why am I getting a mixed_float16 error?

If training is failing to start, and you are not receiving an error message telling you what to do, tell us about it here


Forum rules

Read the FAQs and search the forum before posting a new topic.

This forum is for reporting errors with the Training process. If you want to get tips, or better understand the Training process, then you should look in the Training Discussion forum.

Please mark any answers that fixed your problems so others can find the solutions.

Locked
User avatar
SirDeepsALot
Posts: 35
Joined: Sat May 28, 2022 7:10 am
Has thanked: 7 times
Been thanked: 2 times

why am I getting a mixed_float16 error?

Post by SirDeepsALot »

Ok am I getting this error cause of my install, my settings, or my GPU just won't do what I need it to? Here's the error:

07/14/2022 21:58:09 WARNING Mixed precision compatibility check (mixed_float16): WARNING
Your GPU may run slowly with dtype policy mixed_float16 because it does not have compute capability of at least 7.0. Your GPU:
NVIDIA GeForce GTX 1080, compute capability 6.1
See https://developer.nvidia.com/cuda-gpus for a list of GPUs and their compute capabilities.

Sys info as follows:

Code: Select all

============ System Information ============
encoding:            cp1252
git_branch:          master
git_commits:         66c2b7b Bugfix: Stats elapsed time. 4d42591 Mixed Precision bugfix for AMD. 0d2eafa Enable change of precision for existing models. da942e3 Nan bugfix in Stats. 5d700e8 stats bugfixes
gpu_cuda:            No global version found. Check Conda packages for Conda Cuda
gpu_cudnn:           No global version found. Check Conda packages for Conda cuDNN
gpu_devices:         GPU_0: NVIDIA GeForce GTX 1080
gpu_devices_active:  GPU_0
gpu_driver:          516.01
gpu_vram:            GPU_0: 8192MB
os_machine:          AMD64
os_platform:         Windows-10-10.0.19044-SP0
os_release:          10
py_command:          C:\Users\dkroker\faceswap/faceswap.py gui
py_conda_version:    conda 4.13.0
py_implementation:   CPython
py_version:          3.9.12
py_virtual_env:      True
sys_cores:           12
sys_processor:       Intel64 Family 6 Model 158 Stepping 10, GenuineIntel
sys_ram:             Total: 32710MB, Available: 17159MB, Used: 15550MB, Free: 17159MB

