Contents
- Benchmark data for Intel® Data Center GPU Flex Series
- Benchmark data for Intel® Iris® Xe MAX graphics
In this document we describe the methodology which is used to measure performance of Intel® Media SDK Sample Multi-Transcode and ffmpeg-qsv (Intel® Media SDK integration into FFmpeg). A measure-perf which implements this methodology is provided as a part of Media Delivery Software Stack. In addition, a measure-quality is provided for allowing users to evaluate video quality (see quality-methodology documentation).
Key performance metrics we collect are:
- Peak Concurrent Number of Sessions Running in Realtime (Density)
- Peak Frames Per Second (FPS)
There are many other metrics (like CPU and GPU utilization) we collect to assist in performance investigations and debug:
- Application run time
- CPU-utilization%
- GPU-Utilization%
- Memory footprint and utilization%
- GPU frequency timeline data
With the measure-perf it is possible to enable/disable some metrics collection during the measurement.
We evaluate performance on the following streams:
- https://repositories.intel.com/media/bbb_sunflower_1080p_60fps_4Mbps_38kframes.h264
- https://repositories.intel.com/media/bbb_sunflower_1080p_60fps_4Mbps_38kframes.h265
- https://repositories.intel.com/media/bbb_sunflower_1080p_60fps_4Mbps_38kframes_av1.ivf
- https://repositories.intel.com/media/bbb_sunflower_2160p_60fps_8Mbps_38kframes.h264
- https://repositories.intel.com/media/bbb_sunflower_2160p_60fps_8Mbps_38kframes.h265
- https://repositories.intel.com/media/bbb_sunflower_2160p_60fps_8Mbps_38kframes_av1.ivf
See the following files for attributions:
To verify downloads, use:
The above picture illustrates multi-stream Performance measurement flow. This is iterative process where we run predefined command lines (point [1] on the pic.) and increase number of concurrent sessions (point [3] on the pic.) if all the sessions can be run at realtime on the current iteration. "Realtime" means we are encoding at the same speed as the output clip's playback framerate.
The goal of the measurement is to obtain data similar to what is shown in the below chart:
Here we can compare achieved number of cuncurrent sessions (density) for different resulutions and across different setups.
For single-stream performance, we evaluate performance of individual workloads. The key metric to collect here is transcoding speed in FPS. Single-stream performance FPS can sometimes be used to sanity-check multi-stream density measurements (e.g. a single-stream measurement of 180FPS indicates you can expect a density of around 6x 30fps streams running real-time), however care must be taken to understand the utilization and concurrency of the video engines, video enhancment engine and render engine. The picture below illustrates an example of single-stream performance measurement.
There are a number of metrics which are highly useful for performance monitoring and debug. The below picture gives a good example summary:
These metrics allow users to check whether workload bottleneck is related to CPU or a particular GPU engine. If this data does not highlight the bottleneck, but gives a hint of GPU under utilization, the user can look into further details, such as memory footprint - see below example.
Eventually all of the above data is useful evaluating and analyzing performance for different workload settings and system setups.
Coding bitrates for video performance assessment are selected as a subset of bitrates used in quality-methodology. For H.264/AVC we use:
| Resolution | Setting | Bitrates (Mb/s) |
|---|---|---|
| 4K | Low | 9 |
| 1080p | Low | 3 |
| 720p | Low | 1.5 |
Coding bitrates for H.265/HEVC video performance assessment:
| Resolution | Setting | Bitrates (Mb/s) |
|---|---|---|
| 4K | Low | 9 |
| 1080p | Low | 3 |
| 720p | Low | 1.5 |
Coding bitrates for AV1 video performance assessment:
| Resolution | Setting | Bitrates (Mb/s) |
|---|---|---|
| 4K | Low | 9 |
| 1080p | Low | 3 |
| 720p | Low | 1.5 |
EncTools is Intel’s new software based (SW) BRC which includes a suite of adaptive encoding tools designed to improve video quality (thus a name EncTools).
ExtBRC is Intel’s legacy SW BRC.
EncTools are engaged automatically with enabling external BRC (extbrc 1) and setting look ahead depth >= 1. Positive look ahead depth will automatically enable EncTools BRC and all adaptive encoding tools. For low power look ahead to engage with EncTools BRC, look ahead depth should be > mini-GoP size. Several adaptive encoding tools can be disabled by engaging SMT or FFmpeg-QSV flags, such as, for example, AdaptiveI off (disable scene cut detection) and AdaptiveB off (disable adaptive mini-GoP). More information on the individual coding tools of EncTools BRC can be found here.
