Text Generation
PEFT
Safetensors
English
kaiju-coder-7
lora
coding
local-ai
business
opencode
conversational
Instructions to use RMDWLLC/kaiju-coder-7-adapter with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use RMDWLLC/kaiju-coder-7-adapter with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("/workspace/kaiju-coder/models/Qwen3.6-27B") model = PeftModel.from_pretrained(base_model, "RMDWLLC/kaiju-coder-7-adapter") - Notebooks
- Google Colab
- Kaggle
| #!/usr/bin/env python3 | |
| """Verify uploaded Kaiju Coder 7 Hugging Face repos after private upload. | |
| The default mode is a dry run that prints the exact checks without downloading | |
| or reading auth tokens. Pass --apply after Hugging Face namespace permission and | |
| human review are complete. Private repos are verified through the existing HF | |
| CLI login; tokens are never accepted as arguments or printed. | |
| """ | |
| from __future__ import annotations | |
| import argparse | |
| import json | |
| import shutil | |
| import subprocess | |
| import sys | |
| import tempfile | |
| import urllib.error | |
| import urllib.request | |
| from dataclasses import asdict, dataclass | |
| from pathlib import Path | |
| from typing import Any | |
| MODEL_ID = "kaiju-coder-7" | |
| DEFAULT_NAMESPACE = "RMDWLLC" | |
| DEFAULT_BASE_URL = "http://127.0.0.1:18181/v1" | |
| class RepoSpec: | |
| key: str | |
| suffix: str | |
| label: str | |
| required_files: tuple[str, ...] | |
| marker_files: tuple[tuple[str, tuple[str, ...]], ...] | |
| def repo_id(self, namespace: str) -> str: | |
| return f"{namespace}/{self.suffix}" | |
| class Check: | |
| name: str | |
| status: str | |
| detail: str | |
| REPOS: tuple[RepoSpec, ...] = ( | |
| RepoSpec( | |
| key="adapter", | |
| suffix="kaiju-coder-7-adapter", | |
| label="adapter repo", | |
| required_files=( | |
| "README.md", | |
| "assets/RMDWlogo.png", | |
| "adapter_config.json", | |
| "adapter_model.safetensors", | |
| "DATA_PROVENANCE_DRAFT.md", | |
| "SOURCE_INVENTORY.md", | |
| "EVAL_SCOREBOARD.md", | |
| "SERVING_BENCHMARKS.md", | |
| "PAID_API_READINESS.md", | |
| "PUBLIC_TESTING_QUICKSTART.md", | |
| "FINAL_RELEASE_REPORT.md", | |
| "GOAL_COMPLETION_AUDIT.md", | |
| "HF_UPLOAD_EVIDENCE.md", | |
| "UPSTREAM_LICENSE_CHECK.md", | |
| "upstream/qwen3.6-27b/LICENSE", | |
| "scripts/make_hf_release_public.sh", | |
| "scripts/check_hf_uploaded_release.py", | |
| "scripts/check_hf_release_permission_evidence.py", | |
| ), | |
| marker_files=( | |
| ("README.md", ("Kaiju Coder 7", MODEL_ID)), | |
| ("PUBLIC_TESTING_QUICKSTART.md", ("Kaiju Coder 7 Public Testing Quickstart", MODEL_ID)), | |
| ("FINAL_RELEASE_REPORT.md", ("Kaiju Coder 7 Final Release Report", "Public Launch Blockers")), | |
| ), | |
| ), | |
| RepoSpec( | |
| key="opencode", | |
| suffix="kaiju-coder-7-opencode", | |
| label="OpenCode helper repo", | |
| required_files=( | |
| "README.md", | |
| "assets/RMDWlogo.png", | |
| "PUBLIC_TESTING_QUICKSTART.md", | |
| "opencode.kaiju-coder-7.jsonc", | |
| ".opencode/agents/kaiju-coder-7.md", | |
| ".opencode/commands/kaiju.md", | |
| "kaiju_harness/__init__.py", | |
| "kaiju_harness/router.py", | |
| "kaiju_harness/website.py", | |
| "kaiju_harness/business_suite.py", | |
| "kaiju_harness/verification.py", | |
| "prompts/kaiju-website-spec-system.md", | |
| "prompts/kaiju-business-spec-system.md", | |
| "scripts/install_kaiju_opencode_profile.py", | |
| "scripts/opencode-kaiju-no-autocontinue.mjs", | |
| "scripts/make_hf_release_public.sh", | |
| "scripts/run_kaiju_router.py", | |
| "scripts/run_kaiju_public_opencode_smoke.py", | |
| "scripts/run_kaiju_public_demo_pack.py", | |
