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217 lines
7.0 KiB
Python
217 lines
7.0 KiB
Python
# SPDX-License-Identifier: AGPL-3.0-only
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# Copyright 2026-present the Unsloth AI Inc. team. All rights reserved. See /studio/LICENSE.AGPL-3.0
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"""
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Path utilities for model and dataset handling
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"""
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import os
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import sys
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from pathlib import Path
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from typing import Optional
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import structlog
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from loggers import get_logger
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logger = get_logger(__name__)
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# Per-process cache to avoid repeated cache-dir scans for the same identifier.
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_CACHE_CASE_RESOLUTION_MEMO: dict[str, str] = {}
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# Instrumentation counters for operational visibility.
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_CACHE_CASE_RESOLUTION_STATS: dict[str, int] = {
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"calls": 0,
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"memo_hits": 0,
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"exact_hits": 0,
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"variant_hits": 0,
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"tie_breaks": 0,
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"fallbacks": 0,
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"errors": 0,
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}
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def _is_wsl() -> bool:
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"""Detect if we are running inside WSL (Windows Subsystem for Linux)."""
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if sys.platform == "win32":
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return False
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try:
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with open("/proc/version", "r") as f:
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return "microsoft" in f.read().lower()
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except Exception:
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return False
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_IS_WSL: bool = _is_wsl()
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def normalize_path(path: str) -> str:
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"""Normalize filesystem paths for cross-platform use.
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WSL maps drive-letter paths to ``/mnt/<drive>/...``; native Windows keeps
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the drive and normalizes separators; elsewhere slashes are forward-only.
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"""
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if not path:
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return path
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# Handle Windows drive letters (C:\\ or c:\\)
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if len(path) >= 3 and path[1] == ":" and path[2] in ("\\", "/"):
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# Map to /mnt/<drive>/ only under WSL; native Windows keeps the drive letter.
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if _IS_WSL:
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drive = path[0].lower()
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rest = path[3:].replace("\\", "/")
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return f"/mnt/{drive}/{rest}"
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return path.replace("\\", "/")
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# Already Unix-style or relative
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return path.replace("\\", "/")
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def is_local_path(path: str) -> bool:
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"""
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Check if path is a local filesystem path vs HuggingFace model identifier.
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Examples:
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True: /home/user/model, C:\\models, ./model, ~/model
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False: unsloth/llama-3.1-8b, microsoft/phi-2
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"""
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if not path:
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return False
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# Exists on disk → local (covers relative paths like "outputs/foo").
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try:
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if Path(normalize_path(path)).expanduser().exists():
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return True
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except Exception:
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pass
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# Obvious HF patterns
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if path.count("/") == 1 and not path.startswith(("/", ".", "~")):
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return False # Looks like org/model format
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# Filesystem indicators
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return (
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path.startswith(("/", ".", "~")) # Unix absolute/relative
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or ":" in path # Windows drive or URL
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or "\\" in path # Windows separator
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or os.path.isabs(path) # System-absolute
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)
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def get_cache_path(model_name: str) -> Optional[Path]:
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"""Get HuggingFace cache path for a model if it exists."""
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cache_dir = _hf_hub_cache_dir()
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resolved_name = resolve_cached_repo_id_case(model_name)
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model_cache_name = resolved_name.replace("/", "--")
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model_cache_path = cache_dir / f"models--{model_cache_name}"
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return model_cache_path if model_cache_path.exists() else None
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def is_model_cached(model_name: str) -> bool:
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"""Check if model is downloaded in HuggingFace cache."""
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cache_path = get_cache_path(model_name)
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if not cache_path:
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return False
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# Check for model files
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for suffix in [".safetensors", ".bin", ".json"]:
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if list(cache_path.rglob(f"*{suffix}")):
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return True
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return False
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def _hf_hub_cache_dir() -> Path:
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"""Return HF cache root honoring HF_HUB_CACHE when available."""
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try:
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from huggingface_hub.constants import HF_HUB_CACHE
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return Path(HF_HUB_CACHE)
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except Exception as exc:
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logger.debug(
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"Could not read huggingface_hub HF_HUB_CACHE, using default hub path: %s",
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exc,
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)
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return Path.home() / ".cache" / "huggingface" / "hub"
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def resolve_cached_repo_id_case(model_name: str, use_memo: bool = True) -> str:
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"""Resolve repo_id to the exact casing already present in local HF cache.
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Policy: prefer the requested/canonical repo_id, but reuse a case-variant's
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exact cached spelling if one already exists in local HF cache. Avoids
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duplicate downloads while preserving user intent where possible.
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"""
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_CACHE_CASE_RESOLUTION_STATS["calls"] += 1
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if not model_name or "/" not in model_name:
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_CACHE_CASE_RESOLUTION_STATS["fallbacks"] += 1
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return model_name
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cache_dir = _hf_hub_cache_dir()
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if not cache_dir.exists():
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_CACHE_CASE_RESOLUTION_STATS["fallbacks"] += 1
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return model_name
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expected_dir = f"models--{model_name.replace('/', '--')}"
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# Exact-case path first so a new exact match beats a memoized variant.
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exact_path = cache_dir / expected_dir
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if exact_path.is_dir():
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if use_memo:
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_CACHE_CASE_RESOLUTION_MEMO[model_name] = model_name
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_CACHE_CASE_RESOLUTION_STATS["exact_hits"] += 1
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return model_name
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# Revalidate memoized entries on disk to avoid stale results.
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if use_memo:
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cached = _CACHE_CASE_RESOLUTION_MEMO.get(model_name)
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if cached is not None:
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cached_path = cache_dir / f"models--{cached.replace('/', '--')}"
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if cached_path.is_dir():
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_CACHE_CASE_RESOLUTION_STATS["memo_hits"] += 1
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return cached
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# Stale entry -- drop it and re-scan below
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_CACHE_CASE_RESOLUTION_MEMO.pop(model_name, None)
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expected_lower = expected_dir.lower()
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try:
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candidates: list[str] = []
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for entry in cache_dir.iterdir():
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if not entry.is_dir():
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continue
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if entry.name.lower() != expected_lower:
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continue
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if not entry.name.startswith("models--"):
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continue
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repo_part = entry.name[len("models--") :]
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if not repo_part:
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continue
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candidates.append(repo_part.replace("--", "/"))
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if candidates:
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# Deterministic tie-break if multiple case variants coexist
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resolved = sorted(candidates)[0]
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if len(candidates) > 1:
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_CACHE_CASE_RESOLUTION_STATS["tie_breaks"] += 1
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_CACHE_CASE_RESOLUTION_STATS["variant_hits"] += 1
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if use_memo:
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_CACHE_CASE_RESOLUTION_MEMO[model_name] = resolved
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return resolved
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except Exception as exc:
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_CACHE_CASE_RESOLUTION_STATS["errors"] += 1
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logger.debug(f"Could not resolve cached repo_id case for '{model_name}': {exc}")
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_CACHE_CASE_RESOLUTION_STATS["fallbacks"] += 1
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return model_name
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def get_cache_case_resolution_stats() -> dict[str, int]:
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"""Return a copy of case-resolution instrumentation counters."""
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return dict(_CACHE_CASE_RESOLUTION_STATS)
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def reset_cache_case_resolution_state() -> None:
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"""Clear resolver memo and counters (primarily for tests)."""
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_CACHE_CASE_RESOLUTION_MEMO.clear()
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for key in _CACHE_CASE_RESOLUTION_STATS:
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_CACHE_CASE_RESOLUTION_STATS[key] = 0
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