# triggers EncTools without look ahead (performance boost): ffmpeg <...> -g 256 -bf 7 -extbrc 1 -look_ahead_depth 8 <...> # triggers EncTools with look ahead (quality boost): ffmpeg <...> -g 256 -bf 7 -extbrc 1 -look_ahead_depth 40 <...> # triggers ExtBRC: ffmpeg <...> -g 256 -bf 7 -extbrc 1 -look_ahead_depth 0 <...>
In the following sections you can find command lines used for high quality H.264/AVC, H.265/HEVC and AV1 video transccoding with Intel® Media SDK Sample Multi-Transcode and ffmpeg-qsv (Intel® Media SDK integration into FFmpeg) which we use in performance assessments.
To achieve better performance with Intel GPU H.264/AVC encoder running EncTools BRC we recommend the following settings:
| ffmpeg-qsv options | ffmpeg version | Comments |
|---|---|---|
| VBR | ||
-b:v $bitrate -maxrate $((2 * $bitrate)) |
n2.8 | maxrate > bitrate triggers VBR. You can vary maxrate per your needs. |
-bufsize $((4 * $bitrate)) |
n4.0 | You can vary bufsize per your needs. We recommend to avoid going below 1 second to avoid quality loss. Buffer size of 4 seconds is recommended for VBR. |
-rc_init_occupancy $((2 * $bitrate)) |
n2.8 | This is the initial buffer delay. You can vary this per your needs. Recommendation is to use 1/2 of bufsize. |
-bitrate_limit 0 |
n3.0 | This disables target bitrate limitations that exist in MediaSDK/VPL for AVC encoding |
-extbrc 1 -look_ahead_depth $lad |
n3.0 | This enables EncTools Software BRC when look ahead depth > than 0. Need to have look ahead depth > than miniGOP size to enable look ahead too (miniGOP size is equal to bf+1). The recommended values for $lad are: 8 (for performance boost) and 40 (for quality boost) |
-b_strategy 1 -bf 7 |
n3.0 | These 2 settings activate full 3 level B-Pyramid. |
-refs 5 |
n2.7 | 5 references are important to trigger Long Term Reference (LTR) coding feature. |
-g 256 |
n2.7 | Select long enough GOP size for random access encoding. You can vary this setting. Typically 2 to 4 seconds GOP is used. |
-adaptive_i 1 -adaptive_b 1 |
n3.0 | Ensures to enable scene change detection and adaptive miniGOP. |
-strict -1 |
n3.0 | Disables HRD compliance. |
-extra_hw_frames $lad |
n4.0 | Add extra GPU decoder frame surfaces. This is currently needed for transcoding with look ahead (set this option to look ahead depth value) |
# VBR (transcoding with ffmpeg-qsv)
ffmpeg -hwaccel qsv -qsv_device ${DEVICE:-/dev/dri/renderD128} -c:v $inputcodec -extra_hw_frames $lad -an -i $input \
-frames:v $numframes -c:v h264_qsv -preset $preset -profile:v high -async_depth $async_depth \
-b:v $bitrate -maxrate $((2 * $bitrate)) -bitrate_limit 0 -bufsize $((4 * $bitrate)) \
-rc_init_occupancy $((2 * $bitrate)) -low_power ${LOW_POWER:-true} -look_ahead_depth $lad -extbrc 1 \
-b_strategy 1 -adaptive_i 1 -adaptive_b 1 -bf 7 -refs 5 -g 256 -strict -1 \
-fps_mode passthrough -y $output
# VBR (transcoding from raw bitstream with Sample Multi-Transcode)
sample_multi_transcode -i::${inputcodec} $input -hw -async $async_depth \
-device ${DEVICE:-/dev/dri/renderD128} -u $preset -b $bitrateKb -vbr -n $numframes \
-lowpower:${LOWPOWER:-on} -lad $lad -extbrc::implicit -AdaptiveI:on -AdaptiveB:on -dist 8 -num_ref 5 -gop_size 256 \
-NalHrdConformance:off -VuiNalHrdParameters:off -hrd $(($bitrateKb / 2)) \
-InitialDelayInKB $(($bitrateKb / 4)) -MaxKbps $((bitrateKb * 2)) -o::h264 $output
To achieve better performance with Intel GPU H.264/AVC encoder running ExtBRC we recommend the following settings:
| ffmpeg-qsv options | ffmpeg version | Comments |
|---|---|---|
| VBR | ||
-b:v $bitrate -maxrate $((2 * $bitrate)) |
