Python runtime core for NemoIR — execute compiled agent workflows as structured state machines with tool orchestration, policy enforcement, model-backed stage execution, and live event streaming.
Project description
NemoIR Runtime
Python runtime core for NemoIR — an LLVM-inspired compiler stack for agentic workflows.
Executes compiled agent workflows as structured state machines with tool orchestration, policy enforcement, model-backed stage execution (via LiteLLM), and live event streaming.
Features
- Workflow runtime — state-machine execution with stage ordering, read/write resolution, transition selection, and run limits.
- Tool framework — capability-based tool registration, catalog-driven parameter validation, and policy-gated invocation (
fs.read,fs.write,user.confirm,os.shell,user.elicit). - Policy engine — deny and before-policies with expression evaluation (e.g., path containment guards).
- Model integration —
ModelStageExecutorwith LiteLLM adapter, structured output enforcement, tool-call loop,ModelRouterfor per-stage model routing, and optional streaming viaModelStreamingAdapter. - Live event streaming —
WorkflowRuntime.stream()/ generatedAgent.stream()async iterator emittingWorkflowEventvalues (run lifecycle, model deltas, tool calls, policy decisions) for UIs, debugging, and observability. - Compiler backend target — generated workflow-specific Python packages consume this runtime; see
nemoir-backend-pythonin the main NemoIR repo.
Install
pip install nemoir-runtime
Quick start
import asyncio
from pathlib import Path
from nemoir_runtime import WorkflowRuntime, WorkflowManifest, Tool, ToolContext, ToolRegistry
# Define tools
async def read_file(*, path: Path, ctx: ToolContext) -> str:
return Path(path).read_text()
tools = ToolRegistry([
Tool(name="read_file", capability="fs.read", description="Read a file",
input_schema={"path": Path}, handler=read_file),
])
# Load a manifest (typically generated by the NemoIR compiler)
manifest = WorkflowManifest(...)
runtime = WorkflowRuntime(manifest=manifest, tools=tools, stage_executor=my_executor)
result = await runtime.run({"task": "analyze code"})
print(result.output)
See the NemoIR project for the full compiler workflow (DSL → IR → generated package).
Official tools
nemoir-runtime ships with official, importable Tool implementations for every
capability in the catalog. Import exactly the tools you need:
from nemoir_runtime import ToolRegistry
from nemoir_runtime.official_tools import (
ask_user,
confirm_user,
edit_file,
read_file,
run_shell,
write_file,
)
tools = ToolRegistry([read_file, write_file, edit_file, run_shell, ask_user, confirm_user])
Pick a subset if you don't need every capability:
tools = ToolRegistry([read_file, edit_file, run_shell])
Policy boundary
Official tools validate inputs and perform the operation. They do not enforce workflow policy — path containment, write confirmation, shell allowlists, and similar authorization remain owned by NemoIR policies.
The user.elicit and user.confirm tools use the console and will raise on
non-interactive environments. Provide your own tool implementations for such
deployments.
Requirements
- Python ≥ 3.11
- LiteLLM ≥ 1.0.0 (for
LiteLLMModelAdapter; customModelAdapterimplementations can avoid this dependency)
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