=============== Pip Packages ===============
absl-py==1.1.0
astunparse==1.6.3
cachetools==5.2.0
certifi==2022.5.18.1
charset-normalizer==2.0.12
colorama @ file:///tmp/build/80754af9/colorama_1607707115595/work
cycler @ file:///tmp/build/80754af9/cycler_1637851556182/work
fastcluster @ file:///D:/bld/fastcluster_1649783471014/work
ffmpy==0.2.3
flatbuffers==2.0
fonttools==4.25.0
gast==0.5.3
google-auth==2.8.0
google-auth-oauthlib==0.4.6
google-pasta==0.2.0
grpcio==1.46.3
h5py==3.7.0
idna==3.3
imageio @ file:///tmp/build/80754af9/imageio_1617700267927/work
imageio-ffmpeg @ file:///home/conda/feedstock_root/build_artifacts/imageio-ffmpeg_1649960641006/work
importlib-metadata==4.11.4
joblib @ file:///tmp/build/80754af9/joblib_1635411271373/work
keras==2.8.0
Keras-Preprocessing==1.1.2
kiwisolver @ file:///C:/ci/kiwisolver_1653292407425/work
libclang==14.0.1
Markdown==3.3.7
matplotlib @ file:///C:/ci/matplotlib-suite_1647423638658/work
mkl-fft==1.3.1
mkl-random @ file:///C:/ci/mkl_random_1626186184308/work
mkl-service==2.4.0
munkres==1.1.4
numpy @ file:///C:/ci/numpy_and_numpy_base_1652784039997/work
nvidia-ml-py==11.510.69
oauthlib==3.2.0
opencv-python==4.6.0.66
opt-einsum==3.3.0
packaging @ file:///tmp/build/80754af9/packaging_1637314298585/work
Pillow==9.0.1
protobuf==3.19.4
psutil @ file:///C:/ci/psutil_1612298199233/work
pyasn1==0.4.8
pyasn1-modules==0.2.8
pyparsing @ file:///tmp/build/80754af9/pyparsing_1635766073266/work
python-dateutil @ file:///tmp/build/80754af9/python-dateutil_1626374649649/work
pywin32==302
requests==2.28.0
requests-oauthlib==1.3.1
rsa==4.8
scikit-learn @ file:///C:/ci/scikit-learn_1642617276183/work
scipy @ file:///C:/ci/scipy_1641555170412/work
sip==4.19.13
six @ file:///tmp/build/80754af9/six_1644875935023/work
tensorboard==2.8.0
tensorboard-data-server==0.6.1
tensorboard-plugin-wit==1.8.1
tensorflow-estimator==2.8.0
tensorflow-gpu==2.8.2
tensorflow-io-gcs-filesystem==0.26.0
termcolor==1.1.0
threadpoolctl @ file:///Users/ktietz/demo/mc3/conda-bld/threadpoolctl_1629802263681/work
tornado @ file:///C:/ci/tornado_1606924294691/work
tqdm @ file:///C:/ci/tqdm_1650636210717/work
typing_extensions @ file:///opt/conda/conda-bld/typing_extensions_1647553014482/work
urllib3==1.26.9
Werkzeug==2.1.2
wincertstore==0.2
wrapt==1.14.1
zipp==3.8.0

