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diff --git a/faceswapimg_data/insightface/__init__.py b/faceswapimg_data/insightface/__init__.py
deleted file mode 100644
index 7ddc9e0a0687521eba04ee02b6652dddb39a80e2..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/__init__.py
+++ /dev/null
@@ -1,21 +0,0 @@
-# coding: utf-8
-# pylint: disable=wrong-import-position
-"""InsightFace: A Face Analysis Toolkit."""
-from __future__ import absolute_import
-
-try:
-    #import mxnet as mx
-    import onnxruntime
-except ImportError:
-    raise ImportError(
-        "Unable to import dependency onnxruntime. "
-    )
-
-__version__ = '0.7.3'
-
-from . import model_zoo
-from . import utils
-from . import app
-from . import data
-from . import thirdparty
-
diff --git a/faceswapimg_data/insightface/__pycache__/__init__.cpython-310.pyc b/faceswapimg_data/insightface/__pycache__/__init__.cpython-310.pyc
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diff --git a/faceswapimg_data/insightface/app/__init__.py b/faceswapimg_data/insightface/app/__init__.py
deleted file mode 100644
index 2a0e492020053bfe930479752ec828aa1db45c6b..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/app/__init__.py
+++ /dev/null
@@ -1,2 +0,0 @@
-from .face_analysis import *
-from .mask_renderer import *
diff --git a/faceswapimg_data/insightface/app/__pycache__/__init__.cpython-310.pyc b/faceswapimg_data/insightface/app/__pycache__/__init__.cpython-310.pyc
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diff --git a/faceswapimg_data/insightface/app/common.py b/faceswapimg_data/insightface/app/common.py
deleted file mode 100644
index 82ca987aeede35510b3aef72b4edf2390ad84e65..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/app/common.py
+++ /dev/null
@@ -1,49 +0,0 @@
-import numpy as np
-from numpy.linalg import norm as l2norm
-#from easydict import EasyDict
-
-class Face(dict):
-
-    def __init__(self, d=None, **kwargs):
-        if d is None:
-            d = {}
-        if kwargs:
-            d.update(**kwargs)
-        for k, v in d.items():
-            setattr(self, k, v)
-        # Class attributes
-        #for k in self.__class__.__dict__.keys():
-        #    if not (k.startswith('__') and k.endswith('__')) and not k in ('update', 'pop'):
-        #        setattr(self, k, getattr(self, k))
-
-    def __setattr__(self, name, value):
-        if isinstance(value, (list, tuple)):
-            value = [self.__class__(x)
-                    if isinstance(x, dict) else x for x in value]
-        elif isinstance(value, dict) and not isinstance(value, self.__class__):
-            value = self.__class__(value)
-        super(Face, self).__setattr__(name, value)
-        super(Face, self).__setitem__(name, value)
-
-    __setitem__ = __setattr__
-
-    def __getattr__(self, name):
-        return None
-
-    @property
-    def embedding_norm(self):
-        if self.embedding is None:
-            return None
-        return l2norm(self.embedding)
-
-    @property 
-    def normed_embedding(self):
-        if self.embedding is None:
-            return None
-        return self.embedding / self.embedding_norm
-
-    @property 
-    def sex(self):
-        if self.gender is None:
-            return None
-        return 'M' if self.gender==1 else 'F'
diff --git a/faceswapimg_data/insightface/app/face_analysis.py b/faceswapimg_data/insightface/app/face_analysis.py
deleted file mode 100644
index a9b63039fef7805c722d98f4c10e19d21074a785..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/app/face_analysis.py
+++ /dev/null
@@ -1,142 +0,0 @@
-# -*- coding: utf-8 -*-
-# @Organization  : insightface.ai
-# @Author        : Jia Guo
-# @Time          : 2021-05-04
-# @Function      : 
-
-
-from __future__ import division
-
-import glob
-import os.path as osp
-
-import numpy as np
-import onnxruntime
-from numpy.linalg import norm
-
-from ..model_zoo import model_zoo
-from ..utils import DEFAULT_MP_NAME, ensure_available
-from .common import Face
-
-__all__ = ['FaceAnalysis']
-
-class FaceAnalysis:
-    def __init__(self, name=DEFAULT_MP_NAME, root='./insightface', allowed_modules=None, **kwargs):
-        onnxruntime.set_default_logger_severity(3)
-        self.models = {}
-        self.model_dir = ensure_available('models', name, root=root)
-        onnx_files = glob.glob(osp.join(self.model_dir, '*.onnx'))
-        onnx_files = sorted(onnx_files)
-        for onnx_file in onnx_files:
-            model = model_zoo.get_model(onnx_file, **kwargs)
-            if model is None:
-                print('model not recognized:', onnx_file)
-            elif allowed_modules is not None and model.taskname not in allowed_modules:
-                print('model ignore:', onnx_file, model.taskname)
-                del model
-            elif model.taskname not in self.models and (allowed_modules is None or model.taskname in allowed_modules):
-                print('find model:', onnx_file, model.taskname, model.input_shape, model.input_mean, model.input_std)
-                self.models[model.taskname] = model
-            else:
-                print('duplicated model task type, ignore:', onnx_file, model.taskname)
