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from __future__ import annotations
import argparse
import json
from collections.abc import Mapping, Sequence
from pathlib import Path
from typing import TYPE_CHECKING, Any, NoReturn
from .candidate import (
CANDIDATE_CHECKPOINT_SHA256,
CANDIDATE_MANIFEST_SHA256,
candidate_identity,
)
if TYPE_CHECKING:
from .inference import InferenceOutcome
from .schema import ToolDeclaration
_DEFAULT_MAX_NEW_TOKENS = 192
_RESULT_SCHEMA_VERSION = "barunaction-inference-result-v1"
class CLIError(ValueError):
def __init__(self, code: str, message: str) -> None:
super().__init__(message)
self.code = code
self.message = message
_DEMO_TOOL_SCHEMAS: tuple[dict[str, Any], ...] = (
{
"additional_arguments": False,
"arguments": {
"body": {"description": "Message body.", "type": "string"},
"to": {"description": "Recipient name.", "type": "string"},
},
"description": "Propose a message for an external client.",
"name": "send_message",
"required": ["to", "body"],
"side_effecting": True,
},
)
_DEMO_VALID_OUTPUT = (
'{"calls":[{"args":{"body":"This is an in-memory demo only.","to":"Ada"},'
'"tool":"send_message"}],"decision":"CALL","mode":"SINGLE"}'
)
_DEMO_INVALID_OUTPUT = '```json\n{"decision":"ABSTAIN"}\n```'
def _reject_pairs(pairs: list[tuple[str, Any]]) -> dict[str, Any]:
output: dict[str, Any] = {}
for key, value in pairs:
if key in output:
raise CLIError("duplicate_key", f"duplicate JSON key {key!r}")
output[key] = value
return output
def _reject_constant(value: str) -> NoReturn:
raise CLIError("non_finite_number", f"non-finite JSON value {value!r}")
def _load_json(path: str | Path) -> Any:
source = Path(path)
try:
return json.loads(
source.read_text(encoding="utf-8"),
object_pairs_hook=_reject_pairs,
parse_constant=_reject_constant,
)
except CLIError:
raise
except (OSError, UnicodeError, json.JSONDecodeError) as error:
raise CLIError("invalid_json_file", f"cannot read strict JSON from {source}") from error
def _hashes(path: Path | None) -> Mapping[str, str]:
if path is None:
return CANDIDATE_CHECKPOINT_SHA256
value = _load_json(path)
if not isinstance(value, Mapping):
raise CLIError("invalid_hashes", "checkpoint hash file must be a JSON object")
if "file_sha256" in value:
value = value["file_sha256"]
if not isinstance(value, Mapping):
raise CLIError("invalid_hashes", "file_sha256 must be a JSON object")
hashes = {str(name): str(digest) for name, digest in value.items()}
return hashes
def _read_text(value: str | None, path: Path | None, *, name: str) -> str:
if (value is None) == (path is None):
raise CLIError("ambiguous_input", f"provide exactly one --{name} or --{name}-file")
if value is not None:
return value
assert path is not None
try:
return path.read_text(encoding="utf-8")
except (OSError, UnicodeError) as error:
raise CLIError("invalid_text_file", f"cannot read UTF-8 text from {path}") from error
def _print(payload: Mapping[str, Any]) -> None:
print(
json.dumps(
payload,
ensure_ascii=False,
allow_nan=False,
indent=2,
sort_keys=True,
)
)
def _write_report(path: Path, payload: Mapping[str, Any]) -> None:
if path.exists():
raise CLIError("refuse_overwrite", f"refusing to overwrite report: {path}")
path.parent.mkdir(parents=True, exist_ok=True)
path.write_text(
json.dumps(
payload,
ensure_ascii=False,
allow_nan=False,
indent=2,
sort_keys=True,
)
+ "\n",
encoding="utf-8",
)
def _verify(args: argparse.Namespace) -> int:
from barunlm.evaluation.generation import verify_checkpoint
hashes = verify_checkpoint(args.checkpoint, expected_sha256=_hashes(args.checkpoint_hashes))
