json::Value::Array(target_arr), serde_json::Value::Array(incoming_arr)) => {
target_arr.extend(incoming_arr);
}
// Scalars (or type mismatches): keep the existing value.
_ => {}
}
}
/// Detect the config format from content
fn detect_format(content: &str) -> ConfigFormat {
// Check for Cube.js format markers
if content.contains("cubes:") {
return ConfigFormat::Cube;
}
// Check for OSI format markers
if content.contains("semantic_model:") || content.contains("ontology_mappings:") {
return ConfigFormat::Osi;
}
// Default to Sidemantic format
ConfigFormat::Sidemantic
}
/// Parse content based on detected format
fn parse_content(content: &str, format: ConfigFormat) -> Result<ParsedConfig> {
parse_content_with_extends(content, format)
}
fn yaml_mapping_get_str<'a>(mapping: &'a serde_yaml::Mapping, key: &str) -> Option<&'a str> {
mapping
.get(serde_yaml::Value::String(key.to_string()))
.and_then(serde_yaml::Value::as_str)
}
fn apply_embedded_sql_definitions(
content: &str,
models: &mut [Model],
top_level_metrics: &mut Vec<Metric>,
) -> Result<()> {
let root: serde_yaml::Value = serde_yaml::from_str(content)
.map_err(|e| SidemanticError::Validation(format!("YAML parse error: {e}")))?;
let Some(root_mapping) = root.as_mapping() else {
return Ok(());
};
if let Some(sql_metrics) = yaml_mapping_get_str(root_mapping, "sql_metrics") {
let (metrics, _) = parse_sql_definitions(sql_metrics).map_err(|e| {
SidemanticError::Validation(format!(
"Failed to parse top-level sql_metrics definitions: {e}"
))
})?;
top_level_metrics.extend(metrics);
}
if let Some(sql_segments) = yaml_mapping_get_str(root_mapping, "sql_segments") {
parse_sql_definitions(sql_segments).map_err(|e| {
SidemanticError::Validation(format!(
"Failed to parse top-level sql_segments definitions: {e}"
))
})?;
}
let model_lookup: HashMap<String, usize> = models
.iter()
.enumerate()
.map(|(index, model)| (model.name.clone(), index))
.collect();
let Some(model_entries) = root_mapping
.get(serde_yaml::Value::String("models".to_string()))
.and_then(serde_yaml::Value::as_sequence)
else {
return Ok(());
};
for model_entry in model_entries {
let Some(model_mapping) = model_entry.as_mapping() else {
continue;
};
let Some(model_name) = yaml_mapping_get_str(model_mapping, "name") else {
continue;
};
let Some(model_index) = model_lookup.get(model_name) else {
continue;
};
if let Some(sql_metrics) = yaml_mapping_get_str(model_mapping, "sql_metrics") {
let (metrics, _) = parse_sql_definitions(sql_metrics).map_err(|e| {
SidemanticError::Validation(format!(
"Failed to parse sql_metrics definitions for model '{model_name}': {e}"
))
})?;
models[*model_index].metrics.extend(metrics);
}
if let Some(sql_segments) = yaml_mapping_get_str(model_mapping, "sql_segments") {
let (_, segments) = parse_sql_definitions(sql_segments).map_err(|e| {
SidemanticError::Validation(format!(
"Failed to parse sql_segments definitions for model '{model_name}': {e}"
))
})?;
models[*model_index].segments.extend(segments);
}
}
Ok(())
}
fn substitute_env_vars(content: &str) -> String {
let brace_pattern = Regex::new(r"\$\{([^}]+)\}").expect("valid regex");
let substituted = brace_pattern.replace_all(content, |caps: ®ex::Captures<'_>| {
let var_expr = &caps[1];
if let Some((var_name, default_value)) = var_expr.split_once(":-") {
std::env::var(var_name).unwrap_or_else(|_| default_value.to_string())
} else {
