Phase 1: Schema Engine Integration
Seamless Integration with ElixirML/DSPEx Core Systems
Executive Summary
The Schema Engine serves as the foundational integration layer for ElixirML/DSPEx, providing seamless interoperability between the Variable System, Resource Framework, and Process Orchestrator. This document outlines the integration patterns, APIs, and architectural decisions that enable the Schema Engine to act as the universal validation and transformation backbone.
Integration Architecture
System Integration Overview
Schema Engine Integration Architecture
├── Variable System Integration
│ ├── Variable Schema Validation
│ ├── Configuration Schema Generation
│ ├── Optimization Constraint Validation
│ └── Variable Space Schema Management
├── Resource Framework Integration
│ ├── Ash Resource Schema Binding
│ ├── Automatic Validation Integration
│ ├── Schema-Driven API Generation
│ └── Resource Lifecycle Schema Hooks
├── Process Orchestrator Integration
│ ├── Process State Schema Validation
│ ├── Message Schema Enforcement
│ ├── Pipeline Schema Coordination
│ └── Distributed Schema Synchronization
└── External System Integration
├── Sinter Core Integration
├── Database Schema Mapping
├── API Schema Generation
└── Third-Party Adapter Schemas
Variable System Integration
1. Variable Schema Validation
The Schema Engine provides comprehensive validation for all Variable System components:
defmodule ElixirML.Schema.Variable.Integration do
@moduledoc """
Integration layer between Schema Engine and Variable System.
Provides schema validation for all variable-related operations.
"""
# Schema for Variable definitions
defschema VariableDefinition do
field :name, :atom, required: true
field :type, :atom, required: true,
constraints: [in: [:float, :integer, :choice, :module, :composite]]
field :default, :union, types: [:string, :integer, :float, :atom, :map]
field :constraints, :map, default: %{}
field :description, :string
field :metadata, :map, default: %{}
field :optimization_hints, {:array, :atom}, default: []
validation :constraints_match_type do
case {field(:type), field(:constraints)} do
{:float, %{range: {min, max}}} ->
is_number(min) and is_number(max) and min < max
{:integer, %{range: {min, max}}} ->
is_integer(min) and is_integer(max) and min < max
{:choice, %{choices: choices}} ->
is_list(choices) and length(choices) > 0
{:module, %{modules: modules}} ->
is_list(modules) and Enum.all?(modules, &is_atom/1)
_ -> true
end
end
transform :normalize_constraints do
case field(:type) do
:float ->
update_field(:constraints, &Map.put_new(&1, :precision, 0.01))
:integer ->
update_field(:constraints, &Map.put_new(&1, :step, 1))
_ ->
identity()
end
end
end
# Schema for Variable Space
defschema VariableSpace do
field :id, :uuid, required: true
field :name, :string, required: true
field :variables, {:array, VariableDefinition}, required: true
field :dependencies, :map, default: %{}
field :constraints, {:array, :map}, default: []
field :metadata, :map, default: %{}
field :optimization_config, :map, default: %{}
validation :no_circular_dependencies do
deps = field(:dependencies)
ElixirML.Variable.Space.Utils.validate_acyclic(deps)
end
validation :all_dependency_targets_exist do
var_names = field(:variables) |> Enum.map(& &1.name) |> MapSet.new()
dep_targets = field(:dependencies) |> Map.values() |> List.flatten() |> MapSet.new()
MapSet.subset?(dep_targets, var_names)
end
end
# Schema for Variable Configuration
defschema VariableConfiguration do
field :variable_space_id, :uuid, required: true
field :configuration, :map, required: true
field :metadata, :map, default: %{}
field :created_at, :utc_datetime, required: true
field :created_by, :string
validation :configuration_matches_space do
# Validate that configuration keys match variable space variables
space = ElixirML.Variable.Space.get!(field(:variable_space_id))
var_names = Enum.map(space.variables, & &1.name) |> MapSet.new()
config_keys = Map.keys(field(:configuration)) |> MapSet.new()
MapSet.subset?(config_keys, var_names)
end
transform :validate_individual_values do
space = ElixirML.Variable.Space.get!(field(:variable_space_id))
config = field(:configuration)
validated_config = for {name, value} <- config, into: %{} do
variable = Enum.find(space.variables, &(&1.name == name))
{:ok, validated_value} = ElixirML.Variable.validate_value(variable, value)
{name, validated_value}
end
update_field(:configuration, fn _ -> validated_config end)
end
end
@doc "Validate a variable definition against its schema"
def validate_variable(variable) do
VariableDefinition.validate(variable)
end
@doc "Validate a variable space against its schema"
def validate_variable_space(space) do
VariableSpace.validate(space)
end
@doc "Validate a variable configuration against its schema and space"
def validate_configuration(config) do
VariableConfiguration.validate(config)
end
end
2. Schema-Driven Variable Generation
The Schema Engine can automatically generate Variable definitions from schemas:
defmodule ElixirML.Schema.Variable.Generator do
@moduledoc """
Generates Variable definitions from existing schemas.