candidate_id, candidate_run_id = candidate_identity(hashes)
_print(
{
"checkpoint": str(args.checkpoint.resolve()),
"checkpoint_sha256": hashes,
"candidate_id": candidate_id,
"candidate_run_id": candidate_run_id,
"manifest_sha256": (CANDIDATE_MANIFEST_SHA256 if candidate_id is not None else None),
"ok": True,
}
)
return 0
def _infer(args: argparse.Namespace) -> int:
from .inference import BarunActionCompiler
if args.checkpoint_format == "int8" and args.checkpoint_hashes is not None:
raise CLIError(
"conflicting_checkpoint_identity",
"--checkpoint-hashes is valid only with --checkpoint-format float",
)
expected_sha256 = _hashes(args.checkpoint_hashes) if args.checkpoint_format == "float" else None
compiler = BarunActionCompiler(
args.checkpoint,
expected_sha256=expected_sha256,
checkpoint_format=args.checkpoint_format,
expected_int8_manifest_sha256=args.int8_manifest_sha256,
device=args.device,
)
outcome = compiler.infer(
request=_read_text(args.request, args.request_file, name="request"),
tool_schemas=_load_json(args.tools),
context=_load_json(args.context),
now=args.now,
max_new_tokens=args.max_new_tokens,
)
_print(outcome.to_dict())
return 0 if outcome.ok else 2
def _export_int8(args: argparse.Namespace) -> int:
from barunlm.quantization import export_dynamic_int8_checkpoint
info = export_dynamic_int8_checkpoint(
args.source_checkpoint,
args.output,
expected_source_sha256=_hashes(args.source_hashes),
qengine=args.qengine,
)
_print({"ok": True, "quantized_checkpoint": info.to_dict()})
return 0
def _verify_int8(args: argparse.Namespace) -> int:
from barunlm.quantization import verify_int8_checkpoint
info = verify_int8_checkpoint(
args.checkpoint,
expected_manifest_sha256=args.manifest_sha256,
)
_print({"ok": True, "quantized_checkpoint": info.to_dict()})
return 0
def _smoke_int8(args: argparse.Namespace) -> int:
from .quantization import compare_int8_action_ir, parse_int8_smoke_cases
cases = parse_int8_smoke_cases(_load_json(args.cases))
report = compare_int8_action_ir(
float_checkpoint=args.source_checkpoint,
expected_float_sha256=_hashes(args.source_hashes),
int8_checkpoint=args.int8_checkpoint,
expected_int8_manifest_sha256=args.manifest_sha256,
cases=cases,
max_new_tokens=args.max_new_tokens,
)
if args.report is not None:
_write_report(args.report, report)
_print(report)
return 0 if report["all_action_ir_exact"] else 2
def _validated_output(
args: argparse.Namespace,
) -> tuple[tuple[ToolDeclaration, ...], InferenceOutcome]:
from .inference import validate_action_output
from .schema import parse_tool_declarations
declarations = parse_tool_declarations(_load_json(args.tools))
raw_output = _read_text(args.output, args.output_file, name="output")
return declarations, validate_action_output(
raw_output,
declarations=declarations,
checkpoint_sha256={},
)
def _validate_output(args: argparse.Namespace) -> int:
_, outcome = _validated_output(args)
_print(outcome.to_dict())
return 0 if outcome.ok else 2
def _simulate_output(args: argparse.Namespace) -> int:
from .simulator import simulate_action
declarations, outcome = _validated_output(args)
simulation = None
if outcome.action is not None:
simulation = simulate_action(
outcome.action,
declarations=declarations,
externally_authorized=args.authorize_sandbox,
externally_confirmed=args.confirm_sandbox,
).to_dict()
_print(
{
"inference": outcome.to_dict(),
"ok": outcome.ok,
"simulation": simulation,
}
)
return 0 if outcome.ok else 2
def _demo(_: argparse.Namespace) -> int:
"""Run a deterministic, weight-free validation and sandbox demonstration."""