n2.8 | maxrate > bitrate triggers VBR. You can vary maxrate per your needs. |
-bufsize $((4 * $bitrate)) |
n4.0 | You can vary bufsize per your needs. We recommend to avoid going below 1 second to avoid quality loss. Buffer size of 4 seconds is recommended for VBR. |
-rc_init_occupancy $((2 * $bitrate)) |
n2.8 | This is the initial buffer delay. You can vary this per your needs. Recommendation is to use 1/2 of bufsize. |
-bitrate_limit 0 |
n3.0 | This disables target bitrate limitations that exist in MediaSDK/VPL for AVC encoding |
-extbrc 1 |
This enabled ExtBRC Software BRC | |
-b_strategy 1 -bf 7 |
n3.0 | These 2 settings activate full 3 level B-Pyramid. |
-refs 5 |
n2.7 | 5 references are important to trigger Long Term Reference (LTR) coding feature. |
-g 256 |
n2.7 | Select long enough GOP size for random access encoding. You can vary this setting. Typically 2 to 4 seconds GOP is used. |
Example command lines:
# VBR (transcoding with ffmpeg-qsv)
ffmpeg -hwaccel qsv -qsv_device ${DEVICE:-/dev/dri/renderD128} -c:v $inputcodec -an -i $input \
-frames:v $numframes -c:v h264_qsv -preset h264_qsv -profile:v high -async_depth $async_depth \
-b:v $bitrate -maxrate $((2 * $bitrate)) -bitrate_limit 0 -bufsize $((4 * $bitrate)) \
-rc_init_occupancy $((2 * $bitrate)) -low_power ${LOW_POWER:-false} -extbrc 1 -b_strategy 1 -bf 7 -refs 5 -g 256 \
-fps_mode passthrough -y $output
# VBR (transcoding from raw bitstream with Sample Multi-Transcode)
sample_multi_transcode -i::${inputcodec} $input -hw -async $async_depth -device ${DEVICE:-/dev/dri/renderD128} \
-u $preset -b $bitrateKb -vbr -n $numframes -lowpower:${LOWPOWER:-off} \
-extbrc::implicit -ExtBrcAdaptiveLTR:on -dist 8 -num_ref 5 -gop_size 256 \
-NalHrdConformance:off -VuiNalHrdParameters:off -MemType::system -hrd $(($bitrateKb / 2)) \
-InitialDelayInKB $(($bitrateKb / 4)) -MaxKbps $((bitrateKb * 2)) -o::h264 $output
To achieve performance with Intel GPU H.265/HEVC encoder running EncTools BRC we recommend the following settings:
| ffmpeg-qsv options | ffmpeg version | Comments |
|---|---|---|
| VBR | ||
-b:v $bitrate -maxrate $((2 * $bitrate)) |
n2.8 | maxrate > bitrate triggers VBR. You can vary maxrate per your needs. |
-bufsize $((4 * $bitrate)) |
n4.0 | You can vary bufsize per your needs. We recommend to avoid going below 1 second to avoid quality loss. Buffer size of 4 seconds is recommended for VBR. |
-rc_init_occupancy $((2 * $bitrate)) |
n2.8 | This is the initial buffer delay. You can vary this per your needs. Recommendation is to use 1/2 of bufsize. |
-extbrc 1 -look_ahead_depth $lad |
n5.0 | This enables EncTools Software BRC when look ahead depth > than 0. Need to have look ahead depth > than miniGOP size to enable look ahead too (miniGOP size is equal to bf+1). The recommended values for $lad are: 8 (for performance boost) and 40 (for quality boost) |
-b_strategy 1 -bf 7 |
n6.0 | These 2 settings activate full 3 level B-Pyramid. |
-refs 4 |
n2.8 | 4 reference are recommended for high quality HEVC encoding. |
-g 256 |
n2.8 | Select long enough GOP size for random access encoding. You can vary this setting. Typically 2 to 4 seconds GOP is used. |
-strict -1 |
n5.0 | Disables HRD compliance. |
-idr_interval begin_only |
n4.0 | Only first I-frame will be IDR, other I-frames will be CRA. |
-extra_hw_frames $lad |
n4.0 | Add extra GPU decoder frame surfaces. This is currently needed for transcoding with look ahead (set this option to look ahead depth value) |
Example command lines:
# VBR (transcoding with ffmpeg-qsv)
ffmpeg -hwaccel qsv -qsv_device ${DEVICE:-/dev/dri/renderD128} -c:v $inputcodec -extra_hw_frames $lad -an -i $input \