| "scripts/run_kaiju_opencode_customer_pack.py", | |
| "scripts/check_hf_uploaded_release.py", | |
| "evals/tasks/opencode-customer-readiness.jsonl", | |
| ), | |
| marker_files=( | |
| ("README.md", ("Kaiju Coder 7", "default primary agent", "opencode")), | |
| ("opencode.kaiju-coder-7.jsonc", (MODEL_ID, '"context": 16384')), | |
| (".opencode/agents/kaiju-coder-7.md", ("You are Kaiju Coder 7", "kaiju_artifact")), | |
| (".opencode/commands/kaiju.md", ("kaiju_artifact", "$ARGUMENTS")), | |
| ( | |
| "scripts/opencode-kaiju-no-autocontinue.mjs", | |
| ("experimental.compaction.autocontinue", MODEL_ID, "kaiju_artifact"), | |
| ), | |
| ), | |
| ), | |
| RepoSpec( | |
| key="quantized-runtime", | |
| suffix="kaiju-coder-7-quantized-runtime", | |
| label="runtime quantization helper repo", | |
| required_files=( | |
| "README.md", | |
| "assets/RMDWlogo.png", | |
| "PUBLIC_TESTING_QUICKSTART.md", | |
| "GGUF_CANDIDATE.md", | |
| "scripts/start-qwen36-merged-vllm.sh", | |
| "scripts/stop-qwen36-merged-vllm.sh", | |
| "scripts/run-gojira-b-vllm-serving-benchmark.sh", | |
| "scripts/probe-gojira-b-persisted-quantization.sh", | |
| "scripts/run-gojira-b-kaiju-gguf-convert.sh", | |
| ), | |
| marker_files=( | |
| ("README.md", ("Runtime-Quantized Local Candidate", "bitsandbytes", "Kaiju Coder 7")), | |
| ("GGUF_CANDIDATE.md", ("GGUF Candidate", "596a2c227a429c7309db753061d88d71ee3f8a3b48f17e41ba9d81b0f55bdd4e")), | |
| ("PUBLIC_TESTING_QUICKSTART.md", ("Kaiju Coder 7 Public Testing Quickstart", MODEL_ID)), | |
| ), | |
| ), | |
| ) | |
| def shell_join(args: list[str]) -> str: | |
| import shlex | |
| return " ".join(shlex.quote(arg) for arg in args) | |
| def run_command(args: list[str], *, cwd: Path | None = None, timeout: int) -> subprocess.CompletedProcess[str]: | |
| return subprocess.run( | |
| args, | |
| cwd=cwd, | |
| check=False, | |
| text=True, | |
| stdout=subprocess.PIPE, | |
| stderr=subprocess.STDOUT, | |
| timeout=timeout, | |
| ) | |
| def read_text(path: Path) -> str: | |
| return path.read_text(encoding="utf-8", errors="replace") | |
| def selected_repos(args: argparse.Namespace) -> list[RepoSpec]: | |
| skipped = { | |
| "adapter": args.skip_adapter, | |
| "opencode": args.skip_opencode, | |
| "quantized-runtime": args.skip_quantized_runtime, | |
| } | |
| return [spec for spec in REPOS if not skipped[spec.key]] | |
| def add_dry_run_checks(checks: list[Check], repos: list[RepoSpec], namespace: str, download_dir: Path) -> None: | |
| checks.append(Check("HF uploaded release mode", "manual", "dry run only; pass --apply to download and verify repos")) | |
| for spec in repos: | |
| target = download_dir / spec.suffix | |
| command = ["hf", "download", spec.repo_id(namespace), "--repo-type", "model", "--local-dir", str(target)] | |
| checks.append(Check(f"{spec.label} download command", "manual", shell_join(command))) | |
| def add_hf_cli_check(checks: list[Check], timeout: int) -> bool: | |
| hf_bin = shutil.which("hf") | |
| if not hf_bin: | |
| checks.append(Check("HF CLI", "fail", "`hf` is not on PATH")) | |
| return False | |
| result = run_command([hf_bin, "auth", "whoami"], timeout=timeout) | |
| if result.returncode == 0 and "user=" in result.stdout: | |
| checks.append(Check("HF CLI", "pass", result.stdout.strip().replace("\n", "; "))) | |
| return True | |
| checks.append(Check("HF CLI", "fail", result.stdout.strip()[:800])) | |
| return False | |
| def download_repo(checks: list[Check], spec: RepoSpec, namespace: str, download_root: Path, timeout: int) -> Path | None: | |
| target = download_root / spec.suffix | |
| target.mkdir(parents=True, exist_ok=True) | |