-                del model
-        assert 'detection' in self.models
-        self.det_model = self.models['detection']
-
-
-    def prepare(self, ctx_id, det_thresh=0.5, det_size=(640, 640)):
-        self.det_thresh = det_thresh
-        assert det_size is not None
-        print('set det-size:', det_size)
-        self.det_size = det_size
-        for taskname, model in self.models.items():
-            if taskname=='detection':
-                model.prepare(ctx_id, input_size=det_size, det_thresh=det_thresh)
-            else:
-                model.prepare(ctx_id)
-    
-    def get_points(self, bboxes, kpss, img, max_num=0):
-        if kpss is None or not isinstance(bboxes, np.ndarray):
-            bboxes, kpss = self.det_model.detect(img,
-                                                 max_num=max_num,
-                                                 metric='default')
-        # print("bboxes points la: ", bboxes)
-        # print("bbox type la: ", type(bboxes))
-        # print("kpss la: ", kpss)
-        # print("kpss type la: ", type(kpss))
-        # bboxes, kpss = None
-        if bboxes.shape[0] == 0:
-            return []
-        ret = []
-        for i in range(bboxes.shape[0]):
-            bbox = bboxes[i, 0:4]
-            det_score = None
-            kps = None
-            if kpss is not None:
-                kps = kpss[i]
-            face = Face(bbox=bbox, kps=kps, det_score=det_score)
-            for taskname, model in self.models.items():
-                if taskname=='detection':
-                    continue
-                model.get(img, face)
-            ret.append(face)
-        return ret
-    
-    
-    def get(self, bboxes, kpss, img, max_num=0):
-        bboxes, kpss = self.det_model.detect(img,
-                                             max_num=max_num,
-                                             metric='default')
-        # print("bboxes points la: ", bboxes)
-        # print("bbox type la: ", type(bboxes))
-        # print("kpss la: ", kpss)
-        # print("kpss type la: ", type(kpss))
-        if bboxes.shape[0] == 0:
-            return []
-        ret = []
-        for i in range(bboxes.shape[0]):
-            bbox = bboxes[i, 0:4]
-            det_score = None
-            kps = None
-            if kpss is not None:
-                kps = kpss[i]
-            face = Face(bbox=bbox, kps=kps, det_score=det_score)
-            for taskname, model in self.models.items():
-                if taskname=='detection':
-                    continue
-                model.get(img, face)
-            ret.append(face)
-        return ret
-
-    def draw_on(self, img, faces):
-        import cv2
-        dimg = img.copy()
-        for i in range(len(faces)):
-            face = faces[i]
-            box = face.bbox.astype(np.int32)
-            # print("box face draw face:", box)
-            color = (0, 0, 255)
-            cv2.rectangle(dimg, (box[0], box[1]), (box[2], box[3]), color, 2)
-            if face.kps is not None:
-                kps = face.kps.astype(np.int32)
-                #print(landmark.shape)
-                for l in range(kps.shape[0]):
-                    color = (0, 0, 255)
-                    if l == 0 or l == 3:
-                        color = (0, 255, 0)
-                    cv2.circle(dimg, (kps[l][0], kps[l][1]), 1, color,
-                               2)
-            if face.gender is not None and face.age is not None:
-                cv2.putText(dimg,'%s,%d'%(face.sex,face.age), (box[0]-1, box[1]-4),cv2.FONT_HERSHEY_COMPLEX,0.7,(0,255,0),1)
-
-            # for key, value in face.items():
-            #    if key.startswith('landmark_3d'):
-            #        print(key, value.shape)
-            #        print(value[0:10,:])
-            #        lmk = np.round(value).astype(np.int)
-            #        for l in range(lmk.shape[0]):
-            #            color = (255, 0, 0)
-            #            cv2.circle(dimg, (lmk[l][0], lmk[l][1]), 1, color,
-            #                       2)
-        return dimg
-
diff --git a/faceswapimg_data/insightface/app/mask_renderer.py b/faceswapimg_data/insightface/app/mask_renderer.py
deleted file mode 100644
index 2815f5018ca92cdcc541e47309d9466cd5f669dc..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/app/mask_renderer.py
+++ /dev/null
@@ -1,232 +0,0 @@
-import os, sys, datetime
-import numpy as np
-import os.path as osp
-import albumentations as A
-from albumentations.core.transforms_interface import ImageOnlyTransform
-from .face_analysis import FaceAnalysis
-from ..utils import get_model_dir
-from ..thirdparty import face3d
-from ..data import get_image as ins_get_image
-from ..utils import DEFAULT_MP_NAME
-import cv2
-
-class MaskRenderer:
-    def __init__(self, name=DEFAULT_MP_NAME, root='~/.insightface', insfa=None):
-        #if insfa is None, enter render_only mode
-        self.mp_name = name
-        self.root = root
-        self.insfa = insfa
-        model_dir = get_model_dir(name, root)
-        bfm_file = osp.join(model_dir, 'BFM.mat')
-        assert osp.exists(bfm_file), 'should contains BFM.mat in your model directory'
