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  1. 01/14/2021 14:11:01 MainProcess MainThread image _set_thread DEBUG Setting thread
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  75. 01/14/2021 14:11:01 MainProcess MainThread image _set_thread DEBUG Setting thread
  76. 01/14/2021 14:11:01 MainProcess MainThread image _set_thread DEBUG Thread pre-exists and is alive: <lib.multithreading.MultiThread object at 0x000001E8C2061370>
  77. 01/14/2021 14:11:01 MainProcess MainThread image _set_thread DEBUG Setting thread
  78. 01/14/2021 14:11:01 MainProcess MainThread image _set_thread DEBUG Thread pre-exists and is alive: <lib.multithreading.MultiThread object at 0x000001E8C2061370>
  79. 01/14/2021 14:11:02 MainProcess MainThread image _set_thread DEBUG Setting thread
  80. 01/14/2021 14:11:02 MainProcess MainThread image _set_thread DEBUG Thread pre-exists and is alive: <lib.multithreading.MultiThread object at 0x000001E8C2061370>
  81. 01/14/2021 14:11:02 MainProcess MainThread image _set_thread DEBUG Setting thread
  82. 01/14/2021 14:11:02 MainProcess MainThread image _set_thread DEBUG Thread pre-exists and is alive: <lib.multithreading.MultiThread object at 0x000001E8C2061370>
  83. 01/14/2021 14:11:02 MainProcess MainThread image _set_thread DEBUG Setting thread
  84. 01/14/2021 14:11:02 MainProcess MainThread image _set_thread DEBUG Thread pre-exists and is alive: <lib.multithreading.MultiThread object at 0x000001E8C2061370>
  85. 01/14/2021 14:11:02 MainProcess MainThread image _set_thread DEBUG Setting thread
  86. 01/14/2021 14:11:02 MainProcess MainThread image _set_thread DEBUG Thread pre-exists and is alive: <lib.multithreading.MultiThread object at 0x000001E8C2061370>
  87. 01/14/2021 14:11:02 MainProcess MainThread image _set_thread DEBUG Setting thread
  88. 01/14/2021 14:11:02 MainProcess MainThread image _set_thread DEBUG Thread pre-exists and is alive: <lib.multithreading.MultiThread object at 0x000001E8C2061370>
  89. 01/14/2021 14:11:02 MainProcess MainThread image _set_thread DEBUG Setting thread
  90. 01/14/2021 14:11:02 MainProcess MainThread image _set_thread DEBUG Thread pre-exists and is alive: <lib.multithreading.MultiThread object at 0x000001E8C2061370>
  91. 01/14/2021 14:11:02 MainProcess MainThread image _set_thread DEBUG Setting thread
  92. 01/14/2021 14:11:02 MainProcess MainThread image _set_thread DEBUG Thread pre-exists and is alive: <lib.multithreading.MultiThread object at 0x000001E8C2061370>
  93. 01/14/2021 14:11:02 MainProcess MainThread image _set_thread DEBUG Setting thread
  94. 01/14/2021 14:11:02 MainProcess MainThread image _set_thread DEBUG Thread pre-exists and is alive: <lib.multithreading.MultiThread object at 0x000001E8C2061370>
  95. 01/14/2021 14:11:02 MainProcess align_cv2-dnn_aligner_input_0 multithreading run DEBUG Error in thread (align_cv2-dnn_aligner_input_0): OpenCV(4.5.1) C:\Users\appveyor\AppData\Local\Temp\1\pip-req-build-kh7iq4w7\opencv\modules\imgproc\src\resize.cpp:4051: error: (-215:Assertion failed) !ssize.empty() in function 'cv::resize'\n
  96. 01/14/2021 14:11:02 MainProcess MainThread image _set_thread DEBUG Setting thread
  97. 01/14/2021 14:11:02 MainProcess MainThread image _set_thread DEBUG Thread pre-exists and is alive: <lib.multithreading.MultiThread object at 0x000001E8C2061370>
  98. 01/14/2021 14:11:02 MainProcess MainThread image _set_thread DEBUG Setting thread
  99. 01/14/2021 14:11:02 MainProcess MainThread image _set_thread DEBUG Thread pre-exists and is alive: <lib.multithreading.MultiThread object at 0x000001E8C2061370>
