From 770c70d7787536acbac9f62216964d0b2f9593ab Mon Sep 17 00:00:00 2001 From: Colombo Date: Sat, 9 Nov 2019 15:12:35 +0400 Subject: [PATCH] converter: fixed crashes removed useless 'ebs' color transfer changed keys for color degrade added image degrade via denoise - same as denoise extracted data_dst.bat , but you can control this option directly in the interactive converter added image degrade via bicubic downscale and upscale SAEHD: default ae_dims for df now 256. --- converters/ConvertMasked.py | 32 +++-- converters/ConverterConfig.py | 94 +++++++++---- imagelib/color_transfer.py | 4 +- mainscripts/Converter.py | 71 +++++++--- mainscripts/gfx/help_converter_masked.jpg | Bin 394109 -> 414537 bytes .../gfx/help_converter_masked_source.psd | Bin 8417618 -> 8532870 bytes models/Model_SAEHD/Model.py | 2 +- nnlib/nnlib.py | 128 ++++++++++++++++++ 8 files changed, 274 insertions(+), 57 deletions(-) diff --git a/converters/ConvertMasked.py b/converters/ConvertMasked.py index 7e0097b..9408458 100644 --- a/converters/ConvertMasked.py +++ b/converters/ConvertMasked.py @@ -8,10 +8,8 @@ from facelib import FaceType, LandmarksProcessor from interact import interact as io from utils.cv2_utils import * - def ConvertMaskedFace (predictor_func, predictor_input_shape, cfg, frame_info, img_bgr_uint8, img_bgr, img_face_landmarks): img_size = img_bgr.shape[1], img_bgr.shape[0] - img_face_mask_a = LandmarksProcessor.get_image_hull_mask (img_bgr.shape, img_face_landmarks) if cfg.mode == 'original': @@ -85,7 +83,7 @@ def ConvertMaskedFace (predictor_func, predictor_input_shape, cfg, frame_info, i full_face_fanchq_mat = LandmarksProcessor.get_transform_mat (img_face_landmarks, cfg.fanchq_input_size, face_type=FaceType.FULL) dst_face_fanchq_bgr = cv2.warpAffine(img_bgr, full_face_fanchq_mat, (cfg.fanchq_input_size,)*2, flags=cv2.INTER_CUBIC ) dst_face_fanchq_mask = cfg.fanchq_extract_func( FaceType.FULL, dst_face_fanchq_bgr ) - + if cfg.face_type == FaceType.FULL: FANCHQ_dst_face_mask_a_0 = cv2.resize (dst_face_fanchq_mask, (output_size,output_size), cv2.INTER_CUBIC) else: @@ -110,7 +108,7 @@ def ConvertMaskedFace (predictor_func, predictor_input_shape, cfg, frame_info, i prd_face_mask_a_0 = prd_face_mask_a_0 * FAN_dst_face_mask_a_0 #elif cfg.mask_mode == 8: #FANCHQ-dst # prd_face_mask_a_0 = FANCHQ_dst_face_mask_a_0 - + prd_face_mask_a_0[ prd_face_mask_a_0 < 0.001 ] = 0.0 prd_face_mask_a = prd_face_mask_a_0[...,np.newaxis] @@ -231,7 +229,7 @@ def ConvertMaskedFace (predictor_func, predictor_input_shape, cfg, frame_info, i hist_match_2 = dst_face_bgr*hist_mask_a + white hist_match_2[ hist_match_1 > 1.0 ] = 1.0 - prd_face_bgr = imagelib.color_hist_match(hist_match_1, hist_match_2, cfg.hist_match_threshold ) + prd_face_bgr = imagelib.color_hist_match(hist_match_1, hist_match_2, cfg.hist_match_threshold ).astype(dtype=np.float32) if cfg.mode == 'hist-match-bw': prd_face_bgr = prd_face_bgr.astype(dtype=np.float32) @@ -254,13 +252,11 @@ def ConvertMaskedFace (predictor_func, predictor_input_shape, cfg, frame_info, i break if cfg.mode == 'seamless2': - face_seamless = imagelib.seamless_clone ( prd_face_bgr, dst_face_bgr, img_face_seamless_mask_a ) - out_img = cv2.warpAffine( face_seamless, face_output_mat, img_size, out_img, cv2.WARP_INVERSE_MAP | cv2.INTER_CUBIC, cv2.BORDER_TRANSPARENT ) else: out_img = cv2.warpAffine( prd_face_bgr, face_output_mat, img_size, out_img, cv2.WARP_INVERSE_MAP | cv2.INTER_CUBIC, cv2.BORDER_TRANSPARENT ) - + out_img = np.clip(out_img, 0.0, 1.0) if 'seamless' in cfg.mode and cfg.mode != 'seamless2': @@ -278,7 +274,8 @@ def