-        self.bfm = face3d.morphable_model.MorphabelModel(bfm_file)
-        self.index_ind = self.bfm.kpt_ind
-        bfm_uv_file = osp.join(model_dir, 'BFM_UV.mat')
-        assert osp.exists(bfm_uv_file), 'should contains BFM_UV.mat in your model directory'
-        uv_coords = face3d.morphable_model.load.load_uv_coords(bfm_uv_file)
-        self.uv_size = (224,224)
-        self.mask_stxr =  0.1
-        self.mask_styr = 0.33
-        self.mask_etxr = 0.9
-        self.mask_etyr =  0.7
-        self.tex_h , self.tex_w, self.tex_c = self.uv_size[1] , self.uv_size[0],3
-        texcoord = np.zeros_like(uv_coords)
-        texcoord[:, 0] = uv_coords[:, 0] * (self.tex_h - 1)
-        texcoord[:, 1] = uv_coords[:, 1] * (self.tex_w - 1)
-        texcoord[:, 1] = self.tex_w - texcoord[:, 1] - 1
-        self.texcoord = np.hstack((texcoord, np.zeros((texcoord.shape[0], 1))))
-        self.X_ind = self.bfm.kpt_ind
-        self.mask_image_names = ['mask_white', 'mask_blue', 'mask_black', 'mask_green']
-        self.mask_aug_probs = [0.4, 0.4, 0.1, 0.1]
-        #self.mask_images = []
-        #self.mask_images_rgb = []
-        #for image_name in mask_image_names:
-        #    mask_image = ins_get_image(image_name)
-        #    self.mask_images.append(mask_image)
-        #    mask_image_rgb = mask_image[:,:,::-1]
-        #    self.mask_images_rgb.append(mask_image_rgb)
-
-
-    def prepare(self, ctx_id=0, det_thresh=0.5, det_size=(128, 128)):
-        self.pre_ctx_id = ctx_id
-        self.pre_det_thresh = det_thresh
-        self.pre_det_size = det_size
-
-    def transform(self, shape3D, R):
-        s = 1.0
-        shape3D[:2, :] = shape3D[:2, :]
-        shape3D = s * np.dot(R, shape3D)
-        return shape3D
-
-    def preprocess(self, vertices, w, h):
-        R1 = face3d.mesh.transform.angle2matrix([0, 180, 180])
-        t = np.array([-w // 2, -h // 2, 0])
-        vertices = vertices.T
-        vertices += t
-        vertices = self.transform(vertices.T, R1).T
-        return vertices
-
-    def project_to_2d(self,vertices,s,angles,t):
-        transformed_vertices = self.bfm.transform(vertices, s, angles, t)
-        projected_vertices = transformed_vertices.copy() # using stantard camera & orth projection
-        return projected_vertices[self.bfm.kpt_ind, :2]
-
-    def params_to_vertices(self,params  , H , W):
-        fitted_sp, fitted_ep, fitted_s, fitted_angles, fitted_t  = params
-        fitted_vertices = self.bfm.generate_vertices(fitted_sp, fitted_ep)
-        transformed_vertices = self.bfm.transform(fitted_vertices, fitted_s, fitted_angles,
-                                                  fitted_t)
-        transformed_vertices = self.preprocess(transformed_vertices.T, W, H)
-        image_vertices = face3d.mesh.transform.to_image(transformed_vertices, H, W)
-        return image_vertices
-
-    def draw_lmk(self, face_image):
-        faces = self.insfa.get(face_image, max_num=1)
-        if len(faces)==0:
-            return face_image
-        return self.insfa.draw_on(face_image, faces)
-
-    def build_params(self, face_image):
-        #landmark = self.if3d68_handler.get(face_image)
-        #if landmark is None:
-        #    return None #face not found
-        if self.insfa is None:
-            self.insfa = FaceAnalysis(name=self.mp_name, root=self.root, allowed_modules=['detection', 'landmark_3d_68'])
-            self.insfa.prepare(ctx_id=self.pre_ctx_id,  det_thresh=self.pre_det_thresh, det_size=self.pre_det_size)
-
-        faces = self.insfa.get(face_image, max_num=1)
-        if len(faces)==0:
-            return None
-        landmark = faces[0].landmark_3d_68[:,:2]
-        fitted_sp, fitted_ep, fitted_s, fitted_angles, fitted_t = self.bfm.fit(landmark, self.X_ind, max_iter = 3)
-        return [fitted_sp, fitted_ep, fitted_s, fitted_angles, fitted_t]
-
-    def generate_mask_uv(self,mask, positions):
-        uv_size = (self.uv_size[1], self.uv_size[0], 3)
-        h, w, c = uv_size
-        uv = np.zeros(shape=(self.uv_size[1],self.uv_size[0], 3), dtype=np.uint8)
-        stxr, styr  = positions[0], positions[1]
-        etxr, etyr = positions[2], positions[3]
-        stx, sty = int(w * stxr), int(h * styr)
-        etx, ety = int(w * etxr), int(h * etyr)
-        height = ety - sty
-        width = etx - stx
-        mask = cv2.resize(mask, (width, height))
-        uv[sty:ety, stx:etx] = mask
-        return uv
-
-    def render_mask(self,face_image, mask_image, params, input_is_rgb=False, auto_blend = True, positions=[0.1, 0.33, 0.9, 0.7]):
-        if isinstance(mask_image, str):
-            to_rgb = True if input_is_rgb else False
-            mask_image = ins_get_image(mask_image, to_rgb=to_rgb)
-        uv_mask_image = self.generate_mask_uv(mask_image, positions)
-        h,w,c = face_image.shape
-        image_vertices = self.params_to_vertices(params ,h,w)
-        output = (1-face3d.mesh.render.render_texture(image_vertices, self.bfm.full_triangles , uv_mask_image, self.texcoord, self.bfm.full_triangles, h , w ))*255
-        output = output.astype(np.uint8)
-        if auto_blend:
-            mask_bd = (output==255).astype(np.uint8)