Enables automatic variable extraction from program schemas.
"""
@doc "Extract variables from a schema definition"
def extract_variables(schema_module) do
schema_module.__schema__(:fields)
|> Enum.filter(&has_variable_metadata?/1)
|> Enum.map(&field_to_variable/1)
end
@doc "Generate variable space from multiple schemas"
def generate_variable_space(schemas, opts \\ []) do
variables = schemas
|> Enum.flat_map(&extract_variables/1)
|> Enum.uniq_by(& &1.name)
%ElixirML.Variable.Space{
id: Keyword.get(opts, :id, UUID.uuid4()),
name: Keyword.get(opts, :name, "Generated Variable Space"),
variables: variables,
dependencies: infer_dependencies(variables),
metadata: %{
generated_from: Enum.map(schemas, &to_string/1),
generated_at: DateTime.utc_now()
}
}
end
defp field_to_variable({name, type, opts}) do
%ElixirML.Variable{
name: name,
type: map_schema_type_to_variable_type(type),
default: Keyword.get(opts, :default),
constraints: extract_constraints(opts),
description: Keyword.get(opts, :description),
metadata: %{
source: :schema_generated,
original_type: type
}
}
end
defp map_schema_type_to_variable_type(:integer), do: :integer
defp map_schema_type_to_variable_type(:float), do: :float
defp map_schema_type_to_variable_type(:string), do: :choice
defp map_schema_type_to_variable_type(:atom), do: :choice
defp map_schema_type_to_variable_type(_), do: :composite
end
Resource Framework Integration
1. Ash Resource Schema Binding
The Schema Engine provides seamless integration with Ash Resources:
defmodule ElixirML.Schema.Resource.Integration do
@moduledoc """
Integration layer between Schema Engine and Ash Resource Framework.
Provides automatic schema validation for all resource operations.
"""
defmacro __using__(opts) do
quote do
use Ash.Resource, unquote(opts)
# Import schema integration macros
import ElixirML.Schema.Resource.Integration
# Register schema hooks
@before_compile ElixirML.Schema.Resource.Compiler
end
end
@doc "Define a schema-validated attribute"
defmacro schema_attribute(name, schema_module, opts \\ []) do
quote do
attribute unquote(name), :map, unquote(opts)
# Add schema validation
validate unquote(:"validate_#{name}") do
case unquote(schema_module).validate(attribute(unquote(name))) do
{:ok, _} -> :ok
{:error, errors} -> {:error, field: unquote(name), errors: errors}
end
end
# Add schema transformation
change unquote(:"transform_#{name}") do
case unquote(schema_module).transform(attribute(unquote(name))) do
{:ok, transformed} ->
change_attribute(unquote(name), transformed)
{:error, _} = error ->
error
end
end
end
end
@doc "Define a variable-enabled attribute"
defmacro variable_attribute(name, variable_def, opts \\ []) do
quote do
schema_attribute unquote(name), ElixirML.Schema.Variable.Configuration, unquote(opts)
# Register as variable
Module.put_attribute(__MODULE__, :variables, {unquote(name), unquote(variable_def)})