ConvertMaskedFace (predictor_func, predictor_input_shape, cfg, frame_info, i raise Exception("Seamless fail: " + e_str) #reraise MemoryError in order to reprocess this data by other processes else: print ("Seamless fail: " + e_str) - + + out_img = img_bgr*(1-img_face_mask_aaa) + (out_img*img_face_mask_aaa) out_face_bgr = cv2.warpAffine( out_img, face_mat, (output_size, output_size) ) @@ -322,6 +319,23 @@ def ConvertMaskedFace (predictor_func, predictor_input_shape, cfg, frame_info, i if cfg.blursharpen_amount != 0: out_face_bgr = cfg.blursharpen_func ( out_face_bgr, cfg.sharpen_mode, 3, cfg.blursharpen_amount) + + if cfg.image_denoise_power != 0: + n = cfg.image_denoise_power + while n > 0: + img_bgr_denoised = cv2.medianBlur(img_bgr, 5) + if int(n / 100) != 0: + img_bgr = img_bgr_denoised + else: + pass_power = (n % 100) / 100.0 + img_bgr = img_bgr*(1.0-pass_power)+img_bgr_denoised*pass_power + n = max(n-10,0) + + if cfg.bicubic_degrade_power != 0: + p = 1.0 - cfg.bicubic_degrade_power / 101.0 + img_bgr_downscaled = cv2.resize (img_bgr, ( int(img_size[0]*p), int(img_size[1]*p ) ), cv2.INTER_CUBIC) + img_bgr = cv2.resize (img_bgr_downscaled, img_size, cv2.INTER_CUBIC) + new_out = cv2.warpAffine( out_face_bgr, face_mat, img_size, img_bgr.copy(), cv2.WARP_INVERSE_MAP | cv2.INTER_CUBIC, cv2.BORDER_TRANSPARENT ) out_img = np.clip( img_bgr*(1-img_face_mask_aaa) + (new_out*img_face_mask_aaa) , 0, 1.0 ) diff --git a/converters/ConverterConfig.py b/converters/ConverterConfig.py index 2f78875..e3084d3 100644 --- a/converters/ConverterConfig.py +++ b/converters/ConverterConfig.py @@ -14,14 +14,20 @@ class ConverterConfig(object): TYPE_IMAGE = 3 TYPE_IMAGE_WITH_LANDMARKS = 4 - def __init__(self, type=0): + def __init__(self, type=0, + + super_resolution_mode=0, + sharpen_mode=0, + blursharpen_amount=0, + **kwargs + ): self.type = type self.superres_func = None self.blursharpen_func = None self.fanseg_input_size = None self.fanseg_extract_func = None - + self.fanchq_input_size = None self.fanchq_extract_func = None self.ebs_ct_func = None @@ -30,9 +36,9 @@ class ConverterConfig(object): self.sharpen_dict = {0:"None", 1:'box', 2:'gaussian'} #default changeable params - self.super_resolution_mode = 0 - self.sharpen_mode = 0 - self.blursharpen_amount = 0 + self.super_resolution_mode = super_resolution_mode + self.sharpen_mode = sharpen_mode + self.blursharpen_amount = blursharpen_amount def copy(self): return copy.copy(self) @@ -65,6 +71,16 @@ class ConverterConfig(object): a = list( self.super_res_dict.keys() ) self.super_resolution_mode = a[ (a.index(self.super_resolution_mode)+1) % len(a) ] + #overridable + def get_config(self): + d = self.__dict__.copy() + d.pop('type') + return d + return {'sharpen_mode':self.sharpen_mode, + 'blursharpen_amount':self.blursharpen_amount, + 'super_resolution_mode':self.super_resolution_mode + } + #overridable def __eq__(self, other): #check equality of changeable params @@ -80,16 +96,16 @@ class ConverterConfig(object): def to_string(self, filename): r = "" r += f"sharpen_mode : {self.sharpen_dict[self.sharpen_mode]}\n" - r += f"blursharpen_amount : {self.blursharpen_amount}\n" + r += f"blursharpen_amount : {self.blursharpen_amount}\n" r += f"super_resolution_mode : {self.super_res_dict[self.super_resolution_mode]}\n" return r - + mode_dict = {0:'original', 1:'overlay', 2:'hist-match', 3:'seamless2', 4:'seamless', - 5:'seamless-hist-match', + 5:'seamless-hist-match', 6:'raw-rgb', 7:'raw-rgb-mask', 8:'raw-mask-only', @@ -115,10 +131,25 @@ class ConverterConfigMasked(ConverterConfig): def __init__(self, face_type=FaceType.FULL, default_mode = 4, clip_hborder_mask_per = 0, + + mode='overlay', + masked_hist_match=True, + hist_match_threshold = 238, + mask_mode = 1, + erode_mask_modifier = 0, + blur_mask_modifier = 0, + motion_blur_power = 0, + output_face_scale = 0, + color_transfer_mode = 0, + image_denoise_power = 0, + bicubic_degrade_power = 0, + color_degrade_power = 0, + export_mask_alpha = False, + **kwargs ): - super().