  100. 01/14/2021 14:11:02 MainProcess MainThread multithreading check_and_raise_error DEBUG Thread error caught: [(<class 'cv2.error'>, error("OpenCV(4.5.1) C:\\Users\\appveyor\\AppData\\Local\\Temp\\1\\pip-req-build-kh7iq4w7\\opencv\\modules\\imgproc\\src\\resize.cpp:4051: error: (-215:Assertion failed) !ssize.empty() in function 'cv::resize'\n"), <traceback object at 0x000001E8E1CDDB40>)]
  101. Traceback (most recent call last):
  102. File "C:\Users\Phantamos\faceswap\lib\cli\launcher.py", line 182, in execute_script
  103. process.process()
  104. File "C:\Users\Phantamos\faceswap\scripts\extract.py", line 119, in process
  105. self._run_extraction()
  106. File "C:\Users\Phantamos\faceswap\scripts\extract.py", line 216, in _run_extraction
  107. for idx, extract_media in enumerate(status_bar):
  108. File "C:\Users\Phantamos\MiniConda3\envs\faceswap\lib\site-packages\tqdm\std.py", line 1167, in __iter__
  109. for obj in iterable:
  110. File "C:\Users\Phantamos\faceswap\plugins\extract\pipeline.py", line 237, in detected_faces
  111. if self._check_and_raise_error():
  112. File "C:\Users\Phantamos\faceswap\plugins\extract\pipeline.py", line 660, in _check_and_raise_error
  113. if plugin.check_and_raise_error():
  114. File "C:\Users\Phantamos\faceswap\plugins\extract\_base.py", line 347, in check_and_raise_error
  115. err = thread.check_and_raise_error()
  116. File "C:\Users\Phantamos\faceswap\lib\multithreading.py", line 84, in check_and_raise_error
  117. raise error[1].with_traceback(error[2])
  118. File "C:\Users\Phantamos\faceswap\lib\multithreading.py", line 37, in run
  119. self._target(*self._args, **self._kwargs)
  120. File "C:\Users\Phantamos\faceswap\plugins\extract\_base.py", line 465, in _thread_process
  121. batch = function(batch)
  122. File "C:\Users\Phantamos\faceswap\plugins\extract\align\_base.py", line 255, in _process_input
  123. result = self.process_input(batch)
  124. File "C:\Users\Phantamos\faceswap\plugins\extract\align\cv2_dnn.py", line 54, in process_input
  125. faces, batch["roi"], batch["offsets"] = self.align_image(batch)
  126. File "C:\Users\Phantamos\faceswap\plugins\extract\align\cv2_dnn.py", line 82, in align_image
  127. face = cv2.resize(face, dsize=sizes, interpolation=interpolation)
  128. cv2.error: OpenCV(4.5.1) C:\Users\appveyor\AppData\Local\Temp\1\pip-req-build-kh7iq4w7\opencv\modules\imgproc\src\resize.cpp:4051: error: (-215:Assertion failed) !ssize.empty() in function 'cv::resize'
  129.  
  130.  
  131. ============ System Information ============
  132. encoding: cp1252
  133. git_branch: master
  134. git_commits: 15bbc95 Update Dockerfile (#1112)
  135. gpu_cuda: 9.0
  136. gpu_cudnn: 8.0.4
  137. gpu_devices:
  138. gpu_devices_active:
  139. gpu_driver: No Nvidia driver found
  140. gpu_vram:
  141. os_machine: AMD64
  142. os_platform: Windows-10-10.0.18362-SP0
  143. os_release: 10
  144. py_command: C:\Users\Phantamos\faceswap\faceswap.py extract -i H:/Face/Source/Star.Trek.Voyager.s04e10.Random.Thoughts.mkv -o H:/Face/Extract/Extracted -D cv2-dnn -A cv2-dnn -nm none -rf 0 -min 0 -l 0.4 -sz 512 -een 1 -si 0 -L INFO -gui
  145. py_conda_version: conda 4.9.2
  146. py_implementation: CPython
  147. py_version: 3.8.5
  148. py_virtual_env: True
  149. sys_cores: 16
  150. sys_processor: Intel64 Family 6 Model 158 Stepping 13, GenuineIntel
  151. sys_ram: Total: 131004MB, Available: 118283MB, Used: 12720MB, Free: 118283MB
  152.  