std::env::var(var_expr).unwrap_or_else(|_| caps[0].to_string())
}
});
let simple_pattern = Regex::new(r"\$([A-Z_][A-Z0-9_]*)").expect("valid regex");
simple_pattern
.replace_all(&substituted, |caps: ®ex::Captures<'_>| {
let var_name = &caps[1];
std::env::var(var_name).unwrap_or_else(|_| caps[0].to_string())
})
.into_owned()
}
/// Parse content and return extends map for inheritance resolution
fn parse_content_with_extends(content: &str, format: ConfigFormat) -> Result<ParsedConfig> {
let content = substitute_env_vars(content);
match format {
ConfigFormat::Sidemantic => {
let config: SidemanticConfig = serde_yaml::from_str(&content)
.map_err(|e| SidemanticError::Validation(format!("YAML parse error: {e}")))?;
config.validate_contract()?;
let extends_map: HashMap<String, String> = config
.models
.iter()
.filter_map(|m| m.extends.as_ref().map(|e| (m.name.clone(), e.clone())))
.collect();
let graph_metadata = config.metadata.clone();
let (mut models, mut top_level_metrics, top_level_parameters) = config.into_parts()?;
apply_embedded_sql_definitions(&content, &mut models, &mut top_level_metrics)?;
Ok(ParsedConfig {
models,
extends_map,
top_level_metrics,
top_level_parameters,
graph_metadata,
..Default::default()
})
}
ConfigFormat::Cube => {
// Cube.js doesn't support extends in the same way
Ok(ParsedConfig {
models: CubeAdapter::new().parse_models(&content)?,
..Default::default()
})
}
ConfigFormat::Osi => {
let doc = OsiAdapter::new().parse_document(&content)?;
Ok(ParsedConfig {
models: doc.models,
top_level_parameters: doc.parameters,
graph_metrics: doc.graph_metrics,
graph_metadata: doc.metadata,
explicit_relationships: doc.explicit_relationships,
..Default::default()
})
}
}
}
/// Register graph-level metrics, then validate dependencies once all are present.
///
/// OSI documents may declare a derived/ratio metric before the graph metrics it
/// references; registering before validating keeps loading order-independent
/// while still rejecting genuinely missing references.
fn register_graph_metrics(graph: &mut SemanticGraph, metrics: &[Metric]) -> Result<()> {
for metric in metrics.iter().cloned() {
if graph.get_metric(&metric.name).is_none() {
graph.add_metric_unvalidated(metric)?;
}
}
for metric in metrics {
graph.validate_metric_dependencies(metric)?;
}
Ok(())
}
fn collect_unique_models(models: Vec<Model>) -> Result<HashMap<String, Model>> {
let mut map = HashMap::new();
for model in models {
if map.contains_key(&model.name) {
return Err(SidemanticError::Validation(format!(
"Duplicate model '{}' in config",
model.name
)));
}
map.insert(model.name.clone(), model);
}
Ok(map)
}
fn add_resolved_models_in_order(
graph: &mut SemanticGraph,
mut resolved_models: HashMap<String, Model>,
model_order: &[String],
) -> Result<()> {
for model_name in model_order {
if let Some(model) = resolved_models.remove(model_name) {
graph.add_model(model)?;
}
}
let mut remaining_models: Vec<(String, Model)> = resolved_models.into_iter().collect();
remaining_models.sort_by(|left, right| left.0.cmp(&right.0));
for (_, model) in remaining_models {
graph.add_model(model)?;
}
Ok(())
}
fn owners_from_dotted_reference(
reference: &str,
models: &HashMap<String, Model>,
) -> Option<String> {
let (model_name, _) = reference.split_once('.')?;
models
.contains_key(model_name)
.then(|| model_name.to_string())
}
fn owners_from_sql_fragment(
fragment: &str,
models: &HashMap<String, Model>,
) -> Result<HashSet<String>> {