__init__(type=ConverterConfig.TYPE_MASKED) - + super().__init__(type=ConverterConfig.TYPE_MASKED, **kwargs) + self.face_type = face_type if self.face_type not in [FaceType.HALF, FaceType.MID_FULL, FaceType.FULL ]: raise ValueError("ConverterConfigMasked does not support this type of face.") @@ -127,17 +158,19 @@ class ConverterConfigMasked(ConverterConfig): self.clip_hborder_mask_per = clip_hborder_mask_per #default changeable params - self.mode = 'overlay' - self.masked_hist_match = True - self.hist_match_threshold = 238 - self.mask_mode = 1 - self.erode_mask_modifier = 0 - self.blur_mask_modifier = 0 - self.motion_blur_power = 0 - self.output_face_scale = 0 - self.color_transfer_mode = 0 - self.color_degrade_power = 0 - self.export_mask_alpha = False + self.mode = mode + self.masked_hist_match = masked_hist_match + self.hist_match_threshold = hist_match_threshold + self.mask_mode = mask_mode + self.erode_mask_modifier = erode_mask_modifier + self.blur_mask_modifier = blur_mask_modifier + self.motion_blur_power = motion_blur_power + self.output_face_scale = output_face_scale + self.color_transfer_mode = color_transfer_mode + self.image_denoise_power = image_denoise_power + self.bicubic_degrade_power = bicubic_degrade_power + self.color_degrade_power = color_degrade_power + self.export_mask_alpha = export_mask_alpha def copy(self): return copy.copy(self) @@ -178,6 +211,12 @@ class ConverterConfigMasked(ConverterConfig): def add_color_degrade_power(self, diff): self.color_degrade_power = np.clip ( self.color_degrade_power+diff , 0, 100) + def add_image_denoise_power(self, diff): + self.image_denoise_power = np.clip ( self.image_denoise_power+diff, 0, 500) + + def add_bicubic_degrade_power(self, diff): + self.bicubic_degrade_power = np.clip ( self.bicubic_degrade_power+diff, 0, 100) + def toggle_export_mask_alpha(self): self.export_mask_alpha = not self.export_mask_alpha @@ -227,6 +266,8 @@ class ConverterConfigMasked(ConverterConfig): super().ask_settings() if 'raw' not in self.mode: + self.image_denoise_power = np.clip ( io.input_int ("Choose image degrade by denoise power [0..500] (skip:%d) : " % (0), 0), 0, 500) + self.bicubic_degrade_power = np.clip ( io.input_int ("Choose image degrade by bicubic rescale power [0..100] (skip:%d) : " % (0), 0), 0, 100) self.color_degrade_power = np.clip ( io.input_int ("Degrade color power of final image [0..100] (skip:0) : ", 0), 0, 100) self.export_mask_alpha = io.input_bool("Export png with alpha channel of the mask? (y/n skip:n) : ", False) @@ -246,6 +287,8 @@ class ConverterConfigMasked(ConverterConfig): self.motion_blur_power == other.motion_blur_power and \ self.output_face_scale == other.output_face_scale and \ self.color_transfer_mode == other.color_transfer_mode and \ + self.image_denoise_power == other.image_denoise_power and \ + self.bicubic_degrade_power == other.bicubic_degrade_power and \ self.color_degrade_power == other.color_degrade_power and \ self.export_mask_alpha == other.export_mask_alpha @@ -281,7 +324,9 @@ class ConverterConfigMasked(ConverterConfig): r += super().to_string(filename) if 'raw' not in self.mode: - r += (f"""color_degrade_power: {self.color_degrade_power}\n""" + r += (f"""image_denoise_power: {self.image_denoise_power}\n""" + f"""bicubic_degrade_power: {self.bicubic_degrade_power}\n""" + f"""color_degrade_power: {self.color_degrade_power}\n""" f"""export_mask_alpha: {self.export_mask_alpha}\n""") r += "================" @@ -291,12 +336,13 @@ class ConverterConfigMasked(ConverterConfig): class ConverterConfigFaceAvatar(ConverterConfig): - def __init__(self, temporal_face_count=0): + def __init__(self, temporal_face_count=0, + add_source_image=False): super().