  153. =============== Pip Packages ===============
  154. absl-py @ file:///tmp/build/80754af9/absl-py_1607439979954/work
  155. aiohttp @ file:///C:/ci/aiohttp_1607109697839/work
  156. astunparse==1.6.3
  157. async-timeout==3.0.1
  158. attrs @ file:///tmp/build/80754af9/attrs_1604765588209/work
  159. blinker==1.4
  160. brotlipy==0.7.0
  161. cachetools @ file:///tmp/build/80754af9/cachetools_1607706694405/work
  162. certifi==2020.12.5
  163. cffi @ file:///C:/ci/cffi_1606255208697/work
  164. chardet @ file:///C:/ci/chardet_1605303225733/work
  165. click==7.1.2
  166. cryptography==2.9.2
  167. cycler==0.10.0
  168. fastcluster==1.1.26
  169. ffmpy==0.2.3
  170. gast @ file:///tmp/build/80754af9/gast_1597433534803/work
  171. google-auth @ file:///tmp/build/80754af9/google-auth_1607969906642/work
  172. google-auth-oauthlib @ file:///tmp/build/80754af9/google-auth-oauthlib_1603929124518/work
  173. google-pasta==0.2.0
  174. grpcio @ file:///C:/ci/grpcio_1597406462198/work
  175. h5py==2.10.0
  176. idna @ file:///tmp/build/80754af9/idna_1593446292537/work
  177. imageio @ file:///tmp/build/80754af9/imageio_1594161405741/work
  178. imageio-ffmpeg @ file:///home/conda/feedstock_root/build_artifacts/imageio-ffmpeg_1609799311556/work
  179. importlib-metadata @ file:///tmp/build/80754af9/importlib-metadata_1602276842396/work
  180. joblib @ file:///tmp/build/80754af9/joblib_1607970656719/work
  181. Keras-Applications @ file:///tmp/build/80754af9/keras-applications_1594366238411/work
  182. Keras-Preprocessing==1.1.0
  183. kiwisolver @ file:///C:/ci/kiwisolver_1604014703538/work
  184. Markdown @ file:///C:/ci/markdown_1605111189761/work
  185. matplotlib @ file:///C:/ci/matplotlib-base_1592837548929/work
  186. mkl-fft==1.2.0
  187. mkl-random==1.1.1
  188. mkl-service==2.3.0
  189. multidict @ file:///C:/ci/multidict_1600456481656/work
  190. numpy @ file:///C:/ci/numpy_and_numpy_base_1603466732592/work
  191. nvidia-ml-py3 @ git+https://github.com/deepfakes/nvidia-ml-py3.git@6fc29ac84b32bad877f078cb4a777c1548a00bf6
  192. oauthlib==3.1.0
  193. olefile==0.46
  194. opencv-python==4.5.1.48
  195. opt-einsum==3.1.0
  196. pathlib==1.0.1
  197. Pillow @ file:///C:/ci/pillow_1609786840597/work
  198. protobuf==3.13.0
  199. psutil @ file:///C:/ci/psutil_1598370330503/work
  200. pyasn1==0.4.8
  201. pyasn1-modules==0.2.8
  202. pycparser @ file:///tmp/build/80754af9/pycparser_1594388511720/work
  203. PyJWT @ file:///C:/ci/pyjwt_1608658192037/work
  204. pyOpenSSL @ file:///tmp/build/80754af9/pyopenssl_1608057966937/work
  205. pyparsing==2.4.7
  206. pyreadline==2.1
  207. PySocks @ file:///C:/ci/pysocks_1605287845585/work
  208. python-dateutil==2.8.1
  209. pywin32==227
  210. requests @ file:///tmp/build/80754af9/requests_1608241421344/work
  211. requests-oauthlib==1.3.0
  212. rsa @ file:///tmp/build/80754af9/rsa_1610306599286/work
  213. scikit-learn @ file:///C:/ci/scikit-learn_1598377018496/work
  214. scipy @ file:///C:/ci/scipy_1604596260408/work
  215. sip==4.19.13
  216. six @ file:///C:/ci/six_1605187374963/work
  217. tensorboard @ file:///home/builder/ktietz/conda/conda-bld/tensorboard_1604313476433/work/tmp_pip_dir
  218. tensorboard-plugin-wit==1.6.0
  219. tensorflow==2.3.0
  220. tensorflow-estimator @ file:///tmp/build/80754af9/tensorflow-estimator_1599136169057/work/whl_temp/tensorflow_estimator-2.3.0-py2.py3-none-any.whl
  221. termcolor==1.1.0
  222. threadpoolctl @ file:///tmp/tmp9twdgx9k/threadpoolctl-2.1.0-py3-none-any.whl
  223. tornado @ file:///C:/ci/tornado_1606942392901/work
  224. tqdm @ file:///tmp/build/80754af9/tqdm_1609788246169/work
  225. typing-extensions @ file:///tmp/build/80754af9/typing_extensions_1598376058250/work
  226. urllib3 @ file:///tmp/build/80754af9/urllib3_1606938623459/work
  227. Werkzeug==1.0.1
  228. win-inet-pton @ file:///C:/ci/win_inet_pton_1605306167264/work
  229. wincertstore==0.2
  230. wrapt==1.12.1
  231. yarl @ file:///C:/ci/yarl_1598045274898/work
  232. zipp @ file:///tmp/build/80754af9/zipp_1604001098328/work
  233.  