let model_ref_regex = Regex::new(r"\b([A-Za-z_][A-Za-z0-9_]*)\.([A-Za-z_][A-Za-z0-9_]*)\b")
.map_err(|e| SidemanticError::Validation(format!("Invalid ownership regex: {e}")))?;
Ok(model_ref_regex
.captures_iter(fragment)
.filter_map(|captures| captures.get(1).map(|model_name| model_name.as_str()))
.filter(|model_name| models.contains_key(*model_name))
.map(ToString::to_string)
.collect())
}
fn model_owners_for_entity(
entity: Option<&str>,
models: &HashMap<String, Model>,
) -> HashSet<String> {
let Some(entity) = entity else {
return HashSet::new();
};
if let Some(owner) = owners_from_dotted_reference(entity, models) {
return HashSet::from([owner]);
}
models
.iter()
.filter(|(_, model)| {
model
.dimensions
.iter()
.any(|dimension| dimension.name == entity)
})
.map(|(model_name, _)| model_name.clone())
.collect()
}
fn metric_reference_strings(metric: &Metric) -> Vec<&str> {
let mut references = vec![
metric.sql.as_deref(),
metric.base_metric.as_deref(),
metric.numerator.as_deref(),
metric.denominator.as_deref(),
metric.entity.as_deref(),
metric.base_event.as_deref(),
metric.conversion_event.as_deref(),
metric.cohort_event.as_deref(),
metric.activity_event.as_deref(),
metric.having.as_deref(),
]
.into_iter()
.flatten()
.collect::<Vec<_>>();
if let Some(steps) = metric.steps.as_ref() {
references.extend(steps.iter().map(String::as_str));
}
if let Some(inner_metrics) = metric.inner_metrics.as_ref() {
references.extend(
inner_metrics
.iter()
.filter_map(|inner| inner.sql.as_deref()),
);
}
if let Some(entity_dimensions) = metric.entity_dimensions.as_ref() {
references.extend(entity_dimensions.iter().map(String::as_str));
}
references
}
fn resolve_metric_owners(
metric_name: &str,
top_level_metrics: &HashMap<String, Metric>,
models: &HashMap<String, Model>,
cache: &mut HashMap<String, HashSet<String>>,
visiting: &mut HashSet<String>,
) -> Result<HashSet<String>> {
if let Some(cached) = cache.get(metric_name) {
return Ok(cached.clone());
}
if !visiting.insert(metric_name.to_string()) {
return Ok(HashSet::new());
}
let metric = top_level_metrics.get(metric_name).ok_or_else(|| {
SidemanticError::Validation(format!(
"Top-level metric '{}' not found while resolving ownership",
metric_name
))
})?;
let existing_model_owners: HashSet<String> = models
.iter()
.filter_map(|(model_name, model)| {
if model.get_metric(metric_name).is_some() {
Some(model_name.clone())
} else {
None
}
})
.collect();
if existing_model_owners.len() == 1 {
visiting.remove(metric_name);
cache.insert(metric_name.to_string(), existing_model_owners.clone());
return Ok(existing_model_owners);
}
let deps = extract_dependencies(metric, None);
let mut owners = HashSet::new();
for dep in deps {
if let Some(owner) = owners_from_dotted_reference(&dep, models) {
owners.insert(owner);
continue;
}
if top_level_metrics.contains_key(&dep) {
owners.extend(resolve_metric_owners(
&dep,
top_level_metrics,
models,
cache,
visiting,
)?);
continue;
}
for (model_name, model) in models {
if model.get_metric(&dep).is_some() {
owners.insert(model_name.clone());
}
}
}
if owners.is_empty() {
for reference in metric_reference_strings(metric) {
if let Some(owner) = owners_from_dotted_reference(reference, models) {
owners.insert(owner);
}
owners.extend(owners_from_sql_fragment(reference, models)?);
}
}
if owners.is_empty() {
owners.extend(model_owners_for_entity(metric.entity.as_deref(), models));