chopratejas--headroom
0ef5fcb1c5
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123 行
4.6 KiB
Python
123 行
4.6 KiB
Python
"""ONNX Runtime helpers for long-running Headroom processes."""
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from __future__ import annotations
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import ctypes
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import os
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import sys
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from typing import Any
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# Pin model artifacts to immutable commit SHAs so a changed or compromised
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# upstream HuggingFace repo cannot be pulled silently (supply-chain integrity).
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# Repos not listed here fall back to the floating default ref. Set
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# HEADROOM_HF_PIN=off to bypass pinning (e.g. when intentionally evaluating a
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# newer model revision). To upgrade a model, bump its SHA here deliberately.
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_PINNED_REVISIONS: dict[str, str] = {
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# chopratejas/kompress-v2-base @ 2026-06-10
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"chopratejas/kompress-v2-base": "b1563631b35bfdcee37587ad530147497d820d4c",
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"chopratejas/technique-router-onnx": "27b0b4bfa510a1cff66d888072c0b807082721a8",
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"chopratejas/siglip-image-encoder-onnx": "d0a9fbd66d4bd8c761bff592d44831f7c2ae184e",
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# Third-party repo — pinning matters most here.
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"Qdrant/all-MiniLM-L6-v2-onnx": "5f1b8cd78bc4fb444dd171e59b18f3a3af89a079",
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}
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def _resolve_revision(repo_id: str, revision: str | None) -> str | None:
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"""Resolve the HF revision to download: explicit arg wins, else the pinned
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SHA for a known repo, else ``None`` (floating ref)."""
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if revision is not None:
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return revision
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if os.environ.get("HEADROOM_HF_PIN", "").strip().lower() in ("off", "0", "false", "no"):
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return None
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return _PINNED_REVISIONS.get(repo_id)
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def hf_hub_download_local_first(
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repo_id: str,
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filename: str,
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*,
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allow_network: bool = True,
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revision: str | None = None,
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) -> str:
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"""Download a file from HuggingFace Hub, preferring the local cache.
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Tries ``local_files_only=True`` first to avoid a network HEAD request when
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the model is already cached. Falls back to a normal (network-allowed)
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download on the first cold start.
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Args:
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repo_id: HuggingFace Hub repository identifier (e.g. ``"org/model"``).
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filename: Filename within the repository.
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allow_network: When ``False``, never fall back to a network download —
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a cache miss re-raises the local-lookup error. Used by startup
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preload so a cold cache cannot block (or, via native crashes in the
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download stack, kill) the process before it binds its port.
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revision: Explicit git revision (commit SHA / tag / branch). When
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``None``, a pinned SHA is applied for known repos (see
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``_PINNED_REVISIONS``) for supply-chain integrity; unknown repos use
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the floating default ref.
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Returns:
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Absolute path to the local cached file.
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Raises:
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Any exception raised by ``hf_hub_download`` on a genuine download failure,
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or the local-lookup error when ``allow_network`` is ``False`` and the
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file is not cached.
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"""
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from huggingface_hub import hf_hub_download
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from huggingface_hub.errors import EntryNotFoundError, LocalEntryNotFoundError
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revision = _resolve_revision(repo_id, revision)
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try:
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return str(hf_hub_download(repo_id, filename, revision=revision, local_files_only=True))
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except (LocalEntryNotFoundError, EntryNotFoundError, OSError):
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if not allow_network:
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raise
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return str(hf_hub_download(repo_id, filename, revision=revision))
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def create_cpu_session_options(
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ort: Any,
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*,
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intra_op_num_threads: int | None = None,
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inter_op_num_threads: int | None = None,
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) -> Any:
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"""Create CPU-oriented ONNX Runtime session options.
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Headroom runs as a long-lived proxy process, so we bias toward predictable
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memory usage over peak ONNX throughput. Disabling ORT's CPU arena and memory
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pattern caches reduces retained anonymous RSS after variable-size inference
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workloads, which is especially important on small VMs.
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"""
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sess_options = ort.SessionOptions()
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if intra_op_num_threads is not None:
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sess_options.intra_op_num_threads = intra_op_num_threads
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if inter_op_num_threads is not None:
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sess_options.inter_op_num_threads = inter_op_num_threads
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if hasattr(sess_options, "enable_cpu_mem_arena"):
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sess_options.enable_cpu_mem_arena = False
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if hasattr(sess_options, "enable_mem_pattern"):
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sess_options.enable_mem_pattern = False
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return sess_options
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def trim_process_heap() -> bool:
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"""Ask glibc to return unused heap pages to the OS when available."""
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if not sys.platform.startswith("linux"):
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return False
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try:
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libc = ctypes.CDLL("libc.so.6")
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except OSError:
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return False
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try:
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return bool(libc.malloc_trim(0))
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except Exception:
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return False
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