  234. ============== Conda Packages ==============
  235. # packages in environment at C:\Users\Phantamos\MiniConda3\envs\faceswap:
  236. #
  237. # Name Version Build Channel
  238. _tflow_select 2.3.0 eigen
  239. absl-py 0.11.0 pyhd3eb1b0_1
  240. aiohttp 3.7.3 py38h2bbff1b_1
  241. astunparse 1.6.3 py_0
  242. async-timeout 3.0.1 py38_0
  243. attrs 20.3.0 pyhd3eb1b0_0
  244. blas 1.0 mkl
  245. blinker 1.4 py38_0
  246. brotlipy 0.7.0 py38h2bbff1b_1003
  247. ca-certificates 2020.12.8 haa95532_0
  248. cachetools 4.2.0 pyhd3eb1b0_0
  249. certifi 2020.12.5 py38haa95532_0
  250. cffi 1.14.4 py38hcd4344a_0
  251. chardet 3.0.4 py38haa95532_1003
  252. click 7.1.2 py_0
  253. cryptography 2.9.2 py38h7a1dbc1_0
  254. cycler 0.10.0 py38_0
  255. fastcluster 1.1.26 py38h251f6bf_2 conda-forge
  256. ffmpeg 4.3.1 ha925a31_0 conda-forge
  257. ffmpy 0.2.3 pypi_0 pypi
  258. freetype 2.10.4 hd328e21_0
  259. gast 0.4.0 py_0
  260. git 2.23.0 h6bb4b03_0
  261. google-auth 1.24.0 pyhd3eb1b0_0
  262. google-auth-oauthlib 0.4.2 pyhd3eb1b0_2
  263. google-pasta 0.2.0 py_0
  264. grpcio 1.31.0 py38he7da953_0
  265. h5py 2.10.0 py38h5e291fa_0
  266. hdf5 1.10.4 h7ebc959_0
  267. icc_rt 2019.0.0 h0cc432a_1
  268. icu 58.2 ha925a31_3
  269. idna 2.10 py_0
  270. imageio 2.9.0 py_0
  271. imageio-ffmpeg 0.4.3 pyhd8ed1ab_0 conda-forge
  272. importlib-metadata 2.0.0 py_1
  273. intel-openmp 2020.2 254
  274. joblib 1.0.0 pyhd3eb1b0_0
  275. jpeg 9b hb83a4c4_2
  276. keras-applications 1.0.8 py_1
  277. keras-preprocessing 1.1.0 py_1
  278. kiwisolver 1.3.0 py38hd77b12b_0
  279. libpng 1.6.37 h2a8f88b_0
  280. libprotobuf 3.13.0.1 h200bbdf_0
  281. libtiff 4.1.0 h56a325e_1
  282. lz4-c 1.9.2 hf4a77e7_3
  283. markdown 3.3.3 py38haa95532_0
  284. matplotlib 3.2.2 0
  285. matplotlib-base 3.2.2 py38h64f37c6_0
  286. mkl 2020.2 256
  287. mkl-service 2.3.0 py38h196d8e1_0
  288. mkl_fft 1.2.0 py38h45dec08_0
  289. mkl_random 1.1.1 py38h47e9c7a_0
  290. multidict 4.7.6 py38he774522_1
  291. numpy 1.19.2 py38hadc3359_0
  292. numpy-base 1.19.2 py38ha3acd2a_0
  293. nvidia-ml-py3 7.352.1 pypi_0 pypi
  294. oauthlib 3.1.0 py_0
  295. olefile 0.46 py_0
  296. opencv-python 4.5.1.48 pypi_0 pypi
  297. openssl 1.1.1i h2bbff1b_0
  298. opt_einsum 3.1.0 py_0
  299. pathlib 1.0.1 py_1
  300. pillow 8.1.0 py38h4fa10fc_0
  301. pip 20.3.3 py38haa95532_0
  302. protobuf 3.13.0.1 py38ha925a31_1