-            final = face_image*mask_bd + (1-mask_bd)*output
-            return final
-        return output
-
-    #def mask_augmentation(self, face_image, label, input_is_rgb=False, p=0.1):
-    #    if np.random.random()<p:
-    #        assert isinstance(label, (list, np.ndarray)), 'make sure the rec dataset includes mask params'
-    #        assert len(label)==237 or len(lable)==235, 'make sure the rec dataset includes mask params'
-    #        if len(label)==237:
-    #            if label[1]<0.0: #invalid label for mask aug
-    #                return face_image
-    #            label = label[2:]
-    #        params = self.decode_params(label)
-    #        mask_image_name = np.random.choice(self.mask_image_names, p=self.mask_aug_probs)
-    #        pos = np.random.uniform(0.33, 0.5)
-    #        face_image = self.render_mask(face_image, mask_image_name, params, input_is_rgb=input_is_rgb, positions=[0.1, pos, 0.9, 0.7])
-    #    return face_image
-
-    @staticmethod
-    def encode_params(params):
-        p0 = list(params[0])
-        p1 = list(params[1])
-        p2 = [float(params[2])]
-        p3 = list(params[3])
-        p4 = list(params[4])
-        return p0+p1+p2+p3+p4
-
-    @staticmethod
-    def decode_params(params):
-        p0 = params[0:199]
-        p0 = np.array(p0, dtype=np.float32).reshape( (-1, 1))
-        p1 = params[199:228]
-        p1 = np.array(p1, dtype=np.float32).reshape( (-1, 1))
-        p2 = params[228]
-        p3 = tuple(params[229:232])
-        p4 = params[232:235]
-        p4 = np.array(p4, dtype=np.float32).reshape( (-1, 1))
-        return p0, p1, p2, p3, p4
-    
-class MaskAugmentation(ImageOnlyTransform):
-
-    def __init__(
-            self,
-            mask_names=['mask_white', 'mask_blue', 'mask_black', 'mask_green'],
-            mask_probs=[0.4,0.4,0.1,0.1],
-            h_low = 0.33,
-            h_high = 0.35,
-            always_apply=False,
-            p=1.0,
-            ):
-        super(MaskAugmentation, self).__init__(always_apply, p)
-        self.renderer = MaskRenderer()
-        assert len(mask_names)>0
-        assert len(mask_names)==len(mask_probs)
-        self.mask_names = mask_names
-        self.mask_probs = mask_probs
-        self.h_low = h_low
-        self.h_high = h_high
-        #self.hlabel = None
-
-
-    def apply(self, image, hlabel, mask_name, h_pos, **params):
-        #print(params.keys())
-        #hlabel = params.get('hlabel')
-        assert len(hlabel)==237 or len(hlabel)==235, 'make sure the rec dataset includes mask params'
-        if len(hlabel)==237:
-            if hlabel[1]<0.0:
-                return image
-            hlabel = hlabel[2:]
-        #print(len(hlabel))
-        mask_params = self.renderer.decode_params(hlabel)
-        image = self.renderer.render_mask(image, mask_name, mask_params, input_is_rgb=True, positions=[0.1, h_pos, 0.9, 0.7])
-        return image
-
-    @property
-    def targets_as_params(self):
-        return ["image", "hlabel"]
-
-    def get_params_dependent_on_targets(self, params):
-        hlabel = params['hlabel']
-        mask_name = np.random.choice(self.mask_names, p=self.mask_probs)
-        h_pos = np.random.uniform(self.h_low, self.h_high)
-        return {'hlabel': hlabel, 'mask_name': mask_name, 'h_pos': h_pos}
-
-    def get_transform_init_args_names(self):
-        #return ("hlabel", 'mask_names', 'mask_probs', 'h_low', 'h_high')
-        return ('mask_names', 'mask_probs', 'h_low', 'h_high')
-
-
-if __name__ == "__main__":
-    tool = MaskRenderer('antelope')
-    tool.prepare(det_size=(128,128))
-    image = cv2.imread("Tom_Hanks_54745.png")
-    params = tool.build_params(image)
-    #out = tool.draw_lmk(image)
-    #cv2.imwrite('output_lmk.jpg', out)
-    #mask_image  = cv2.imread("masks/mask1.jpg")
-    #mask_image  = cv2.imread("masks/black-mask.png")
-    #mask_image  = cv2.imread("masks/mask2.jpg")
-    mask_out = tool.render_mask(image, 'mask_blue', params)# use single thread to test the time cost
-
-    cv2.imwrite('output_mask.jpg', mask_out)
-
-
diff --git a/faceswapimg_data/insightface/commands/__init__.py b/faceswapimg_data/insightface/commands/__init__.py
deleted file mode 100644
index 7fedaa0dbb14464243e1ebef1b8134c7fe524cd8..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/commands/__init__.py
+++ /dev/null
@@ -1,13 +0,0 @@
-from abc import ABC, abstractmethod
-from argparse import ArgumentParser
-
-
-class BaseInsightFaceCLICommand(ABC):
-    @staticmethod
-    @abstractmethod
-    def register_subcommand(parser: ArgumentParser):
-        raise NotImplementedError()
-
-    @abstractmethod
-    def run(self):
-        raise NotImplementedError()
diff --git a/faceswapimg_data/insightface/commands/__pycache__/__init__.cpython-39.pyc b/faceswapimg_data/insightface/commands/__pycache__/__init__.cpython-39.pyc
deleted file mode 100644
index cd5d7ef604cf0f22a2c1908ee94dc60961a9638e..0000000000000000000000000000000000000000
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diff --git a/faceswapimg_data/insightface/commands/__pycache__/insightface_cli.cpython-39.pyc b/faceswapimg_data/insightface/commands/__pycache__/insightface_cli.cpython-39.pyc