| command = ["hf", "download", spec.repo_id(namespace), "--repo-type", "model", "--local-dir", str(target)] | |
| result = run_command(command, timeout=timeout) | |
| if result.returncode == 0: | |
| checks.append(Check(f"{spec.label} download", "pass", f"{spec.repo_id(namespace)} downloaded to {target}")) | |
| return target | |
| checks.append(Check(f"{spec.label} download", "fail", result.stdout.strip()[-1200:])) | |
| return None | |
| def check_required_files(checks: list[Check], spec: RepoSpec, root: Path) -> None: | |
| missing = [name for name in spec.required_files if not (root / name).is_file()] | |
| if missing: | |
| checks.append(Check(f"{spec.label} required files", "fail", "missing: " + ", ".join(missing))) | |
| else: | |
| checks.append(Check(f"{spec.label} required files", "pass", f"{len(spec.required_files)} files present")) | |
| def check_markers(checks: list[Check], spec: RepoSpec, root: Path) -> None: | |
| failures: list[str] = [] | |
| for file_name, markers in spec.marker_files: | |
| path = root / file_name | |
| if not path.is_file(): | |
| failures.append(f"{file_name} missing") | |
| continue | |
| text = read_text(path) | |
| missing = [marker for marker in markers if marker not in text] | |
| if missing: | |
| failures.append(f"{file_name} missing {', '.join(missing)}") | |
| if failures: | |
| checks.append(Check(f"{spec.label} content markers", "fail", "; ".join(failures))) | |
| else: | |
| checks.append(Check(f"{spec.label} content markers", "pass", "expected Kaiju Coder 7 markers found")) | |
| def check_public_quickstart_naming(checks: list[Check], spec: RepoSpec, root: Path) -> None: | |
| path = root / "PUBLIC_TESTING_QUICKSTART.md" | |
| if not path.is_file(): | |
| return | |
| lowered = read_text(path).lower() | |
| forbidden = [term for term in ("qwen", "v1.8") if term in lowered] | |
| if forbidden: | |
| checks.append(Check(f"{spec.label} public naming hygiene", "fail", "contains: " + ", ".join(forbidden))) | |
| else: | |
| checks.append(Check(f"{spec.label} public naming hygiene", "pass", "public quickstart avoids internal upstream/checkpoint naming")) | |
| def check_opencode_installer(checks: list[Check], opencode_root: Path, timeout: int) -> None: | |
| installer = opencode_root / "scripts/install_kaiju_opencode_profile.py" | |
| if not installer.is_file(): | |
| checks.append(Check("uploaded OpenCode installer dry-run", "fail", f"missing {installer}")) | |
| return | |
| with tempfile.TemporaryDirectory(prefix="kaiju-uploaded-opencode-config-") as tmp: | |
| result = run_command( | |
| [sys.executable, str(installer), "--config-dir", tmp, "--dry-run"], | |
| cwd=opencode_root, | |
| timeout=timeout, | |
| ) | |
| expected = [ | |
| "kaiju-no-autocontinue.mjs", | |
| MODEL_ID, | |
| '"model": "kaiju/kaiju-coder-7"', | |
| '"default_agent": "kaiju-coder-7"', | |
| "kaiju-coder-7-run", | |
| "kaiju-coder-7-runtime", | |
| "commands/kaiju.md", | |
| "@opencode-ai/plugin", | |
| ] | |
| if result.returncode == 0 and all(marker in result.stdout for marker in expected): | |
| checks.append(Check("uploaded OpenCode installer dry-run", "pass", "staged helper installs provider, agent, loop guard, and runner")) | |
| else: | |
| checks.append(Check("uploaded OpenCode installer dry-run", "fail", result.stdout.strip()[:1000])) | |
| def check_opencode_router_runtime(checks: list[Check], opencode_root: Path, timeout: int) -> None: | |
| script = opencode_root / "scripts/run_kaiju_router.py" | |
| if not script.is_file(): | |
| checks.append(Check("uploaded OpenCode router runtime", "fail", f"missing {script}")) | |
| return | |
| with tempfile.TemporaryDirectory(prefix="kaiju-uploaded-router-") as tmp: | |
