Text Generation
PEFT
Safetensors
English
lora
qlora
agentic-swe
agent-supervision
recovery-controller
tool-use
structured-output
conversational
Instructions to use usedot/Dot-Reflex-14B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use usedot/Dot-Reflex-14B with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("Qwen/Qwen3-14B-Base") model = PeftModel.from_pretrained(base_model, "usedot/Dot-Reflex-14B") - Notebooks
- Google Colab
- Kaggle
File size: 3,961 Bytes
70b8adf | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 | #!/usr/bin/env python3
"""Validate the public Dot Reflex release without loading model weights."""
from __future__ import annotations
import hashlib
import json
import sys
from pathlib import Path
sys.path.insert(0, str(Path(__file__).resolve().parents[1]))
from inference import validate_trajectory
ROOT = Path(__file__).resolve().parents[1]
EXPECTED_BASE = "Qwen/Qwen3-14B-Base"
EXPECTED_REVISION = "0b0bd3732e2c374d483664439ea334928b65f304"
EXPECTED_ADAPTER_SHA256 = "48854c62d147af3ee144fa0cb312b1d46af23ff6fc67dbb8a197aad780710361"
REQUIRED = (
"README.md",
"LICENSE",
"adapter_config.json",
"adapter_model.safetensors",
"tokenizer.json",
"tokenizer_config.json",
"trajectory.schema.json",
"inference.py",
"serve.py",
"INSTALL.md",
"INTEGRATION.md",
"EVALUATION.md",
"SECURITY.md",
"evaluation/benchmark_overview.png",
"evaluation/action_accuracy.png",
"evaluation/efficiency.png",
"evaluation/training_dynamics.png",
"evaluation/chart_receipt.json",
"provenance/run_receipt.json",
)
def sha256(path: Path) -> str:
digest = hashlib.sha256()
with path.open("rb") as handle:
for chunk in iter(lambda: handle.read(1024 * 1024), b""):
digest.update(chunk)
return digest.hexdigest()
def require(condition: bool, message: str, errors: list[str]) -> None:
if not condition:
errors.append(message)
def main() -> int:
errors: list[str] = []
for relative in REQUIRED:
require((ROOT / relative).is_file(), f"missing required file: {relative}", errors)
adapter_config = json.loads((ROOT / "adapter_config.json").read_text(encoding="utf-8"))
require(
adapter_config.get("base_model_name_or_path") == EXPECTED_BASE,
"adapter base model does not match release identity",
errors,
)
require(
adapter_config.get("revision") == EXPECTED_REVISION,
"adapter base revision does not match pinned receipt",
errors,
)
require(
sha256(ROOT / "adapter_model.safetensors") == EXPECTED_ADAPTER_SHA256,
"adapter_model.safetensors digest mismatch",
errors,
)
schema = json.loads((ROOT / "trajectory.schema.json").read_text(encoding="utf-8"))
require(schema.get("type") == "object", "trajectory schema root must be an object", errors)
require(
set(schema.get("required", []))
== {
"task_summary",
"execution_history",
"tool_results",
"current_state",
"detected_failure_signals",
},
"trajectory schema required fields differ from runtime contract",
errors,
)
for example in sorted((ROOT / "examples").glob("trajectory_*.json")):
payload = json.loads(example.read_text(encoding="utf-8"))
try:
validate_trajectory(payload)
except ValueError as exc:
errors.append(f"{example.relative_to(ROOT)}: {exc}")
chart_receipt = json.loads((ROOT / "evaluation/chart_receipt.json").read_text(encoding="utf-8"))
for group in ("sources", "outputs"):
for relative, expected in chart_receipt[group].items():
path = ROOT / relative
require(path.is_file(), f"chart receipt path missing: {relative}", errors)
if path.is_file():
require(sha256(path) == expected, f"chart receipt digest mismatch: {relative}", errors)
if errors:
for error in errors:
print(f"ERROR: {error}", file=sys.stderr)
return 1
print("Dot Reflex release validation passed")
print(f"base: {EXPECTED_BASE}@{EXPECTED_REVISION}")
print(f"adapter sha256: {EXPECTED_ADAPTER_SHA256}")
print(f"validated examples: {len(list((ROOT / 'examples').glob('trajectory_*.json')))}")
print(f"validated charts: {len(chart_receipt['outputs'])}")
return 0
if __name__ == "__main__":
raise SystemExit(main())
|