============== Conda Packages ==============
# packages in environment at C:\Users\dkroker\MiniConda3\envs\faceswap:
#
# Name                    Version                   Build  Channel
absl-py                   1.1.0                    pypi_0    pypi
astunparse                1.6.3                    pypi_0    pypi
blas                      1.0                         mkl  
brotli                    1.0.9                ha925a31_2  
ca-certificates           2022.5.18.1          h5b45459_0    conda-forge
cachetools                5.2.0                    pypi_0    pypi
certifi                   2022.5.18.1      py39hcbf5309_0    conda-forge
charset-normalizer        2.0.12                   pypi_0    pypi
colorama                  0.4.4              pyhd3eb1b0_0  
cudatoolkit               11.2.2              h933977f_10    conda-forge
cudnn                     8.1.0.77             h3e0f4f4_0    conda-forge
cycler                    0.11.0             pyhd3eb1b0_0  
fastcluster               1.2.6            py39h2e25243_1    conda-forge
ffmpeg                    4.3.1                ha925a31_0    conda-forge
ffmpy                     0.2.3                    pypi_0    pypi
flatbuffers               2.0                      pypi_0    pypi
fonttools                 4.25.0             pyhd3eb1b0_0  
freetype                  2.10.4               hd328e21_0  
gast                      0.5.3                    pypi_0    pypi
git                       2.34.1               haa95532_0  
google-auth               2.8.0                    pypi_0    pypi
google-auth-oauthlib      0.4.6                    pypi_0    pypi
google-pasta              0.2.0                    pypi_0    pypi
grpcio                    1.46.3                   pypi_0    pypi
h5py                      3.7.0                    pypi_0    pypi
icc_rt                    2019.0.0             h0cc432a_1  
icu                       58.2                 ha925a31_3  
idna                      3.3                      pypi_0    pypi
imageio                   2.9.0              pyhd3eb1b0_0  
imageio-ffmpeg            0.4.7              pyhd8ed1ab_0    conda-forge
importlib-metadata        4.11.4                   pypi_0    pypi
intel-openmp              2021.4.0          haa95532_3556  
joblib                    1.1.0              pyhd3eb1b0_0  
jpeg                      9e                   h2bbff1b_0  
keras                     2.8.0                    pypi_0    pypi
keras-preprocessing       1.1.2                    pypi_0    pypi
kiwisolver                1.4.2            py39hd77b12b_0  
libclang                  14.0.1                   pypi_0    pypi
libpng                    1.6.37               h2a8f88b_0  
libtiff                   4.2.0                he0120a3_1  
libwebp                   1.2.2                h2bbff1b_0  
lz4-c                     1.9.3                h2bbff1b_1  
markdown                  3.3.7                    pypi_0    pypi
matplotlib                3.5.1            py39haa95532_1  
matplotlib-base           3.5.1            py39hd77b12b_1  
mkl                       2021.4.0           haa95532_640  
mkl-service               2.4.0            py39h2bbff1b_0  
mkl_fft                   1.3.1            py39h277e83a_0  
mkl_random                1.2.2            py39hf11a4ad_0  
munkres                   1.1.4                      py_0  
numpy                     1.22.3           py39h7a0a035_0  
numpy-base                1.22.3           py39hca35cd5_0  
nvidia-ml-py              11.510.69                pypi_0    pypi
oauthlib                  3.2.0                    pypi_0    pypi
opencv-python             4.6.0.66                 pypi_0    pypi
openssl                   1.1.1o               h8ffe710_0    conda-forge
opt-einsum                3.3.0                    pypi_0    pypi
packaging                 21.3               pyhd3eb1b0_0  
pillow                    9.0.1            py39hdc2b20a_0  
pip                       21.2.4           py39haa95532_0  
protobuf                  3.19.4                   pypi_0    pypi
psutil                    5.8.0            py39h2bbff1b_1  
pyasn1                    0.4.8                    pypi_0    pypi
pyasn1-modules            0.2.8                    pypi_0    pypi
pyparsing                 3.0.4              pyhd3eb1b0_0  
pyqt                      5.9.2            py39hd77b12b_6  
python                    3.9.12               h6244533_0  
python-dateutil           2.8.2              pyhd3eb1b0_0  
python_abi                3.9                      2_cp39    conda-forge
pywin32                   302              py39h2bbff1b_2  
qt                        5.9.7            vc14h73c81de_0  
requests                  2.28.0                   pypi_0    pypi
requests-oauthlib         1.3.1                    pypi_0    pypi
rsa                       4.8                      pypi_0    pypi
scikit-learn              1.0.2            py39hf11a4ad_1  
scipy                     1.7.3            py39h0a974cb_0  
setuptools                61.2.0           py39haa95532_0  
sip                       4.19.13          py39hd77b12b_0  
six                       1.16.0             pyhd3eb1b0_1  
sqlite                    3.38.3               h2bbff1b_0  
tensorboard               2.8.0                    pypi_0    pypi
tensorboard-data-server   0.6.1                    pypi_0    pypi
tensorboard-plugin-wit    1.8.1                    pypi_0    pypi
tensorflow-estimator      2.8.0                    pypi_0    pypi
tensorflow-gpu            2.8.2                    pypi_0    pypi
tensorflow-io-gcs-filesystem 0.26.0                   pypi_0    pypi
termcolor                 1.1.0                    pypi_0    pypi
threadpoolctl             2.2.0              pyh0d69192_0  
tk                        8.6.12               h2bbff1b_0  
tornado                   6.1              py39h2bbff1b_0  
tqdm                      4.64.0           py39haa95532_0  
typing-extensions         4.1.1                hd3eb1b0_0  
typing_extensions         4.1.1              pyh06a4308_0  
tzdata                    2022a                hda174b7_0  
urllib3                   1.26.9                   pypi_0    pypi
vc                        14.2                 h21ff451_1  
vs2015_runtime            14.27.29016          h5e58377_2  
werkzeug                  2.1.2                    pypi_0    pypi
wheel                     0.37.1             pyhd3eb1b0_0  
wincertstore              0.2              py39haa95532_2  
wrapt                     1.14.1                   pypi_0    pypi
xz                        5.2.5                h8cc25b3_1  
zipp                      3.8.0                    pypi_0    pypi
zlib                      1.2.12               h8cc25b3_2  
zstd                      1.5.2                h19a0ad4_0  