__init__(type=ConverterConfig.TYPE_FACE_AVATAR) self.temporal_face_count = temporal_face_count #changeable params - self.add_source_image = False + self.add_source_image = add_source_image def copy(self): return copy.copy(self) diff --git a/imagelib/color_transfer.py b/imagelib/color_transfer.py index a05e556..cb46e9c 100644 --- a/imagelib/color_transfer.py +++ b/imagelib/color_transfer.py @@ -33,7 +33,7 @@ def color_transfer_mkl(x0, x1): mx1 = np.mean(x1, axis=0) result = np.dot(x0-mx0, t) + mx1 - return np.clip ( result.reshape ( (h,w,c) ), 0, 1) + return np.clip ( result.reshape ( (h,w,c) ).astype(x0.dtype), 0, 1) def color_transfer_idt(i0, i1, bins=256, n_rot=20): relaxation = 1 / n_rot @@ -76,7 +76,7 @@ def color_transfer_idt(i0, i1, bins=256, n_rot=20): d0 = relaxation * np.linalg.solve(r, (d_r - d0r)) + d0 - return np.clip ( d0.T.reshape ( (h,w,c) ), 0, 1) + return np.clip ( d0.T.reshape ( (h,w,c) ).astype(i0.dtype) , 0, 1) def laplacian_matrix(n, m): mat_D = scipy.sparse.lil_matrix((m, m)) diff --git a/mainscripts/Converter.py b/mainscripts/Converter.py index 77405b8..2e939c2 100644 --- a/mainscripts/Converter.py +++ b/mainscripts/Converter.py @@ -101,12 +101,21 @@ class ConvertSubprocessor(Subprocessor): return cv2.filter2D(img, -1, kernel) elif sharpen_mode == 2: #gaussian blur = cv2.GaussianBlur(img, (kernel_size, kernel_size) , 0) - img = cv2.addWeighted(img, 1.0 + (0.5 * amount), blur, -(0.5 * amount), 0) + img = cv2.addWeighted(img, 1.0 + (0.5 * amount), blur, -(0.5 * amount), 0) return img elif amount < 0: - blur = cv2.GaussianBlur(img, (kernel_size, kernel_size) , 0) - img = cv2.addWeighted(img, 1.0 - a / 50.0, blur, a /50.0, 0) - return img + n = -amount + while n > 0: + + img_blur = cv2.medianBlur(img, 5) + if int(n / 10) != 0: + img = img_blur + else: + pass_power = (n % 10) / 10.0 + img = img*(1.0-pass_power)+img_blur*pass_power + n = max(n-10,0) + + return img return img self.blursharpen_func = blursharpen_func @@ -122,7 +131,7 @@ class ConvertSubprocessor(Subprocessor): return fanseg.extract(*args, **kwargs) self.fanseg_extract_func = fanseg_extract - + self.fanchq_by_face_type = {} self.fanchq_input_size = 256 def fanchq_extract(face_type, *args, **kwargs): @@ -134,13 +143,13 @@ class ConvertSubprocessor(Subprocessor): return fanchq.extract(*args, **kwargs) self.fanchq_extract_func = fanchq_extract - + import ebsynth - def ebs_ct(*args, **kwargs): + def ebs_ct(*args, **kwargs): return ebsynth.color_transfer(*args, **kwargs) - + self.ebs_ct_func = ebs_ct - + return None #override @@ -188,7 +197,7 @@ class ConvertSubprocessor(Subprocessor): raise Exception( 'Error while converting file [%s]: %s' % (filename, e_str) ) elif cfg.type == ConverterConfig.TYPE_FACE_AVATAR: - final_img = ConvertFaceAvatar (self.predictor_func, self.predictor_input_shape, + final_img = ConvertFaceAvatar (self.predictor_func, self.predictor_input_shape, cfg, pf.prev_temporal_frame_infos, pf.frame_info, pf.next_temporal_frame_infos ) @@ -241,7 +250,7 @@ class ConvertSubprocessor(Subprocessor): session_data = None if self.is_interactive and self.converter_session_filepath.exists(): - + if io.input_bool ("Use saved session? (y/n skip:y) : ", True): try: with open( str(self.converter_session_filepath), "rb") as f: @@ -276,10 +285,19 @@ class ConvertSubprocessor(Subprocessor): if frames_equal: io.log_info ('Using saved session from ' + '/'.join (self.converter_session_filepath.parts[-2:]) ) + + for frame in s_frames: + if frame.cfg is not None: + #recreate ConverterConfig class using constructor with get_config() as dict params + #so if any new param will be added, old converter session will work properly + frame.cfg = frame.cfg.__class__( **frame.cfg.get_config() ) + self.frames = s_frames self.frames_idxs = s_frames_idxs self.frames_done_idxs = s_frames_done_idxs + + if self.model_iter != s_model_iter: #model is more trained, recompute all frames for frame in self.frames: @@ -288,7 +306,7 @@ class ConvertSubprocessor(Subprocessor): if self.model_iter != s_model_iter or \ len(self.frames_idxs) == 0: #rewind to begin if model is more trained or all frames are done - + while len(self.frames_done_idxs) > 0: prev_frame = self.frames[self.frames_done_idxs.pop()] self.frames_idxs.insert(0, prev_frame.idx) @@ -367,7 +385,7 @@ class ConvertSubprocessor(Subprocessor): io.log_info ("Session is saved to " + '/'.join (self.converter_session_filepath.parts[-2:]) ) cfg_change_keys = ['`','1', '2', '3', '4', '5', '6', '7', '8', '9', - 'q', 'a', 'w', 's', 'e', 'd', 'r', 'f', 't', 'g','y','h','u','j', + 'q', 'a', 'w', 's', 'e', 'd', 'r', 'f', 'y','h','u','j','i','k','o','l','p', ';',':',#'t', 'g', 'z', 'x', 'c', 'v', 'b','n' ] #override def on_tick(self): @@ -447,10 +465,6 @@ class ConvertSubprocessor(Subprocessor): cfg.add_motion_blur_power(1 if not shift_pressed else 5) elif chr_key == 'f': cfg.add_motion_blur_power(-1 if not shift_pressed else -5) - elif chr_key == 't': - cfg.add_color_degrade_power(1 if not shift_pressed else 5) - elif chr_key == 'g': - cfg.add_color_degrade_power(-1 if not shift_pressed else -5) elif chr_key == 'y': cfg.add_blursharpen_amount(1 if not shift_pressed else 5) elif chr_key == 'h': @@ -459,6 +473,21 @@ class ConvertSubprocessor(Subprocessor): cfg.add_output_face_scale(1 if not shift_pressed else 5) elif chr_key == 'j': cfg.add_output_face_scale(-1 if not shift_pressed else -5) + elif chr_key == 'i': + cfg.add_image_denoise_power(1 if not shift_pressed else 5) + elif chr_key == 'k': + cfg.add_image_denoise_power(-1 if not shift_pressed else -5) + elif chr_key == 'o': + cfg.add_bicubic_degrade_power(1 if not shift_pressed else 5) + elif chr_key == 'l': + cfg.add_bicubic_degrade_power(-1 if not shift_pressed else -5) + + elif chr_key == 'p': + cfg.add_color_degrade_power(1 if not shift_pressed else 5) + elif chr_key == ';': + cfg.add_color_degrade_power(-1) + elif chr_key == ':': + cfg.add_color_degrade_power(-5) elif chr_key == 'z': cfg.toggle_masked_hist_match() @@ -579,7 +608,7 @@ class ConvertSubprocessor(Subprocessor): for i in range ( min(len(self.frames_idxs), self.prefetch_frame_count) ): frame = self.frames[ self.frames_idxs[i] ] - if not frame.is_done and not frame.is_processing and frame.cfg is not None: + if not frame.is_done and not frame.is_processing and frame.cfg is not None: frame.is_processing = True return ConvertSubprocessor.ProcessingFrame(idx=frame.idx, cfg=frame.cfg.copy(), @@ -623,7 +652,7 @@ def main (args, device_args): import models model = models.import_model( args['model_name'])(model_path, device_args=device_args, training_data_src_path=training_data_src_path) - converter_session_filepath = model.get_strpath_storage_for_file('converter_session.dat') + converter_session_filepath = model.get_strpath_storage_for_file('converter_session.dat') predictor_func, predictor_input_shape, cfg = model.get_ConverterConfig() if not is_interactive: @@ -750,8 +779,8 @@ def main (args, device_args): is_interactive = is_interactive, converter_session_filepath = converter_session_filepath, predictor_func = predictor_func, - predictor_input_shape = predictor_input_shape, - converter_config = cfg, + predictor_input_shape = predictor_input_shape, + converter_config = cfg, frames = frames, output_path = output_path, model_iter = model.get_iter() diff --git a/mainscripts/gfx/help_converter_masked.jpg b/mainscripts/gfx/help_converter_masked.jpg index 99fc66f166b9f2a8994c09ba8feb939accebf6a3..41e994743a81f7bd8b9ddc7814e5e18af7b9a292 100644 GIT binary patch delta 109525 zcmeEucT`l_)@Km}l_VmPK?Ou|&Phc?KqTj!B`Z-uxS}mcmMowkIfH;u1ff(ABofk zMMdRAWY39;%ZW+KiAx|5B(I1NBnSk82>gq9MT{UNv=L;nuSov1Nekkqw290T`H0?; z+(l&7Y!F!!K~-blLz*qeDxjOyQ@DU~^J2gI9z}tdjnR@5o6Sw;O(RDLL}QTY^R+U; z=9r=hi+5u|&5A=zn=IxyWv}J@b3{U~K` z*uU;^7-fn&ze&8xuT}3Wd6*yL&({OsL0Akvr1o0=EbF z+p9LZ`s)*z+c)g5>;%Sn4OfzLtl;WGGUvX{{MEW0(8Qh^9h;vhW$Dva^%sp}>R2m| zQVt&`#UH#4Ww~l-CdS)aZ$EIVo5>-mt8aC)#mUNw;X+V zoZdR0+V`%AM-@A7aF@51dM;JXH5?(xjl?uOYxttf)!klwmF&;1I93tFf+=%j+r%6p zx80wcOI_7i5^{wSJJTYon z@d%NtKf_AoLhUkg>I(V3MpKmc@1_J*wXm1Ozthls&)H^{GqG%r6whg+8K&;Pmd3b=|AUL+Ii z>9rLlmUtVS80A(z8Ysr*uEjxStFuAU3}!t9B^mXYHc2-Z!n(*gELFD)(YGe-2 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self.options['archi'] else 512 + default_ae_dims = 256 default_ed_ch_dims = 21 if is_first_run: diff --git a/nnlib/nnlib.py b/nnlib/nnlib.py index 24201cc..eafdade 100644 --- a/nnlib/nnlib.py +++ b/nnlib/nnlib.py @@ -95,6 +95,7 @@ gaussian_blur = nnlib.gaussian_blur style_loss = nnlib.style_loss dssim = nnlib.dssim +DenseMaxout = nnlib.DenseMaxout PixelShuffler = nnlib.PixelShuffler SubpixelUpscaler = nnlib.SubpixelUpscaler SubpixelDownscaler = nnlib.SubpixelDownscaler @@ -911,7 +912,134 @@ NLayerDiscriminator = nnlib.NLayerDiscriminator base_config = super(Adam, self).get_config() return dict(list(base_config.items()) + list(config.items())) nnlib.Adam = Adam + + class DenseMaxout(keras.layers.Layer): + """A dense maxout layer. + A `MaxoutDense` layer takes the element-wise maximum of + `nb_feature` `Dense(input_dim, output_dim)` linear layers. + This allows the layer to learn a convex, + piecewise linear activation function over the inputs. + Note that this is a *linear* layer; + if you wish to apply activation function + (you shouldn't need to --they are universal function approximators), + an `Activation` layer must be added after. + # Arguments + output_dim: int > 0. + nb_feature: number of Dense layers to use internally. + init: name of initialization function for the weights of the layer + (see [initializations](../initializations.md)), + or alternatively, Theano function to use for weights + initialization. This parameter is only relevant + if you don't pass a `weights` argument. + weights: list of Numpy arrays to set as initial weights. + The list should have 2 elements, of shape `(input_dim, output_dim)` + and (output_dim,) for weights and biases respectively. + W_regularizer: instance of [WeightRegularizer](../regularizers.md) + (eg. L1 or L2 regularization), applied to the main weights matrix. + b_regularizer: instance of [WeightRegularizer](../regularizers.md), + applied to the bias. + activity_regularizer: instance of [ActivityRegularizer](../regularizers.md), + applied to the network