-frames:v $numframes -c:v hevc_qsv -preset $preset -profile:v main -async_depth $async_depth \
-b:v $bitrate -maxrate $((2 * $bitrate)) -bufsize $((4 * $bitrate)) \
-rc_init_occupancy $((2 * $bitrate)) -low_power ${LOW_POWER:-true} -look_ahead_depth $lad -extbrc 1 -b_strategy 1 \
-bf 7 -refs 4 -g 256 -idr_interval begin_only -strict -1 \
-fps_mode passthrough -y $output
# VBR (transcoding from raw bitstream with Sample Multi-Transcode)
sample_multi_transcode -i::${inputcodec} $input -hw -async $async_depth -device ${DEVICE:-/dev/dri/renderD128} \
-u $preset -b $bitrateKb -vbr -n $numframes -lowpower:${LOWPOWER:-on} \
-lad $lad -extbrc::implicit -AdaptiveI:on -AdaptiveB:on -dist 8 -num_ref 4 -gop_size 256 \
-NalHrdConformance:off -VuiNalHrdParameters:off -hrd $(($bitrateKb / 2)) \
-InitialDelayInKB $(($bitrateKb / 4)) -MaxKbps $((bitrateKb * 2)) -o::h265 $output
To achieve better performance with Intel GPU H.265/HEVC encoder running ExtBRC we recommend the following settings:
| ffmpeg-qsv options | ffmpeg version | Comments |
|---|---|---|
| VBR | ||
-b:v $bitrate -maxrate $((2 * $bitrate)) |
n2.8 | maxrate > bitrate triggers VBR. You can vary maxrate per your needs. |
-bufsize $((4 * $bitrate)) |
n4.0 | You can vary bufsize per your needs. We recommend to avoid going below 1 second to avoid quality loss. Buffer size of 4 seconds is recommended for VBR. |
-rc_init_occupancy $((2 * $bitrate)) |
n2.8 | This is the initial buffer delay. You can vary this per your needs. Recommendation is to use 1/2 of bufsize. |
-extbrc 1 |
n4.3 | This enabled ExtBRC Software BRC |
-bf 7 |
n2.8 | B-Pyramid is ON by default (to be explicit, add -b_strategy 1, but
this setting is supported in ffmpeg n6.0 or later for HEVC). -bf 7
enables full 3 level B-Pyramid. |
-refs 4 |
n2.8 | 4 reference are recommended for high quality HEVC encoding. |
-g 256 |
n2.7 | Select long enough GOP size for random access encoding. You can vary this setting. Typically 2 to 4 seconds GOP is used. |
Example command lines:
# VBR (transcoding with ffmpeg-qsv)
ffmpeg -hwaccel qsv -qsv_device ${DEVICE:-/dev/dri/renderD128} -c:v $inputcodec -an -i $input \
-frames:v $numframes -c:v hevc_qsv -preset $preset -profile:v main -async_depth $async_depth \
-b:v $bitrate -maxrate $((2 * $bitrate)) -bufsize $((4 * $bitrate)) \
-rc_init_occupancy $((2 * $bitrate)) -low_power ${LOW_POWER:-false} -extbrc 1 -bf 7 -refs 4 -g 256 \
-fps_mode passthrough -y $output
# VBR (transcoding from raw bitstream with Sample Multi-Transcode)
sample_multi_transcode -i::${inputcodec} $input -hw -async $async_depth -device ${DEVICE:-/dev/dri/renderD128} \
-u $preset -b $bitrateKb -vbr -n $numframes -lowpower:${LOWPOWER:-off} \
-extbrc::implicit -dist 8 -num_ref 4 -gop_size 256 -NalHrdConformance:off -VuiNalHrdParameters:off \
-hrd $(($bitrateKb / 2)) -InitialDelayInKB $(($bitrateKb / 4)) -MaxKbps $((bitrateKb * 2)) \
-o::h265 $output
To achieve performance with Intel GPU AV1 encoder running EncTools BRC we recommend the following settings:
| ffmpeg-qsv options | ffmpeg version | Comments |
|---|---|---|
| VBR | ||
-b:v $bitrate -maxrate $((2 * $bitrate)) |
n6.0 | maxrate > bitrate triggers VBR. You can vary maxrate per your needs. |
-bufsize $((4 * $bitrate)) |
n6.0 | You can vary bufsize per your needs. We recommend to avoid going below 1 second to avoid quality loss. Buffer size of 4 seconds is recommended for VBR. |
-rc_init_occupancy $((2 * $bitrate)) |
n6.0 | This is the initial buffer delay. You can vary this per your needs. Recommendation is to use 1/2 of bufsize. |