end
end
end
# Example usage in a resource
defmodule ElixirML.Resources.Program do
use ElixirML.Schema.Resource.Integration,
domain: ElixirML.Domain,
data_layer: AshPostgres.DataLayer
attributes do
uuid_primary_key :id
attribute :name, :string, allow_nil?: false
# Schema-validated attributes
schema_attribute :signature_config, ElixirML.Schemas.Program.SignatureConfig
schema_attribute :program_config, ElixirML.Schemas.Program.ProgramConfig
schema_attribute :performance_metrics, ElixirML.Schemas.Program.PerformanceMetrics
# Variable-enabled attributes
variable_attribute :temperature, ElixirML.Variable.float(:temperature, range: {0.0, 2.0})
variable_attribute :model_config, ElixirML.Variable.composite(:model_config, [
ElixirML.Variable.choice(:provider, [:openai, :anthropic, :groq]),
ElixirML.Variable.choice(:model, [:gpt4, :claude3, :llama2])
])
end
actions do
defaults [:create, :read, :update, :destroy]
create :create_with_validation do
accept [:name, :signature_config, :program_config]
# Automatic schema validation
change ElixirML.Schema.Resource.Changes.ValidateAll
end
end
end
2. Automatic API Schema Generation
The Schema Engine automatically generates API schemas for resources:
defmodule ElixirML.Schema.Resource.APIGenerator do
@moduledoc """
Generates API schemas (GraphQL, REST, etc.) from resource definitions.
"""
@doc "Generate GraphQL schema from resource"
def generate_graphql_schema(resource_module) do
fields = resource_module.__ash_schema__(:attributes)
|> Enum.map(&attribute_to_graphql_field/1)
"""
type #{resource_name(resource_module)} {
#{Enum.join(fields, "\n ")}
}
input #{resource_name(resource_module)}Input {
#{Enum.join(input_fields(fields), "\n ")}
}
"""
end
@doc "Generate OpenAPI schema from resource"
def generate_openapi_schema(resource_module) do
properties = resource_module.__ash_schema__(:attributes)
|> Enum.map(&attribute_to_openapi_property/1)
|> Map.new()
%{
type: "object",
properties: properties,
required: required_fields(resource_module)
}
end
defp attribute_to_graphql_field({name, type, opts}) do
graphql_type = map_to_graphql_type(type)
nullable = if Keyword.get(opts, :allow_nil?, true), do: "", else: "!"
"#{name}: #{graphql_type}#{nullable}"
end
defp map_to_graphql_type(:string), do: "String"
defp map_to_graphql_type(:integer), do: "Int"
defp map_to_graphql_type(:float), do: "Float"
defp map_to_graphql_type(:boolean), do: "Boolean"
defp map_to_graphql_type(:map), do: "JSON"
defp map_to_graphql_type(:uuid), do: "ID"
defp map_to_graphql_type(_), do: "JSON"
end
Process Orchestrator Integration
1. Process State Schema Validation
The Schema Engine validates all process state transitions:
defmodule ElixirML.Schema.Process.Integration do
@moduledoc """
Integration layer between Schema Engine and Process Orchestrator.
Provides schema validation for process states and messages.