from .inference import validate_action_output
from .schema import parse_tool_declarations
from .simulator import simulate_action
declarations = parse_tool_declarations(_DEMO_TOOL_SCHEMAS)
accepted = validate_action_output(
_DEMO_VALID_OUTPUT,
declarations=declarations,
checkpoint_sha256={},
)
rejected = validate_action_output(
_DEMO_INVALID_OUTPUT,
declarations=declarations,
checkpoint_sha256={},
)
if accepted.action is None or accepted.policy is None or rejected.error is None:
raise RuntimeError("built-in demo contract is internally inconsistent")
simulation = simulate_action(accepted.action, declarations=declarations)
_print(
{
"checkpoint_required": False,
"demo_schema_version": "barunaction-weight-free-demo-v1",
"execution_permitted": accepted.policy.execution_permitted,
"external_side_effects": simulation.external_side_effects,
"in_memory_only": True,
"model_loaded": False,
"network_required": False,
"proposal": accepted.to_dict(),
"simulation": simulation.to_dict(),
"strict_validation": {
"invalid_example_accepted": rejected.ok,
"invalid_example_error": rejected.error.to_dict(),
"valid_example_accepted": accepted.ok,
},
}
)
return 0
def _download(args: argparse.Namespace) -> int:
from .hub import HubDownloadError, download_candidate_checkpoint
try:
downloaded = download_candidate_checkpoint(args.output)
except HubDownloadError as error:
raise CLIError("download_error", str(error)) from error
_print({"download": downloaded.to_dict(), "ok": True})
return 0
def _score_mobile(args: argparse.Namespace) -> int:
if args.output.exists():
raise CLIError("refuse_overwrite", f"refusing to overwrite score output: {args.output}")
from barunlm.evaluation.mobile_actions import MobileActionsScoreError, write_scores
try:
paths = write_scores(args.manifest, args.predictions, args.output)
except FileExistsError as error:
raise CLIError(
"refuse_overwrite", f"refusing to overwrite score output: {args.output}"
) from error
except MobileActionsScoreError as error:
raise CLIError("mobile_score_error", str(error)) from error
except OSError as error:
raise CLIError("mobile_score_io_error", "cannot read or write score artifacts") from error
_print(
{
"aggregate": str(paths["aggregate"].resolve()),
"manifest": str(args.manifest.resolve()),
"ok": True,
"output": str(args.output.resolve()),
"predictions": str(args.predictions.resolve()),
"samples": str(paths["samples"].resolve()),
}
)
return 0
def _add_text_source(parser: argparse.ArgumentParser, name: str) -> None:
group = parser.add_mutually_exclusive_group(required=True)
group.add_argument(f"--{name}")
group.add_argument(f"--{name}-file", type=Path)
def build_parser() -> argparse.ArgumentParser:
parser = argparse.ArgumentParser(
prog="barunaction",
description="Verified local BarunAction-35M proposal inference; never executes real tools.",
)
subparsers = parser.add_subparsers(dest="command", required=True)
demo = subparsers.add_parser(
"demo",
help="run a weight-free strict-validation and in-memory-only safety demo",
)
demo.set_defaults(func=_demo)
download = subparsers.add_parser(
"download",
help="download and verify the immutable public candidate-v2 checkpoint",
)
download.add_argument(
"--output",
type=Path,
required=True,
help="new destination directory; existing paths are refused",
)
download.set_defaults(func=_download)
verify = subparsers.add_parser(
"verify", help="verify an immutable checkpoint without inference"
)
verify.add_argument("--checkpoint", type=Path, required=True)
verify.add_argument("--checkpoint-hashes", type=Path)
verify.set_defaults(func=_verify)
infer = subparsers.add_parser("infer", help="run deterministic local proposal inference")
infer.add_argument("--checkpoint", type=Path, required=True)
infer.add_argument("--checkpoint-format", choices=("float", "int8"), default="float")
infer.add_argument("--checkpoint-hashes", type=Path)
infer.add_argument("--int8-manifest-sha256")
infer.add_argument("--tools", type=Path, required=True)
infer.add_argument("--context", type=Path, required=True)
infer.add_argument("--now", required=True)