-extbrc 1 -look_ahead_depth $lad |
n6.0 | This enables EncTools Software BRC when look ahead depth > than 0. Need to have look ahead depth > than miniGOP size to enable look ahead too (miniGOP size is equal to bf+1). The recommended values for $lad are: 8 (for performance boost) and 40 (for quality boost) |
-b_strategy 1 -bf 7 |
n6.0 | These 2 settings activate full 3 level B-Pyramid. |
-adaptive_i 1 -adaptive_b 1 |
n6.0 | Ensures to enable scene change detection and adaptive miniGOP. |
-g 256 |
n6.0 | Select long enough GOP size for random access encoding. You can vary this setting. Typically 2 to 4 seconds GOP is used. |
-strict -1 |
n6.0 | Disables HRD compliance. |
-extra_hw_frames $lad |
n6.0 | Add extra GPU decoder frame surfaces. This is currently needed for transcoding with look ahead (set this option to look ahead depth value) |
Example command lines:
# VBR (transcoding with ffmpeg-qsv)
ffmpeg -hwaccel qsv -qsv_device ${DEVICE:-/dev/dri/renderD128} -c:v $inputcodec -extra_hw_frames $lad -an -i $input \
-frames:v $numframes -c:v av1_qsv -preset $preset -profile:v main -async_depth $async_depth \
-b:v $bitrate -maxrate $((2 * $bitrate)) -bufsize $((4 * $bitrate)) \
-rc_init_occupancy $((2 * $bitrate)) -low_power ${LOW_POWER:-true} -look_ahead_depth $lad -extbrc 1 \
-b_strategy 1 -adaptive_i 1 -adaptive_b 1 -bf 7 -g 256 -strict -1 \
-fps_mode passthrough -y $output
# VBR (transcoding from raw bitstream with Sample Multi-Transcode)
sample_multi_transcode -i::${inputcodec} $input -hw -async $async_depth -device ${DEVICE:-/dev/dri/renderD128} \
-u $preset -b $bitrateKb -vbr -n $numframes -lowpower:${LOWPOWER:-on} \
-lad $lad -extbrc::implicit -AdaptiveI:on -AdaptiveB:on -dist 8 -gop_size 256 \
-NalHrdConformance:off -VuiNalHrdParameters:off -hrd $(($bitrateKb / 2)) \
-InitialDelayInKB $(($bitrateKb / 4)) -MaxKbps $((bitrateKb * 2)) -o::av1 $output
To achieve better performance with Intel GPU AV1 encoder running Hardware BRC we recommend the following settings:
| ffmpeg-qsv options | ffmpeg version | Comments |
|---|---|---|
| VBR | ||
-b:v $bitrate -maxrate $((2 * $bitrate)) |
n6.0 | maxrate > bitrate triggers VBR. You can vary maxrate per your needs. |
-bufsize $((4 * $bitrate)) |
n6.0 | You can vary bufsize per your needs. We recommend to avoid going below 1 second to avoid quality loss. Buffer size of 4 seconds is recommended for VBR. |
-rc_init_occupancy $((2 * $bitrate)) |
n6.0 | This is initial buffer delay. You can vary this per your needs. Recommendation is to use 1/2 of bufsize. |
-b_strategy 1 -bf 7 |
n6.0 | These 2 settings activate full 3 level B-Pyramid. |
-g 256 |
n6.0 | Select long enough GOP size for random access encoding. You can vary this setting. Typically 2 to 4 seconds GOP is used. |
Example command lines:
# VBR (transcoding with ffmpeg-qsv)
ffmpeg -hwaccel qsv -qsv_device ${DEVICE:-/dev/dri/renderD128} -c:v $inputcodec -an -i $input \
-frames:v $numframes -c:v av1_qsv -preset $preset -profile:v main -async_depth $async_depth \
-b:v $bitrate -maxrate $((2 * $bitrate)) -bufsize $((4 * $bitrate)) \
-rc_init_occupancy $(($bufsize / 2)) -b_strategy 1 -bf 7 -g 256 \
-fps_mode passthrough -y $output
# VBR (transcoding from raw bitstream with Sample Multi-Transcode)
sample_multi_transcode -i::$inputcodec $input -hw -async $async_depth \
-device ${DEVICE:-/dev/dri/renderD128} -u $preset -b $bitrateKb \
-vbr -n $numframes -bref -dist 8 -gop_size 256 -dist 8 -hrd $(($bitrateKb / 2)) \
-InitialDelayInKB $(($bitrateKb / 4)) -MaxKbps $((bitrateKb * 2)) -o::av1 $output
- ffmpeg-qsv
- Intel Media SDK Sample Multi-Transcode