"""
# Schema for process state
defschema ProcessState do
field :process_id, :uuid, required: true
field :process_type, :atom, required: true,
constraints: [in: [:program, :pipeline, :optimization, :evaluation]]
field :status, :atom, required: true,
constraints: [in: [:starting, :running, :paused, :completed, :failed]]
field :state_data, :map, default: %{}
field :metadata, :map, default: %{}
field :last_updated, :utc_datetime, required: true
field :version, :integer, required: true, constraints: [min: 1]
validation :state_data_matches_type do
case {field(:process_type), field(:state_data)} do
{:program, state} -> validate_program_state(state)
{:pipeline, state} -> validate_pipeline_state(state)
{:optimization, state} -> validate_optimization_state(state)
{:evaluation, state} -> validate_evaluation_state(state)
end
end
end
# Schema for process messages
defschema ProcessMessage do
field :from_process, :uuid, required: true
field :to_process, :uuid, required: true
field :message_type, :atom, required: true
field :payload, :map, required: true
field :correlation_id, :uuid
field :timestamp, :utc_datetime, required: true
field :priority, :integer, default: 5, constraints: [min: 1, max: 10]
validation :payload_matches_message_type do
case {field(:message_type), field(:payload)} do
{:execute, payload} -> validate_execute_payload(payload)
{:result, payload} -> validate_result_payload(payload)
{:error, payload} -> validate_error_payload(payload)
{:status_update, payload} -> validate_status_payload(payload)
_ -> true
end
end
end
# Schema for pipeline configuration
defschema PipelineConfiguration do
field :pipeline_id, :uuid, required: true
field :stages, {:array, :map}, required: true
field :connections, {:array, :map}, default: []
field :execution_strategy, :atom, default: :sequential,
constraints: [in: [:sequential, :parallel, :streaming, :distributed]]
field :error_handling, :atom, default: :stop,
constraints: [in: [:stop, :continue, :retry, :fallback]]
field :timeout_ms, :integer, default: 30_000, constraints: [min: 1000]
field :retry_config, :map, default: %{max_retries: 3, backoff: :exponential}
validation :stages_are_valid do
stages = field(:stages)
Enum.all?(stages, &validate_stage/1)
end
validation :connections_reference_valid_stages do
stages = field(:stages) |> Enum.map(& &1["id"]) |> MapSet.new()
connections = field(:connections)
Enum.all?(connections, fn conn ->
MapSet.member?(stages, conn["from"]) and
MapSet.member?(stages, conn["to"])
end)
end
end
@doc "Validate process state transition"
def validate_state_transition(from_state, to_state) do
with {:ok, _} <- ProcessState.validate(from_state),
{:ok, _} <- ProcessState.validate(to_state),
:ok <- validate_transition_rules(from_state.status, to_state.status) do
{:ok, to_state}
else
error -> error
end
end
@doc "Validate process message"
def validate_message(message) do
ProcessMessage.validate(message)
end
@doc "Validate pipeline configuration"
def validate_pipeline_config(config) do
PipelineConfiguration.validate(config)
end
defp validate_transition_rules(from_status, to_status) do
valid_transitions = %{
:starting => [:running, :failed],
:running => [:paused, :completed, :failed],
:paused => [:running, :completed, :failed],
:completed => [],
:failed => [:starting]
}
allowed = Map.get(valid_transitions, from_status, [])
if to_status in allowed do
:ok
else
{:error, "Invalid state transition from #{from_status} to #{to_status}"}
end
end
end
2. Distributed Schema Synchronization
The Schema Engine ensures schema consistency across distributed processes:
defmodule ElixirML.Schema.Process.Distributed do
@moduledoc """
Handles schema synchronization across distributed processes.
"""
use GenServer
defstruct [
:node_schemas,
:schema_versions,
:sync_interval,
:conflict_resolution
]
def start_link(opts) do
GenServer.start_link(__MODULE__, opts, name: __MODULE__)
end
@doc "Synchronize schema across all nodes"
def sync_schemas() do
GenServer.call(__MODULE__, :sync_schemas)
end
@doc "Register a schema update"
def register_schema_update(schema_module, version) do
GenServer.cast(__MODULE__, {:schema_update, schema_module, version, node()})
end
@impl true
def init(opts) do
state = %__MODULE__{
node_schemas: %{},
schema_versions: %{},