  303. psutil 5.7.2 py38he774522_0
  304. pyasn1 0.4.8 py_0
  305. pyasn1-modules 0.2.8 py_0
  306. pycparser 2.20 py_2
  307. pyjwt 2.0.0 py38haa95532_0
  308. pyopenssl 20.0.1 pyhd3eb1b0_1
  309. pyparsing 2.4.7 py_0
  310. pyqt 5.9.2 py38ha925a31_4
  311. pyreadline 2.1 py38_1
  312. pysocks 1.7.1 py38haa95532_0
  313. python 3.8.5 h5fd99cc_1
  314. python-dateutil 2.8.1 py_0
  315. python_abi 3.8 1_cp38 conda-forge
  316. pywin32 227 py38he774522_1
  317. qt 5.9.7 vc14h73c81de_0
  318. requests 2.25.1 pyhd3eb1b0_0
  319. requests-oauthlib 1.3.0 py_0
  320. rsa 4.7 pyhd3eb1b0_0
  321. scikit-learn 0.23.2 py38h47e9c7a_0
  322. scipy 1.5.2 py38h14eb087_0
  323. setuptools 51.1.2 py38haa95532_3
  324. sip 4.19.13 py38ha925a31_0
  325. six 1.15.0 py38haa95532_0
  326. sqlite 3.33.0 h2a8f88b_0
  327. tensorboard 2.3.0 pyh4dce500_0
  328. tensorboard-plugin-wit 1.6.0 py_0
  329. tensorflow 2.3.0 mkl_py38h8c0d9a2_0
  330. tensorflow-base 2.3.0 eigen_py38h75a453f_0
  331. tensorflow-estimator 2.3.0 pyheb71bc4_0
  332. termcolor 1.1.0 py38_1
  333. threadpoolctl 2.1.0 pyh5ca1d4c_0
  334. tk 8.6.10 he774522_0
  335. tornado 6.1 py38h2bbff1b_0
  336. tqdm 4.55.1 pyhd3eb1b0_0
  337. typing-extensions 3.7.4.3 0
  338. typing_extensions 3.7.4.3 py_0
  339. urllib3 1.26.2 pyhd3eb1b0_0
  340. vc 14.2 h21ff451_1
  341. vs2015_runtime 14.27.29016 h5e58377_2
  342. werkzeug 1.0.1 py_0
  343. wheel 0.36.2 pyhd3eb1b0_0
  344. win_inet_pton 1.1.0 py38haa95532_0
  345. wincertstore 0.2 py38_0
  346. wrapt 1.12.1 py38he774522_1
  347. xz 5.2.5 h62dcd97_0
  348. yarl 1.5.1 py38he774522_0
  349. zipp 3.4.0 pyhd3eb1b0_0
  350. zlib 1.2.11 h62dcd97_4
  351. zstd 1.4.5 h04227a9_0
  352.  
  353. ================= Configs ==================
  354. --------- .faceswap ---------
  355. backend: cpu
  356.  
  357. --------- convert.ini ---------
  358.  
  359. [color.color_transfer]
  360. clip: True
  361. preserve_paper: True
  362.  
  363. [color.manual_balance]
  364. colorspace: HSV
  365. balance_1: 0.0
  366. balance_2: 0.0
  367. balance_3: 0.0
  368. contrast: 0.0
  369. brightness: 0.0
  370.  
  371. [color.match_hist]
  372. threshold: 99.0
  373.  
  374. [mask.box_blend]
  375. type: gaussian
  376. distance: 11.0
  377. radius: 5.0
  378. passes: 1
  379.  
  380. [mask.mask_blend]
  381. type: normalized
  382. kernel_size: 3
  383. passes: 4
  384. threshold: 4
  385. erosion: 0.0
  386.  