| out_dir = Path(tmp) / "out" | |
| result = run_command( | |
| [ | |
| sys.executable, | |
| str(script), | |
| "--no-planner", | |
| "--kind", | |
| "website", | |
| "--out-dir", | |
| str(out_dir), | |
| "--prompt", | |
| "Build a simple website for Harborline Bookkeeping.", | |
| ], | |
| cwd=opencode_root, | |
| timeout=timeout, | |
| ) | |
| html_files = sorted(out_dir.rglob("index.html")) | |
| if result.returncode == 0 and html_files: | |
| checks.append(Check("uploaded OpenCode router runtime", "pass", "downloaded helper can run router and create a website artifact")) | |
| else: | |
| detail = result.stdout.strip()[-1200:] | |
| checks.append(Check("uploaded OpenCode router runtime", "fail", detail or "router did not create index.html")) | |
| def run_opencode_smoke(checks: list[Check], opencode_root: Path, base_url: str, timeout: int) -> None: | |
| script = opencode_root / "scripts/run_kaiju_public_opencode_smoke.py" | |
| if not script.is_file(): | |
| checks.append(Check("uploaded OpenCode smoke", "fail", f"missing {script}")) | |
| return | |
| result = run_command([sys.executable, str(script), "--base-url", base_url, "--timeout", str(timeout)], cwd=opencode_root, timeout=timeout + 120) | |
| if result.returncode == 0: | |
| checks.append(Check("uploaded OpenCode smoke", "pass", "downloaded helper completed live public OpenCode smoke")) | |
| else: | |
| checks.append(Check("uploaded OpenCode smoke", "fail", result.stdout.strip()[-1200:])) | |
| def check_public_visibility(checks: list[Check], spec: RepoSpec, namespace: str, timeout: int) -> None: | |
| repo_id = spec.repo_id(namespace) | |
| url = f"https://huggingface.co/api/models/{repo_id}" | |
| request = urllib.request.Request(url, headers={"User-Agent": "kaiju-coder-7-release-check"}) | |
| try: | |
| with urllib.request.urlopen(request, timeout=timeout) as response: | |
| if response.status == 200: | |
| checks.append(Check(f"{spec.label} public visibility", "pass", f"{repo_id} is publicly readable")) | |
| return | |
| checks.append(Check(f"{spec.label} public visibility", "fail", f"{url} returned HTTP {response.status}")) | |
| except urllib.error.HTTPError as exc: | |
| checks.append(Check(f"{spec.label} public visibility", "fail", f"{url} returned HTTP {exc.code}")) | |
| except Exception as exc: # noqa: BLE001 - report network failures clearly. | |
| checks.append(Check(f"{spec.label} public visibility", "fail", f"{url} failed: {exc!r}")) | |
| def verify_downloaded_repo(checks: list[Check], spec: RepoSpec, root: Path, *, installer_timeout: int) -> None: | |
| check_required_files(checks, spec, root) | |
| check_markers(checks, spec, root) | |
| check_public_quickstart_naming(checks, spec, root) | |
| if spec.key == "opencode": | |
| check_opencode_installer(checks, root, timeout=installer_timeout) | |
| check_opencode_router_runtime(checks, root, timeout=installer_timeout) | |
| def summarize(checks: list[Check], *, applied: bool) -> dict[str, Any]: | |
| return { | |
| "ready": applied and not any(check.status in {"fail", "manual"} for check in checks), | |
| "applied": applied, | |
| "summary": { | |
| "pass": sum(1 for check in checks if check.status == "pass"), | |
| "fail": sum(1 for check in checks if check.status == "fail"), | |
| "manual": sum(1 for check in checks if check.status == "manual"), | |
| }, | |
| "checks": [asdict(check) for check in checks], | |
| } | |
| def print_text(result: dict[str, Any]) -> None: | |
| print(f"Kaiju Coder 7 uploaded HF release verification: ready={result['ready']} applied={result['applied']}") | |
| print( | |
| "Summary: " | |
| f"{result['summary']['pass']} pass, " | |