sync_interval: Keyword.get(opts, :sync_interval, 30_000),
conflict_resolution: Keyword.get(opts, :conflict_resolution, :latest_wins)
}
# Start periodic sync
:timer.send_interval(state.sync_interval, :sync_tick)
{:ok, state}
end
@impl true
def handle_call(:sync_schemas, _from, state) do
case perform_sync(state) do
{:ok, new_state} -> {:reply, :ok, new_state}
{:error, reason} -> {:reply, {:error, reason}, state}
end
end
@impl true
def handle_cast({:schema_update, schema_module, version, node}, state) do
new_state = %{state |
node_schemas: Map.put(state.node_schemas, {node, schema_module}, version),
schema_versions: Map.update(state.schema_versions, schema_module,
%{node => version}, &Map.put(&1, node, version))
}
{:noreply, new_state}
end
@impl true
def handle_info(:sync_tick, state) do
case perform_sync(state) do
{:ok, new_state} -> {:noreply, new_state}
{:error, _reason} -> {:noreply, state}
end
end
defp perform_sync(state) do
# Get all connected nodes
nodes = [node() | Node.list()]
# Collect schema versions from all nodes
schema_versions = for node <- nodes, node != node() do
case :rpc.call(node, __MODULE__, :get_local_schemas, []) do
{:badrpc, _} -> {node, %{}}
schemas -> {node, schemas}
end
end
# Resolve conflicts and update schemas
resolved_schemas = resolve_schema_conflicts(schema_versions, state.conflict_resolution)
# Apply updates
for {schema_module, target_version} <- resolved_schemas do
apply_schema_update(schema_module, target_version)
end
{:ok, state}
end
def get_local_schemas() do
# Return local schema versions
ElixirML.Schema.Registry.get_all_versions()
end
defp resolve_schema_conflicts(node_schemas, :latest_wins) do
# Simple conflict resolution: use the latest version
node_schemas
|> Enum.flat_map(fn {_node, schemas} -> schemas end)
|> Enum.group_by(fn {schema, _version} -> schema end)
|> Enum.map(fn {schema, versions} ->
latest_version = versions |> Enum.map(&elem(&1, 1)) |> Enum.max()
{schema, latest_version}
end)
end
defp apply_schema_update(schema_module, version) do
# Apply schema update if needed
current_version = ElixirML.Schema.Registry.get_version(schema_module)
if version > current_version do
ElixirML.Schema.Registry.update_schema(schema_module, version)
end
end
end
External System Integration
1. Sinter Core Integration
Deep integration with Sinter for advanced schema capabilities:
defmodule ElixirML.Schema.Sinter.Integration do
@moduledoc """
Deep integration with Sinter for advanced schema capabilities.
"""
@doc "Create a Sinter schema from ElixirML schema definition"
def to_sinter_schema(schema_module) do
fields = schema_module.__schema__(:fields)
validations = schema_module.__schema__(:validations)
transforms = schema_module.__schema__(:transforms)
Sinter.Schema.new()
|> add_fields(fields)
|> add_validations(validations)
|> add_transforms(transforms)
end
@doc "Create ElixirML schema from Sinter schema"
def from_sinter_schema(sinter_schema, module_name) do
quote do
defmodule unquote(module_name) do
use ElixirML.Schema
unquote(generate_fields(sinter_schema))
unquote(generate_validations(sinter_schema))
unquote(generate_transforms(sinter_schema))
end
end
end
@doc "Validate data using Sinter backend"
def validate_with_sinter(data, schema_module) do
sinter_schema = to_sinter_schema(schema_module)
Sinter.validate(data, sinter_schema)
end
@doc "Transform data using Sinter backend"
def transform_with_sinter(data, schema_module) do
sinter_schema = to_sinter_schema(schema_module)
Sinter.transform(data, sinter_schema)
end
defp add_fields(sinter_schema, fields) do
Enum.reduce(fields, sinter_schema, fn {name, type, opts}, schema ->
Sinter.Schema.add_field(schema, name, type, opts)
end)
end
defp add_validations(sinter_schema, validations) do
Enum.reduce(validations, sinter_schema, fn {name, validation_fn}, schema ->
Sinter.Schema.add_validation(schema, name, validation_fn)
end)
end
defp add_transforms(sinter_schema, transforms) do
Enum.reduce(transforms, sinter_schema, fn {name, transform_fn}, schema ->
Sinter.Schema.add_transform(schema, name, transform_fn)
end)
end
end
2. Database Schema Mapping
Automatic database schema generation and synchronization:
defmodule ElixirML.Schema.Database.Integration do
@moduledoc """
Automatic database schema generation and synchronization.