================= Configs ==================
--------- .faceswap ---------
backend:                  nvidia

--------- convert.ini ---------

[color.color_transfer]
clip:                     True
preserve_paper:           True

[color.manual_balance]
colorspace:               HSV
balance_1:                0.0
balance_2:                0.0
balance_3:                0.0
contrast:                 0.0
brightness:               0.0

[color.match_hist]
threshold:                99.0

[mask.mask_blend]
type:                     normalized
kernel_size:              3
passes:                   4
threshold:                4
erosion:                  0.0
erosion_top:              0.0
erosion_bottom:           0.0
erosion_left:             0.0
erosion_right:            0.0

[scaling.sharpen]
method:                   none
amount:                   150
radius:                   0.3
threshold:                5.0

[writer.ffmpeg]
container:                mp4
codec:                    libx264
crf:                      23
preset:                   medium
tune:                     none
profile:                  auto
level:                    auto
skip_mux:                 False

[writer.gif]
fps:                      25
loop:                     0
palettesize:              256
subrectangles:            False

[writer.opencv]
format:                   png
draw_transparent:         False
jpg_quality:              75
png_compress_level:       3

[writer.pillow]
format:                   png
draw_transparent:         False
optimize:                 False
gif_interlace:            True
jpg_quality:              75
png_compress_level:       3
tif_compression:          tiff_deflate

--------- extract.ini ---------

[global]
allow_growth:             False

[align.fan]
batch-size:               12

[detect.cv2_dnn]
confidence:               50

[detect.mtcnn]
minsize:                  20
scalefactor:              0.709
batch-size:               8
threshold_1:              0.6
threshold_2:              0.7
threshold_3:              0.7

[detect.s3fd]
confidence:               70
batch-size:               4

[mask.bisenet_fp]
batch-size:               8
weights:                  faceswap
include_ears:             False
include_hair:             False
include_glasses:          True

[mask.unet_dfl]
batch-size:               8

[mask.vgg_clear]
batch-size:               6

[mask.vgg_obstructed]
batch-size:               2

--------- gui.ini ---------

[global]
fullscreen:               False
tab:                      extract
options_panel_width:      30
console_panel_height:     20
icon_size:                14
font:                     default
font_size:                9
autosave_last_session:    prompt
timeout:                  120
auto_load_model_stats:    True

--------- train.ini ---------

[global]
centering:                face
coverage:                 87.5
icnr_init:                False
conv_aware_init:          False
optimizer:                adam
learning_rate:            5e-05
epsilon_exponent:         -7
reflect_padding:          False
allow_growth:             False
mixed_precision:          False
nan_protection:           True
convert_batchsize:        16

[global.loss]
loss_function:            ssim
loss_function_2:          mse
loss_weight_2:            100
loss_function_3:          None
loss_weight_3:            0
loss_function_4:          None
loss_weight_4:            0
mask_loss_function:       mse
eye_multiplier:           3
mouth_multiplier:         2
penalized_mask_loss:      True
mask_type:                bisenet-fp_face
mask_blur_kernel:         3
mask_threshold:           4
learn_mask:               False

[model.dfaker]
output_size:              128

[model.dfl_h128]
lowmem:                   False

[model.dfl_sae]
input_size:               128
clipnorm:                 True
architecture:             df
autoencoder_dims:         0
encoder_dims:             42
decoder_dims:             21
multiscale_decoder:       False

[model.dlight]
features:                 best
details:                  good
output_size:              256