deleted file mode 100644
index 2869a5f970abc8a9195a53a21dd5898459092cd8..0000000000000000000000000000000000000000
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diff --git a/faceswapimg_data/insightface/commands/__pycache__/model_download.cpython-39.pyc b/faceswapimg_data/insightface/commands/__pycache__/model_download.cpython-39.pyc
deleted file mode 100644
index 1d14862e519190d3b1c89f7e074d464e131ca2b7..0000000000000000000000000000000000000000
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diff --git a/faceswapimg_data/insightface/commands/__pycache__/rec_add_mask_param.cpython-39.pyc b/faceswapimg_data/insightface/commands/__pycache__/rec_add_mask_param.cpython-39.pyc
deleted file mode 100644
index 38813c0d4c47d83a8de752bd08778f9262f48260..0000000000000000000000000000000000000000
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diff --git a/faceswapimg_data/insightface/commands/insightface_cli.py b/faceswapimg_data/insightface/commands/insightface_cli.py
deleted file mode 100644
index b8adbefcf0371c35689b2978c69510c1d3306846..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/commands/insightface_cli.py
+++ /dev/null
@@ -1,29 +0,0 @@
-#!/usr/bin/env python
-
-from argparse import ArgumentParser
-
-from .model_download import ModelDownloadCommand
-from .rec_add_mask_param import RecAddMaskParamCommand
-
-def main():
-    parser = ArgumentParser("InsightFace CLI tool", usage="insightface-cli <command> [<args>]")
-    commands_parser = parser.add_subparsers(help="insightface-cli command-line helpers")
-
-    # Register commands
-    ModelDownloadCommand.register_subcommand(commands_parser)
-    RecAddMaskParamCommand.register_subcommand(commands_parser)
-
-    args = parser.parse_args()
-
-    if not hasattr(args, "func"):
-        parser.print_help()
-        exit(1)
-
-    # Run
-    service = args.func(args)
-    service.run()
-
-
-if __name__ == "__main__":
-    main()
-
diff --git a/faceswapimg_data/insightface/commands/model_download.py b/faceswapimg_data/insightface/commands/model_download.py
deleted file mode 100644
index c5a14a33d7767b5fdc0a780f326e2e39ca619823..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/commands/model_download.py
+++ /dev/null
@@ -1,36 +0,0 @@
-from argparse import ArgumentParser
-
-from . import BaseInsightFaceCLICommand
-import os
-import os.path as osp
-import zipfile
-import glob
-from ..utils import download
-
-
-def model_download_command_factory(args):
-    return ModelDownloadCommand(args.model, args.root, args.force)
-
-
-class ModelDownloadCommand(BaseInsightFaceCLICommand):
-    #_url_format = '{repo_url}models/{file_name}.zip'
-    @staticmethod
-    def register_subcommand(parser: ArgumentParser):
-        download_parser = parser.add_parser("model.download")
-        download_parser.add_argument(
-            "--root", type=str, default='~/.insightface', help="Path to location to store the models"
-        )
-        download_parser.add_argument(
-            "--force", action="store_true", help="Force the model to be download even if already in root-dir"
-        )
-        download_parser.add_argument("model", type=str, help="Name of the model to download")
-        download_parser.set_defaults(func=model_download_command_factory)
-
-    def __init__(self, model: str, root: str, force: bool):
-        self._model = model
-        self._root = root
-        self._force = force
-
-    def run(self):
-        download('models', self._model, force=self._force, root=self._root)
-
diff --git a/faceswapimg_data/insightface/commands/rec_add_mask_param.py b/faceswapimg_data/insightface/commands/rec_add_mask_param.py
deleted file mode 100644
index b00ee0b9a31c6426ea0804ec00fc68981d88a324..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/commands/rec_add_mask_param.py
+++ /dev/null
@@ -1,94 +0,0 @@
-
-import numbers
-import os
-from argparse import ArgumentParser, Namespace
-
-import mxnet as mx
-import numpy as np
-
-from ..app import MaskRenderer
-from ..data.rec_builder import RecBuilder
-from . import BaseInsightFaceCLICommand
-
-
-def rec_add_mask_param_command_factory(args: Namespace):
-
-    return RecAddMaskParamCommand(
-        args.input, args.output
-    )
-
-
-class RecAddMaskParamCommand(BaseInsightFaceCLICommand):
-    @staticmethod
-    def register_subcommand(parser: ArgumentParser):
-        _parser = parser.add_parser("rec.addmaskparam")
-        _parser.add_argument("input", type=str, help="input rec")
-        _parser.add_argument("output", type=str, help="output rec, with mask param")
-        _parser.set_defaults(func=rec_add_mask_param_command_factory)
-
-    def __init__(
-        self,
-        input: str,
-        output: str,
-    ):
-        self._input = input
-        self._output = output
-
-
-    def run(self):
-        tool = MaskRenderer()
-        tool.prepare(ctx_id=0, det_size=(128,128))
-        root_dir = self._input
-        path_imgrec = os.path.join(root_dir, 'train.rec')
-        path_imgidx = os.path.join(root_dir, 'train.idx')
-        imgrec = mx.recordio.MXIndexedRecordIO(path_imgidx, path_imgrec, 'r')
-        save_path = self._output