"""
@doc "Generate Ecto migration from ElixirML schema"
def generate_migration(schema_module, table_name) do
fields = schema_module.__schema__(:fields)
migration_content = """
defmodule #{migration_module_name(schema_module)} do
use Ecto.Migration
def change do
create table(:#{table_name}) do
#{generate_field_definitions(fields)}
timestamps()
end
#{generate_indexes(fields)}
end
end
"""
migration_content
end
@doc "Sync ElixirML schema with database table"
def sync_with_database(schema_module, table_name, repo) do
# Get current table structure
current_columns = get_table_columns(table_name, repo)
# Get expected structure from schema
expected_columns = schema_to_columns(schema_module)
# Generate ALTER statements
alter_statements = diff_columns(current_columns, expected_columns)
# Execute alterations
Enum.each(alter_statements, &execute_alter_statement(&1, repo))
end
defp generate_field_definitions(fields) do
fields
|> Enum.map(&field_to_column_definition/1)
|> Enum.join("\n ")
end
defp field_to_column_definition({name, type, opts}) do
column_type = map_to_ecto_type(type)
null_constraint = if Keyword.get(opts, :required, false), do: ", null: false", else: ""
default_value = case Keyword.get(opts, :default) do
nil -> ""
value -> ", default: #{inspect(value)}"
end
"add :#{name}, :#{column_type}#{null_constraint}#{default_value}"
end
defp map_to_ecto_type(:string), do: :string
defp map_to_ecto_type(:integer), do: :integer
defp map_to_ecto_type(:float), do: :float
defp map_to_ecto_type(:boolean), do: :boolean
defp map_to_ecto_type(:map), do: :map
defp map_to_ecto_type(:uuid), do: :uuid
defp map_to_ecto_type(:utc_datetime), do: :utc_datetime
defp map_to_ecto_type(_), do: :text
end
Integration Testing Framework
1. Cross-System Integration Tests
defmodule ElixirML.Schema.Integration.Test do
@moduledoc """
Comprehensive integration testing framework for Schema Engine integrations.
"""
use ExUnit.Case
describe "Variable System Integration" do
test "schema validates variable definitions" do
variable_def = %{
name: :temperature,
type: :float,
default: 0.7,
constraints: %{range: {0.0, 2.0}}
}
assert {:ok, _} = ElixirML.Schema.Variable.Integration.validate_variable(variable_def)
end
test "schema generates variables from program schemas" do
variables = ElixirML.Schema.Variable.Generator.extract_variables(TestProgramSchema)
assert length(variables) > 0
assert Enum.any?(variables, &(&1.name == :temperature))
end
end
describe "Resource Framework Integration" do
test "schema-validated attributes work in resources" do
{:ok, program} = TestProgram.create(%{
name: "Test Program",
signature_config: %{input: "string", output: "string"},
program_config: %{temperature: 0.7}
})
assert program.name == "Test Program"
assert program.signature_config.input == "string"
end
test "automatic API schema generation works" do
schema = ElixirML.Schema.Resource.APIGenerator.generate_graphql_schema(TestProgram)
assert schema =~ "type TestProgram"
assert schema =~ "name: String!"
end
end
describe "Process Orchestrator Integration" do
test "process state validation works" do
state = %{
process_id: UUID.uuid4(),
process_type: :program,
status: :running,
state_data: %{},
last_updated: DateTime.utc_now(),
version: 1
}
assert {:ok, _} = ElixirML.Schema.Process.Integration.ProcessState.validate(state)
end
test "process message validation works" do
message = %{
from_process: UUID.uuid4(),
to_process: UUID.uuid4(),
message_type: :execute,
payload: %{input: "test"},
timestamp: DateTime.utc_now()
}
assert {:ok, _} = ElixirML.Schema.Process.Integration.ProcessMessage.validate(message)
end
end
end
Performance Optimization
1. Schema Compilation Optimization
defmodule ElixirML.Schema.Integration.Performance do
@moduledoc """
Performance optimizations for schema integrations.