| f"{result['summary']['fail']} fail, " | |
| f"{result['summary']['manual']} manual" | |
| ) | |
| for check in result["checks"]: | |
| print(f"[{check['status']}] {check['name']} - {check['detail']}") | |
| def parse_args() -> argparse.Namespace: | |
| parser = argparse.ArgumentParser(description=__doc__) | |
| parser.add_argument("--namespace", default=DEFAULT_NAMESPACE) | |
| parser.add_argument("--download-dir", type=Path, default=None) | |
| parser.add_argument("--apply", action="store_true", help="Download uploaded repos and verify contents.") | |
| parser.add_argument("--require-public", action="store_true", help="Require repos to be publicly readable without auth.") | |
| parser.add_argument("--run-opencode-smoke", action="store_true", help="Run the downloaded OpenCode helper live smoke.") | |
| parser.add_argument("--base-url", default=DEFAULT_BASE_URL) | |
| parser.add_argument("--download-timeout", type=int, default=900) | |
| parser.add_argument("--installer-timeout", type=int, default=60) | |
| parser.add_argument("--public-timeout", type=int, default=15) | |
| parser.add_argument("--opencode-timeout", type=int, default=900) | |
| parser.add_argument("--skip-adapter", action="store_true") | |
| parser.add_argument("--skip-opencode", action="store_true") | |
| parser.add_argument("--skip-quantized-runtime", action="store_true") | |
| parser.add_argument("--json", action="store_true") | |
| return parser.parse_args() | |
| def main() -> int: | |
| args = parse_args() | |
| repos = selected_repos(args) | |
| checks: list[Check] = [] | |
| if not repos: | |
| checks.append(Check("repo selection", "fail", "all repos were skipped")) | |
| result = summarize(checks, applied=args.apply) | |
| if args.json: | |
| print(json.dumps(result, indent=2)) | |
| else: | |
| print_text(result) | |
| return 1 | |
| if args.download_dir: | |
| download_root = args.download_dir | |
| download_root.mkdir(parents=True, exist_ok=True) | |
| temp_context: Any = None | |
| else: | |
| temp_context = tempfile.TemporaryDirectory(prefix="kaiju-hf-uploaded-") | |
| download_root = Path(temp_context.name) | |
| try: | |
| if not args.apply: | |
| add_dry_run_checks(checks, repos, args.namespace, download_root) | |
| result = summarize(checks, applied=False) | |
| if args.json: | |
| print(json.dumps(result, indent=2)) | |
| else: | |
| print_text(result) | |
| return 0 | |
| if not add_hf_cli_check(checks, timeout=30): | |
| result = summarize(checks, applied=True) | |
| if args.json: | |
| print(json.dumps(result, indent=2)) | |
| else: | |
| print_text(result) | |
| return 1 | |
| downloaded: dict[str, Path] = {} | |
| for spec in repos: | |
| if args.require_public: | |
| check_public_visibility(checks, spec, args.namespace, timeout=args.public_timeout) | |
| root = download_repo(checks, spec, args.namespace, download_root, timeout=args.download_timeout) | |
| if root: | |
| downloaded[spec.key] = root | |
| verify_downloaded_repo(checks, spec, root, installer_timeout=args.installer_timeout) | |
| if args.run_opencode_smoke: | |
| opencode_root = downloaded.get("opencode") | |
| if opencode_root: | |
| run_opencode_smoke(checks, opencode_root, base_url=args.base_url, timeout=args.opencode_timeout) | |
| else: | |
| checks.append(Check("uploaded OpenCode smoke", "fail", "OpenCode helper repo was not downloaded")) | |
| result = summarize(checks, applied=True) | |
| if args.json: | |
| print(json.dumps(result, indent=2)) | |
| else: | |
| print_text(result) | |
| return 0 if result["ready"] else 1 | |
| finally: | |
| if temp_context is not None: | |
| temp_context.cleanup() | |
| if __name__ == "__main__": | |
| raise SystemExit(main()) | |