output. + W_constraint: instance of the [constraints](../constraints.md) module + (eg. maxnorm, nonneg), applied to the main weights matrix. + b_constraint: instance of the [constraints](../constraints.md) module, + applied to the bias. + bias: whether to include a bias + (i.e. make the layer affine rather than linear). + input_dim: dimensionality of the input (integer). This argument + (or alternatively, the keyword argument `input_shape`) + is required when using this layer as the first layer in a model. + # Input shape + 2D tensor with shape: `(nb_samples, input_dim)`. + # Output shape + 2D tensor with shape: `(nb_samples, output_dim)`. + # References + - [Maxout Networks](http://arxiv.org/abs/1302.4389) + """ + def __init__(self, output_dim, + nb_feature=4, + kernel_initializer='glorot_uniform', + weights=None, + W_regularizer=None, + b_regularizer=None, + activity_regularizer=None, + W_constraint=None, + b_constraint=None, + bias=True, + input_dim=None, + **kwargs): + self.output_dim = output_dim + self.nb_feature = nb_feature + self.kernel_initializer = keras.initializers.get(kernel_initializer) + + self.W_regularizer = keras.regularizers.get(W_regularizer) + self.b_regularizer = keras.regularizers.get(b_regularizer) + self.activity_regularizer = keras.regularizers.get(activity_regularizer) + + self.W_constraint = keras.constraints.get(W_constraint) + self.b_constraint = keras.constraints.get(b_constraint) + + self.bias = bias + self.initial_weights = weights + self.input_spec = keras.layers.InputSpec(ndim=2) + + self.input_dim = input_dim + if self.input_dim: + kwargs['input_shape'] = (self.input_dim,) + super(DenseMaxout, self).__init__(**kwargs) + + def build(self, input_shape): + input_dim = input_shape[1] + self.input_spec = keras.layers.InputSpec(dtype=K.floatx(), + shape=(None, input_dim)) + + self.W = self.add_weight(shape=(self.nb_feature, input_dim, self.output_dim), + initializer=self.kernel_initializer, + name='W', + regularizer=self.W_regularizer, + constraint=self.W_constraint) + if self.bias: + self.b = self.add_weight(shape=(self.nb_feature, self.output_dim,), + initializer='zero', + name='b', + regularizer=self.b_regularizer, + constraint=self.b_constraint) + else: + self.b = None + + if self.initial_weights is not None: + self.set_weights(self.initial_weights) + del self.initial_weights + self.built = True + + def compute_output_shape(self, input_shape): + assert input_shape and len(input_shape) == 2 + return (input_shape[0], self.output_dim) + + def call(self, x): + # no activation, this layer is only linear. + output = K.dot(x, self.W) + if self.bias: + output += self.b + output = K.max(output, axis=1) + return output + + def get_config(self): + config = {'output_dim': self.output_dim, + 'kernel_initializer': initializers.serialize(self.kernel_initializer), + 'nb_feature': self.nb_feature, + 'W_regularizer': regularizers.serialize(self.W_regularizer), + 'b_regularizer': regularizers.serialize(self.b_regularizer), + 'activity_regularizer': regularizers.serialize(self.activity_regularizer), + 'W_constraint': constraints.serialize(self.W_constraint), + 'b_constraint': constraints.serialize(self.b_constraint), + 'bias': self.bias, + 'input_dim': self.input_dim} + base_config = super(DenseMaxout, self).get_config() + return dict(list(base_config.items()) + list(config.items())) + nnlib.DenseMaxout = DenseMaxout + def CAInitializerMP( conv_weights_list ): #Convolution Aware Initialization https://arxiv.org/abs/1702.06295 data = [ (i, K.int_shape(conv_weights)) for i, conv_weights in enumerate(conv_weights_list) ]