[model.original]
lowmem:                   False

[model.phaze_a]
output_size:              128
shared_fc:                None
enable_gblock:            True
split_fc:                 True
split_gblock:             False
split_decoders:           False
enc_architecture:         fs_original
enc_scaling:              7
enc_load_weights:         True
bottleneck_type:          dense
bottleneck_norm:          None
bottleneck_size:          1024
bottleneck_in_encoder:    True
fc_depth:                 1
fc_min_filters:           1024
fc_max_filters:           1024
fc_dimensions:            4
fc_filter_slope:          -0.5
fc_dropout:               0.0
fc_upsampler:             upsample2d
fc_upsamples:             1
fc_upsample_filters:      512
fc_gblock_depth:          3
fc_gblock_min_nodes:      512
fc_gblock_max_nodes:      512
fc_gblock_filter_slope:   -0.5
fc_gblock_dropout:        0.0
dec_upscale_method:       subpixel
dec_upscales_in_fc:       0
dec_norm:                 None
dec_min_filters:          64
dec_max_filters:          512
dec_slope_mode:           full
dec_filter_slope:         -0.45
dec_res_blocks:           1
dec_output_kernel:        5
dec_gaussian:             True
dec_skip_last_residual:   True
freeze_layers:            keras_encoder
load_layers:              encoder
fs_original_depth:        4
fs_original_min_filters:  128
fs_original_max_filters:  1024
fs_original_use_alt:      False
mobilenet_width:          1.0
mobilenet_depth:          1
mobilenet_dropout:        0.001
mobilenet_minimalistic:   False

[model.realface]
input_size:               64
output_size:              128
dense_nodes:              1536
complexity_encoder:       128
complexity_decoder:       512

[model.unbalanced]
input_size:               128
lowmem:                   False
clipnorm:                 True
nodes:                    1024
complexity_encoder:       128
complexity_decoder_a:     384
complexity_decoder_b:     512

[model.villain]
lowmem:                   False

[trainer.original]
preview_images:           14
zoom_amount:              5
rotation_range:           10
shift_range:              5
flip_chance:              50
color_lightness:          30
color_ab:                 8
color_clahe_chance:       50
color_clahe_max_size:     4
User avatar
torzdf
Posts: 2651
Joined: Fri Jul 12, 2019 12:53 am
Answers: 159
Has thanked: 129 times
Been thanked: 622 times

Re: why am I getting a mixed_float16 error?

Post by torzdf »

The line, literally 1 line prior to your paste says:

Code: Select all

INFO     Storing Mixed Precision compatible layers. Please ignore any following warnings about using mixed precision.

My word is final

User avatar
SirDeepsALot
Posts: 35
Joined: Sat May 28, 2022 7:10 am
Has thanked: 7 times
Been thanked: 2 times

Re: why am I getting a mixed_float16 error?

Post by SirDeepsALot »

It certainly does say to ignore the errors, it also says that it might be 60% slower - so I'd prefer not to ignore it if I can just change the settings to make training faster.

User avatar
torzdf
Posts: 2651
Joined: Fri Jul 12, 2019 12:53 am
Answers: 159
Has thanked: 129 times
Been thanked: 622 times

Re: why am I getting a mixed_float16 error?

Post by torzdf »

I don't really know what to add to what the message says.

You have a GTX 1080 with compute capability of 6.1
Tensorcore support was not added until GPUs with at least compute capability of 7.0 (RTX 2xxx series)

You don't run with mixed precision enabled, so it doesn't impact you.
It is collecting mixed precision compatible layers, so switches to mixed precision mode and tells you to ignore the warning.

My word is final

User avatar
SirDeepsALot
Posts: 35
Joined: Sat May 28, 2022 7:10 am
Has thanked: 7 times
Been thanked: 2 times

Re: why am I getting a mixed_float16 error?

Post by SirDeepsALot »

"You don't run with mixed precision enabled, so it doesn't impact you."

Tight, that's the part I missed. Cheers.

Locked