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lerobot-clone/src/lerobot/datasets/pyav_utils.py

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Python

#!/usr/bin/env python
# Copyright 2026 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""PyAV-based compatibility checks for :class:`VideoEncoderConfig`.
Centralises all :mod:`av` introspection of the bundled FFmpeg build.
Checks degrade to a no-op when the target codec isn't available locally.
"""
from __future__ import annotations
import functools
import logging
from typing import TYPE_CHECKING, Any
import av
if TYPE_CHECKING:
from lerobot.datasets.video_utils import VideoEncoderConfig
logger = logging.getLogger(__name__)
FFMPEG_NUMERIC_OPTION_TYPES = ("INT", "INT64", "UINT64", "FLOAT", "DOUBLE")
# Codec-specific FFmpeg private option whose value is controlled by the
# abstract ``crf`` tuning field.
CRF_OPTION_BY_CODEC: dict[str, str] = {
"libsvtav1": "crf",
"h264": "crf",
"hevc": "crf",
"h264_nvenc": "qp",
"hevc_nvenc": "qp",
"h264_vaapi": "qp",
"h264_qsv": "global_quality",
}
@functools.cache
def get_codec(vcodec: str) -> av.codec.Codec | None:
"""PyAV write-mode ``Codec`` for *vcodec*, or ``None`` if unavailable."""
try:
return av.codec.Codec(vcodec, "w")
except Exception:
return None
@functools.cache
def _get_codec_options_by_name(vcodec: str) -> dict[str, av.option.Option]:
"""Private-option name → PyAV ``Option`` for *vcodec* (empty if unavailable)."""
codec = get_codec(vcodec)
if codec is None:
return {}
return {opt.name: opt for opt in codec.descriptor.options}
@functools.cache
def _get_codec_video_formats(vcodec: str) -> tuple[str, ...]:
"""Pixel formats accepted by *vcodec* in PyAV's preferred order (empty if unknown)."""
codec = get_codec(vcodec)
if codec is None:
return ()
return tuple(fmt.name for fmt in (codec.video_formats or []))
def detect_available_encoders_pyav(encoders: list[str] | str) -> list[str]:
"""Return the subset of *encoders* available as video encoders in the local FFmpeg build.
Each name is probed directly via :func:`get_codec`; input order is preserved.
"""
if isinstance(encoders, str):
encoders = [encoders]
available: list[str] = []
for name in encoders:
codec = get_codec(name)
if codec is not None and codec.type == "video":
available.append(name)
else:
logger.debug("encoder '%s' not available as video encoder", name)
return available
def _is_field_supported(
field_name: str, vcodec: str, options: dict[str, av.option.Option]
) -> bool:
"""Whether tuning option *field_name* is meaningful for *vcodec*."""
# GOP is a stream-level option (AVStream.gop_size) not stored in private options.
# Every video codec accepts it.
if field_name == "g":
return True
if field_name == "crf":
# Semantic "crf" maps to the codec's private option (see
# CRF_OPTION_BY_CODEC), or to stream-level q:v for VideoToolbox.
opt_name = CRF_OPTION_BY_CODEC.get(vcodec)
return (opt_name is not None and opt_name in options) or vcodec in {
"h264_videotoolbox",
"hevc_videotoolbox",
}
if field_name == "fast_decode":
# libsvtav1: svtav1-params:fast-decode=N — h264/hevc: tune=fastdecode.
return "svtav1-params" in options or "tune" in options
# preset and any future private-option-backed field: direct membership test.
return field_name in options
def _check_numeric_range(
label: str, num: float, opt: av.option.Option, vcodec: str
) -> None:
"""Raise if *num* lies outside *opt*'s numeric range (no-op if range is degenerate)."""
lo, hi = float(opt.min), float(opt.max)
if lo < hi and not (lo <= num <= hi):
raise ValueError(
f"{label}={num} is out of range for codec {vcodec!r}; must be in [{lo}, {hi}]"
)
def _validate_option_value(
vcodec: str, field_name: str, value: Any, opt: av.option.Option
) -> None:
"""Range-check numeric *value* and choice-check string *value* against *opt*.