"""
@doc "Precompile all integration schemas"
def precompile_schemas() do
schemas = [
ElixirML.Schema.Variable.Integration.VariableDefinition,
ElixirML.Schema.Variable.Integration.VariableSpace,
ElixirML.Schema.Variable.Integration.VariableConfiguration,
ElixirML.Schema.Process.Integration.ProcessState,
ElixirML.Schema.Process.Integration.ProcessMessage,
ElixirML.Schema.Process.Integration.PipelineConfiguration
]
Enum.each(schemas, &precompile_schema/1)
end
@doc "Cache schema validation functions"
def cache_validation_functions() do
# Create ETS table for cached validation functions
:ets.new(:schema_validation_cache, [:named_table, :public, :set])
# Pre-cache common validations
common_schemas = get_common_schemas()
Enum.each(common_schemas, &cache_schema_validation/1)
end
defp precompile_schema(schema_module) do
# Force compilation of validation and transformation functions
schema_module.__schema__(:validate_compiled)
schema_module.__schema__(:transform_compiled)
end
defp cache_schema_validation(schema_module) do
validation_fn = &schema_module.validate/1
:ets.insert(:schema_validation_cache, {schema_module, validation_fn})
end
defp get_common_schemas() do
[
ElixirML.Schema.Variable.Integration.VariableDefinition,
ElixirML.Schema.Process.Integration.ProcessState,
ElixirML.Schema.Process.Integration.ProcessMessage
]
end
end
Monitoring and Observability
1. Integration Metrics
defmodule ElixirML.Schema.Integration.Telemetry do
@moduledoc """
Telemetry and monitoring for schema integrations.
"""
@doc "Emit schema validation metrics"
def emit_validation_metrics(schema_module, validation_time, result) do
:telemetry.execute(
[:elixir_ml, :schema, :validation],
%{duration: validation_time},
%{
schema: schema_module,
result: result,
node: node()
}
)
end
@doc "Emit integration performance metrics"
def emit_integration_metrics(integration_type, operation, duration) do
:telemetry.execute(
[:elixir_ml, :schema, :integration],
%{duration: duration},
%{
integration_type: integration_type,
operation: operation,
node: node()
}
)
end
@doc "Setup telemetry handlers for schema integration monitoring"
def setup_telemetry_handlers() do
handlers = [
{
[:elixir_ml, :schema, :validation],
&handle_validation_event/4,
[]
},
{
[:elixir_ml, :schema, :integration],
&handle_integration_event/4,
[]
}
]
Enum.each(handlers, fn {event, handler, config} ->
:telemetry.attach("elixir_ml_schema_#{:erlang.phash2(event)}", event, handler, config)
end)
end
defp handle_validation_event(_event, measurements, metadata, _config) do
# Log validation performance
Logger.debug("Schema validation completed",
schema: metadata.schema,
duration: measurements.duration,
result: metadata.result
)
# Update metrics
:prometheus_histogram.observe(
:schema_validation_duration_seconds,
[schema: metadata.schema],
measurements.duration / 1000
)
end
defp handle_integration_event(_event, measurements, metadata, _config) do
# Log integration performance
Logger.debug("Schema integration operation completed",
integration_type: metadata.integration_type,
operation: metadata.operation,
duration: measurements.duration
)
# Update metrics
:prometheus_histogram.observe(
:schema_integration_duration_seconds,
[type: metadata.integration_type, operation: metadata.operation],
measurements.duration / 1000
)
end
end
Summary
The Schema Engine Integration provides seamless interoperability between all ElixirML/DSPEx core systems through:
- Variable System Integration: Comprehensive validation and generation of variable definitions
- Resource Framework Integration: Automatic schema validation for Ash resources and API generation
- Process Orchestrator Integration: Process state and message validation with distributed synchronization
- External System Integration: Deep Sinter integration and database schema mapping
- Performance Optimization: Schema compilation and validation caching
- Monitoring: Comprehensive telemetry and observability
This integration layer ensures that the Schema Engine acts as the universal validation and transformation backbone, enabling type safety and consistency across the entire ElixirML/DSPEx system while maintaining high performance and developer productivity.