-        wrec=RecBuilder(path=save_path)
-        s = imgrec.read_idx(0)
-        header, _ = mx.recordio.unpack(s)
-        if header.flag > 0:
-            if len(header.label)==2:
-                imgidx = np.array(range(1, int(header.label[0])))
-            else:
-                imgidx = np.array(list(self.imgrec.keys))
-        else:
-            imgidx = np.array(list(self.imgrec.keys))
-        stat = [0, 0]
-        print('total:', len(imgidx))
-        for iid, idx in enumerate(imgidx):
-            #if iid==500000:
-            #    break
-            if iid%1000==0:
-                print('processing:', iid)
-            s = imgrec.read_idx(idx)
-            header, img = mx.recordio.unpack(s)
-            label = header.label
-            if not isinstance(label, numbers.Number):
-                label = label[0]
-            sample = mx.image.imdecode(img).asnumpy()
-            bgr = sample[:,:,::-1]
-            params = tool.build_params(bgr)
-            #if iid<10:
-            #    mask_out = tool.render_mask(bgr, 'mask_blue', params)
-            #    cv2.imwrite('maskout_%d.jpg'%iid, mask_out)
-            stat[1] += 1
-            if params is None:
-                wlabel = [label] + [-1.0]*236
-                stat[0] += 1
-            else:
-                #print(0, params[0].shape, params[0].dtype)
-                #print(1, params[1].shape, params[1].dtype)
-                #print(2, params[2])
-                #print(3, len(params[3]), params[3][0].__class__)
-                #print(4, params[4].shape, params[4].dtype)
-                mask_label = tool.encode_params(params)
-                wlabel = [label, 0.0]+mask_label # 237 including idlabel, total mask params size is 235
-                if iid==0:
-                    print('param size:', len(mask_label), len(wlabel), label)
-            assert len(wlabel)==237
-            wrec.add_image(img, wlabel)
-            #print(len(params))
-
-        wrec.close()
-        print('finished on', self._output, ', failed:', stat[0])
-
diff --git a/faceswapimg_data/insightface/data/__init__.py b/faceswapimg_data/insightface/data/__init__.py
deleted file mode 100644
index 665c59ec99b6ebf12822015e0350969c7903e243..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/data/__init__.py
+++ /dev/null
@@ -1,2 +0,0 @@
-from .image import get_image
-from .pickle_object import get_object
diff --git a/faceswapimg_data/insightface/data/__pycache__/__init__.cpython-310.pyc b/faceswapimg_data/insightface/data/__pycache__/__init__.cpython-310.pyc
deleted file mode 100644
index c957dcb1efcd770f4a2a0b8bd86138ec11b29d84..0000000000000000000000000000000000000000
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diff --git a/faceswapimg_data/insightface/data/__pycache__/__init__.cpython-39.pyc b/faceswapimg_data/insightface/data/__pycache__/__init__.cpython-39.pyc
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index 205963a40d3bb2ef1532a3e115ea044d898d0144..0000000000000000000000000000000000000000
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diff --git a/faceswapimg_data/insightface/data/__pycache__/image.cpython-310.pyc b/faceswapimg_data/insightface/data/__pycache__/image.cpython-310.pyc
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index 57acf7bb1b98431c5882c4fd5a3275d04a2f4fc6..0000000000000000000000000000000000000000
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diff --git a/faceswapimg_data/insightface/data/__pycache__/image.cpython-39.pyc b/faceswapimg_data/insightface/data/__pycache__/image.cpython-39.pyc
deleted file mode 100644
index 7d2de844c5be382180b2d2ecbabfa2a9178da998..0000000000000000000000000000000000000000
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diff --git a/faceswapimg_data/insightface/data/__pycache__/pickle_object.cpython-310.pyc b/faceswapimg_data/insightface/data/__pycache__/pickle_object.cpython-310.pyc
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index 28ef05b6854c9bdf4274d8caa9e229fab803dc7a..0000000000000000000000000000000000000000
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diff --git a/faceswapimg_data/insightface/data/__pycache__/pickle_object.cpython-39.pyc b/faceswapimg_data/insightface/data/__pycache__/pickle_object.cpython-39.pyc
deleted file mode 100644
index 6033f1141bdf5c50b9cb4bafd92d2019383272ef..0000000000000000000000000000000000000000
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diff --git a/faceswapimg_data/insightface/data/__pycache__/rec_builder.cpython-39.pyc b/faceswapimg_data/insightface/data/__pycache__/rec_builder.cpython-39.pyc
deleted file mode 100644
index 55800657b0a414640debf8cb3aaefa1f6b710068..0000000000000000000000000000000000000000
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diff --git a/faceswapimg_data/insightface/data/image.py b/faceswapimg_data/insightface/data/image.py
deleted file mode 100644
index 6d32c4bcb1b13d33bcb0d840cf7b8c08d183b3ea..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/data/image.py
+++ /dev/null
@@ -1,27 +0,0 @@
-import cv2
-import os
-import os.path as osp
-from pathlib import Path
-
-class ImageCache:
-    data = {}
-
-def get_image(name, to_rgb=False):
-    key = (name, to_rgb)