infer.add_argument("--device", choices=("cpu", "cuda"), default="cpu")
infer.add_argument("--max-new-tokens", type=int, default=_DEFAULT_MAX_NEW_TOKENS)
_add_text_source(infer, "request")
infer.set_defaults(func=_infer)
export_int8 = subparsers.add_parser(
"export-int8",
help="export a new explicitly pinned CPU dynamic-int8 checkpoint",
)
export_int8.add_argument("--source-checkpoint", type=Path, required=True)
export_int8.add_argument("--source-hashes", type=Path, required=True)
export_int8.add_argument("--output", type=Path, required=True)
export_int8.add_argument("--qengine", required=True)
export_int8.set_defaults(func=_export_int8)
verify_int8 = subparsers.add_parser(
"verify-int8",
help="verify a CPU dynamic-int8 checkpoint without loading weights",
)
verify_int8.add_argument("--checkpoint", type=Path, required=True)
verify_int8.add_argument("--manifest-sha256", required=True)
verify_int8.set_defaults(func=_verify_int8)
smoke_int8 = subparsers.add_parser(
"smoke-int8",
help="compare float and int8 outputs against expected exact Action IR",
)
smoke_int8.add_argument("--source-checkpoint", type=Path, required=True)
smoke_int8.add_argument("--source-hashes", type=Path, required=True)
smoke_int8.add_argument("--int8-checkpoint", type=Path, required=True)
smoke_int8.add_argument("--manifest-sha256", required=True)
smoke_int8.add_argument("--cases", type=Path, required=True)
smoke_int8.add_argument("--max-new-tokens", type=int, default=_DEFAULT_MAX_NEW_TOKENS)
smoke_int8.add_argument("--report", type=Path)
smoke_int8.set_defaults(func=_smoke_int8)
validate = subparsers.add_parser(
"validate-output", help="strictly validate an existing model output"
)
validate.add_argument("--tools", type=Path, required=True)
_add_text_source(validate, "output")
validate.set_defaults(func=_validate_output)
simulate = subparsers.add_parser(
"simulate-output", help="validate and apply an output only to an in-memory call log"
)
simulate.add_argument("--tools", type=Path, required=True)
simulate.add_argument("--authorize-sandbox", action="store_true")
simulate.add_argument("--confirm-sandbox", action="store_true")
_add_text_source(simulate, "output")
simulate.set_defaults(func=_simulate_output)
score_mobile = subparsers.add_parser(
"score-mobile",
help="strictly score existing Mobile Actions predictions without model inference",
)
score_mobile.add_argument("--manifest", type=Path, required=True)
score_mobile.add_argument("--predictions", type=Path, required=True)
score_mobile.add_argument(
"--output",
type=Path,
required=True,
help="new score directory; existing paths are refused",
)
score_mobile.set_defaults(func=_score_mobile)
return parser
def main(argv: Sequence[str] | None = None) -> int:
args = build_parser().parse_args(argv)
try:
return int(args.func(args))
except CLIError as error:
_print(
{
"error": {
"code": error.code,
"message": error.message,
"path": "$",
"stage": "input",
},
"ok": False,
"schema_version": _RESULT_SCHEMA_VERSION,
}
)
return 2
except Exception as error:
# Resolve model-runtime exception classes only on a failing model command. Public
# download and score-only paths stay independent of the inference runtime.
from barunlm.evaluation.generation import GenerationError
from barunlm.quantization import QuantizationError
from .quantization import QuantizationSmokeError
from .schema import ContractError
if isinstance(error, ContractError):
_print(
{
"error": error.to_dict(),
"ok": False,
"schema_version": _RESULT_SCHEMA_VERSION,
}
)
return 2
if isinstance(error, GenerationError):
_print(
{
"error": {
"code": "checkpoint_error",
"message": str(error),
"path": "$.checkpoint",
"stage": "checkpoint",
},
"ok": False,
"schema_version": _RESULT_SCHEMA_VERSION,
}
)
return 2
if isinstance(error, (QuantizationError, QuantizationSmokeError)):
_print(
{
"error": {
"code": "quantization_error",
"message": str(error),
"path": "$.checkpoint",
"stage": "quantization",
},
"ok": False,
"schema_version": _RESULT_SCHEMA_VERSION,
}
)
return 2
raise
if __name__ == "__main__":
raise SystemExit(main())
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