Type mismatches fall through to FFmpeg's own validation at encode time.
"""
type_name = opt.type.name
if type_name in FFMPEG_NUMERIC_OPTION_TYPES:
if isinstance(value, bool) or not isinstance(value, (int, float)):
return
_check_numeric_range(field_name, float(value), opt, vcodec)
elif type_name == "STRING":
if not isinstance(value, str):
return
choices = [c.name for c in (opt.choices or [])]
if choices and value not in choices:
raise ValueError(
f"{field_name}={value!r} is not a supported choice for codec "
f"{vcodec!r}; valid choices: {choices}"
)
else:
return
def _validate_extra_option(
vcodec: str, key: str, value: Any, opt: av.option.Option
) -> None:
"""Validate an ``extra_options`` entry: enforce numeric range/type only.
Non-numeric options are passed through (FFmpeg accepts many ad-hoc strings).
"""
if opt.type.name not in FFMPEG_NUMERIC_OPTION_TYPES:
return
label = f"extra_options[{key!r}]"
not_numeric = ValueError(
f"{label}={value!r} is not numeric; codec {vcodec!r} expects a number for this option."
)
if isinstance(value, bool):
raise not_numeric
if isinstance(value, (int, float)):
num = float(value)
elif isinstance(value, str):
try:
num = float(value)
except ValueError as e:
raise not_numeric from e
else:
raise not_numeric
_check_numeric_range(label, num, opt, vcodec)
def _check_pixel_format(vcodec: str, pix_fmt: str, formats: tuple[str, ...]) -> None:
if formats and pix_fmt not in formats:
raise ValueError(
f"pix_fmt={pix_fmt!r} is not supported by codec {vcodec!r}; "
f"supported pixel formats: {list(formats)}"
)
def _check_tuning_fields(
config: VideoEncoderConfig, vcodec: str, options: dict[str, av.option.Option]
) -> None:
tuning_options: tuple[str, ...] = config._TUNING_OPTIONS
supported_fields = [f for f in tuning_options if _is_field_supported(f, vcodec, options)]
for field_name in tuning_options:
value = getattr(config, field_name)
if not value:
continue
if field_name not in supported_fields:
raise ValueError(
f"{field_name}={value!r} is not supported by codec {vcodec!r}; "
f"supported fields for this codec: {supported_fields}"
)
# Value shape is only cross-checkable when the field maps directly
# to a private option: ``preset`` is literally ``"preset"``;
# ``crf`` maps per-codec. ``g`` (stream-level) and ``fast_decode``
# (composite) fall through to FFmpeg at encode time.
if field_name == "preset":
opt = options.get("preset")
elif field_name == "crf":
opt = options.get(CRF_OPTION_BY_CODEC.get(vcodec, ""))
else:
continue
if opt is not None:
_validate_option_value(vcodec, field_name, value, opt)
def _check_extra_options(
config: VideoEncoderConfig, vcodec: str, options: dict[str, av.option.Option]
) -> None:
# Torchcodec-style: only validate keys the codec exposes as AVOptions,
# and only enforce numeric range / numeric-type. Everything else is
# passed through (muxer options, ``x264-params``-style strings, etc.).
for key, value in config.extra_options.items():
opt = options.get(key)
if opt is None:
continue
_validate_extra_option(vcodec, key, value, opt)
def check_video_encoder_config_pyav(config: VideoEncoderConfig) -> None:
"""Verify *config* is compatible with the bundled FFmpeg build.
Checks pixel format, tuning-field availability, value range/choices for
fields that map to a private option, and numeric ``extra_options``.
No-op when ``config.vcodec`` isn't in the local FFmpeg build.
Raises:
ValueError: on the first incompatibility encountered.
"""
vcodec = config.vcodec
options = _get_codec_options_by_name(vcodec)
if not options:
logger.warning(
"Codec %r is not available in the bundled FFmpeg build; ",
vcodec,
)
return
_check_pixel_format(vcodec, config.pix_fmt, _get_codec_video_formats(vcodec))
_check_tuning_fields(config, vcodec, options)
_check_extra_options(config, vcodec, options)