-    if key in ImageCache.data:
-        return ImageCache.data[key]
-    images_dir = osp.join(Path(__file__).parent.absolute(), 'images')
-    ext_names = ['.jpg', '.png', '.jpeg']
-    image_file = None
-    for ext_name in ext_names:
-        _image_file = osp.join(images_dir, "%s%s"%(name, ext_name))
-        if osp.exists(_image_file):
-            image_file = _image_file
-            break
-    assert image_file is not None, '%s not found'%name
-    img = cv2.imread(image_file)
-    if to_rgb:
-        img = img[:,:,::-1]
-    ImageCache.data[key] = img
-    return img
-
diff --git a/faceswapimg_data/insightface/data/images/Tom_Hanks_54745.png b/faceswapimg_data/insightface/data/images/Tom_Hanks_54745.png
deleted file mode 100644
index 83387c3572e335441b617d0ba1f6a7f897b87f37..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/data/images/Tom_Hanks_54745.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:8545da294e8c7c79911169c3915fed8528f1960cd0ed99b92453788ca4275083
-size 12123
diff --git a/faceswapimg_data/insightface/data/images/mask_black.jpg b/faceswapimg_data/insightface/data/images/mask_black.jpg
deleted file mode 100644
index 68233a29abd20c692a151143e22abcd62461ce2b..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/data/images/mask_black.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d81c40c77a0e38717dc7e1d4ca994e2bc58efa804465ff8d09d915daeddf2c83
-size 21308
diff --git a/faceswapimg_data/insightface/data/images/mask_blue.jpg b/faceswapimg_data/insightface/data/images/mask_blue.jpg
deleted file mode 100644
index 37a029125e7a6257d59cf2201be4b3409564d33e..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/data/images/mask_blue.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:a55ec2b181de4143af27c441852ebb4bbd364fb0e0b9c46bb17631c59bc4c840
-size 44728
diff --git a/faceswapimg_data/insightface/data/images/mask_green.jpg b/faceswapimg_data/insightface/data/images/mask_green.jpg
deleted file mode 100644
index 8ed0111375d6c189f2a071ec6fcbcbdb8607b4fb..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/data/images/mask_green.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:79526b5a31ef75cb7fe51227abc69d589e4b7ba39dbbf51e79147da577a3f154
-size 6116
diff --git a/faceswapimg_data/insightface/data/images/mask_white.jpg b/faceswapimg_data/insightface/data/images/mask_white.jpg
deleted file mode 100644
index e6c92ec3c5dfadc36e8de5bc1c91572d602f2ce3..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/data/images/mask_white.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:3adee6ba6680d26197bbea95deb9d335252d01c2c51ead23e01af9784c310aa6
-size 78905
diff --git a/faceswapimg_data/insightface/data/images/t1.jpg b/faceswapimg_data/insightface/data/images/t1.jpg
deleted file mode 100644
index 8fd6427a177bd01650c0150e9d02457c3a5dcddd..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/data/images/t1.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:47f682e945b659f93a9e490b9c9c4a2a864abe64dace9e1a2893845ddfd69489
-size 128824
diff --git a/faceswapimg_data/insightface/data/objects/meanshape_68.pkl b/faceswapimg_data/insightface/data/objects/meanshape_68.pkl
deleted file mode 100644
index d5297e9e8ea5574298ddd287b058252e03aa18c1..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/data/objects/meanshape_68.pkl
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:39ffecf84ba73f0d0d7e49380833ba88713c9fcdec51df4f7ac45a48b8f4cc51
-size 974
diff --git a/faceswapimg_data/insightface/data/pickle_object.py b/faceswapimg_data/insightface/data/pickle_object.py
deleted file mode 100644
index fbd87030ea15e1d01af1cd4cff1be2bc54cc82dd..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/data/pickle_object.py
+++ /dev/null
@@ -1,17 +0,0 @@
-import cv2
-import os
-import os.path as osp
-from pathlib import Path
-import pickle
-
-def get_object(name):
-    objects_dir = osp.join(Path(__file__).parent.absolute(), 'objects')
-    if not name.endswith('.pkl'):
-        name = name+".pkl"
-    filepath = osp.join(objects_dir, name)
-    if not osp.exists(filepath):
-        return None
-    with open(filepath, 'rb') as f:
-        obj = pickle.load(f)
-    return obj
-
diff --git a/faceswapimg_data/insightface/data/rec_builder.py b/faceswapimg_data/insightface/data/rec_builder.py
deleted file mode 100644
index ba7c3dbbce66fc0e9779f336776fb7cad12718b3..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/data/rec_builder.py
+++ /dev/null
@@ -1,71 +0,0 @@
-import pickle
-import numpy as np
-import os
-import os.path as osp
-import sys
-import mxnet as mx
-
-
-class RecBuilder():
-    def __init__(self, path, image_size=(112, 112)):
-        self.path = path
-        self.image_size = image_size
-        self.widx = 0
-        self.wlabel = 0
-        self.max_label = -1
-        assert not osp.exists(path), '%s exists' % path
-        os.makedirs(path)
-        self.writer = mx.recordio.MXIndexedRecordIO(os.path.join(path, 'train.idx'), 
-                                                    os.path.join(path, 'train.rec'),
-                                                    'w')
-        self.meta = []
-
-    def add(self, imgs):
-        #!!! img should be BGR!!!!