  387. [scaling.sharpen]
  388. method: none
  389. amount: 150
  390. radius: 0.3
  391. threshold: 5.0
  392.  
  393. [writer.ffmpeg]
  394. container: mp4
  395. codec: libx264
  396. crf: 23
  397. preset: medium
  398. tune: none
  399. profile: auto
  400. level: auto
  401. skip_mux: False
  402.  
  403. [writer.gif]
  404. fps: 25
  405. loop: 0
  406. palettesize: 256
  407. subrectangles: False
  408.  
  409. [writer.opencv]
  410. format: png
  411. draw_transparent: False
  412. jpg_quality: 75
  413. png_compress_level: 3
  414.  
  415. [writer.pillow]
  416. format: png
  417. draw_transparent: False
  418. optimize: False
  419. gif_interlace: True
  420. jpg_quality: 75
  421. png_compress_level: 3
  422. tif_compression: tiff_deflate
  423.  
  424. --------- extract.ini ---------
  425.  
  426. [global]
  427. allow_growth: False
  428.  
  429. [align.fan]
  430. batch-size: 12
  431.  
  432. [detect.cv2_dnn]
  433. confidence: 50
  434.  
  435. [detect.mtcnn]
  436. minsize: 20
  437. threshold_1: 0.6
  438. threshold_2: 0.7
  439. threshold_3: 0.7
  440. scalefactor: 0.709
  441. batch-size: 8
  442.  
  443. [detect.s3fd]
  444. confidence: 70
  445. batch-size: 4
  446.  
  447. [mask.unet_dfl]
  448. batch-size: 8
  449.  
  450. [mask.vgg_clear]
  451. batch-size: 6
  452.  
  453. [mask.vgg_obstructed]
  454. batch-size: 2
  455.  
  456. --------- gui.ini ---------
  457.  
  458. [global]
  459. fullscreen: False
  460. tab: extract
  461. options_panel_width: 30
  462. console_panel_height: 20
  463. icon_size: 14
  464. font: default
  465. font_size: 9
  466. autosave_last_session: prompt
  467. timeout: 120
  468. auto_load_model_stats: True
  469.  
  470. --------- train.ini ---------
  471.  
  472. [global]
  473. centering: face
  474. coverage: 68.75
  475. icnr_init: False
  476. conv_aware_init: False
  477. optimizer: adam
  478. learning_rate: 5e-05
  479. reflect_padding: False
  480. allow_growth: False
  481. mixed_precision: False
  482. convert_batchsize: 16
  483.  
  484. [global.loss]
  485. loss_function: ssim
  486. mask_loss_function: mse
  487. l2_reg_term: 100
  488. eye_multiplier: 3
  489. mouth_multiplier: 2
  490. penalized_mask_loss: True
  491. mask_type: extended
  492. mask_blur_kernel: 3
  493. mask_threshold: 4
  494. learn_mask: False
  495.  
  496. [model.dfaker]
  497. output_size: 128
  498.  
  499. [model.dfl_h128]
  500. lowmem: False
  501.  
  502. [model.dfl_sae]
  503. input_size: 128
  504. clipnorm: True
  505. architecture: df
  506. autoencoder_dims: 0
  507. encoder_dims: 42
  508. decoder_dims: 21
  509. multiscale_decoder: False
  510.  
  511. [model.dlight]
  512. features: best
  513. details: good
  514. output_size: 256
  515.  
  516. [model.original]
  517. lowmem: False
  518.  
  519. [model.realface]
  520. input_size: 64
  521. output_size: 128
  522. dense_nodes: 1536
  523. complexity_encoder: 128
  524. complexity_decoder: 512
  525.  
  526. [model.unbalanced]
  527. input_size: 128
  528. lowmem: False
  529. clipnorm: True
  530. nodes: 1024
  531. complexity_encoder: 128
  532. complexity_decoder_a: 384
  533. complexity_decoder_b: 512
  534.  
  535. [model.villain]
  536. lowmem: False
  537.  
  538. [trainer.original]
  539. preview_images: 14
  540. zoom_amount: 5
  541. rotation_range: 10
  542. shift_range: 5
  543. flip_chance: 50
  544. disable_warp: False
  545. color_lightness: 30
  546. color_ab: 8
  547. color_clahe_chance: 50
  548. color_clahe_max_size: 4
  549.