-        #assert label >= 0
-        #assert label > self.last_label
-        assert len(imgs) > 0
-        label = self.wlabel
-        for img in imgs:
-            idx = self.widx
-            image_meta = {'image_index': idx, 'image_classes': [label]}
-            header = mx.recordio.IRHeader(0, label, idx, 0)
-            if isinstance(img, np.ndarray):
-                s = mx.recordio.pack_img(header,img,quality=0,img_fmt='.jpg')
-            else:
-                s = mx.recordio.pack(header, img)
-            self.writer.write_idx(idx, s)
-            self.meta.append(image_meta)
-            self.widx += 1
-        self.max_label = label
-        self.wlabel += 1
-
-
-    def add_image(self, img, label):
-        #!!! img should be BGR!!!!
-        #assert label >= 0
-        #assert label > self.last_label
-        idx = self.widx
-        header = mx.recordio.IRHeader(0, label, idx, 0)
-        if isinstance(label, list):
-            idlabel = label[0]
-        else:
-            idlabel = label
-        image_meta = {'image_index': idx, 'image_classes': [idlabel]}
-        if isinstance(img, np.ndarray):
-            s = mx.recordio.pack_img(header,img,quality=0,img_fmt='.jpg')
-        else:
-            s = mx.recordio.pack(header, img)
-        self.writer.write_idx(idx, s)
-        self.meta.append(image_meta)
-        self.widx += 1
-        self.max_label = max(self.max_label, idlabel)
-
-    def close(self):
-        with open(osp.join(self.path, 'train.meta'), 'wb') as pfile:
-            pickle.dump(self.meta, pfile, protocol=pickle.HIGHEST_PROTOCOL)
-        print('stat:', self.widx, self.wlabel)
-        with open(os.path.join(self.path, 'property'), 'w') as f:
-            f.write("%d,%d,%d\n" % (self.max_label+1, self.image_size[0], self.image_size[1]))
-            f.write("%d\n" % (self.widx))
-
diff --git a/faceswapimg_data/insightface/model_zoo/__init__.py b/faceswapimg_data/insightface/model_zoo/__init__.py
deleted file mode 100644
index 225623d6142c968b4040f391039bfab88bdd1b2a..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/model_zoo/__init__.py
+++ /dev/null
@@ -1,6 +0,0 @@
-from .model_zoo import get_model
-from .arcface_onnx import ArcFaceONNX
-from .retinaface import RetinaFace
-from .scrfd import SCRFD
-from .landmark import Landmark
-from .attribute import Attribute
diff --git a/faceswapimg_data/insightface/model_zoo/__pycache__/__init__.cpython-310.pyc b/faceswapimg_data/insightface/model_zoo/__pycache__/__init__.cpython-310.pyc
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diff --git a/faceswapimg_data/insightface/model_zoo/arcface_onnx.py b/faceswapimg_data/insightface/model_zoo/arcface_onnx.py
deleted file mode 100644
index b537ce2ee15d4a1834d54e185f34e336aab30a77..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/model_zoo/arcface_onnx.py
+++ /dev/null
@@ -1,92 +0,0 @@
-# -*- coding: utf-8 -*-
-# @Organization  : insightface.ai
-# @Author        : Jia Guo
-# @Time          : 2021-05-04
-# @Function      : 
-
-from __future__ import division
-import numpy as np
-import cv2
-import onnx
-import onnxruntime
-from ..utils import face_align
-
-__all__ = [
-    'ArcFaceONNX',
-]
-
-
-class ArcFaceONNX:
-    def __init__(self, model_file=None, session=None):
-        assert model_file is not None
-        self.model_file = model_file
-        self.session = session
-        self.taskname = 'recognition'
-        find_sub = False
-        find_mul = False
-        model = onnx.load(self.model_file)
-        graph = model.graph
-        for nid, node in enumerate(graph.node[:8]):
-            #print(nid, node.name)
-            if node.name.startswith('Sub') or node.name.startswith('_minus'):
-                find_sub = True
-            if node.name.startswith('Mul') or node.name.startswith('_mul'):
-                find_mul = True
-        if find_sub and find_mul:
-            #mxnet arcface model
-            input_mean = 0.0
-            input_std = 1.0
-        else:
-            input_mean = 127.5
-            input_std = 127.5
-        self.input_mean = input_mean
-        self.input_std = input_std
-        #print('input mean and std:', self.input_mean, self.input_std)
-        if self.session is None:
-            self.session = onnxruntime.InferenceSession(self.model_file, None)
-        input_cfg = self.session.get_inputs()[0]
-        input_shape = input_cfg.shape
-        input_name = input_cfg.name
-        self.input_size = tuple(input_shape[2:4][::-1])
-        self.input_shape = input_shape
-        outputs = self.session.get_outputs()
-        output_names = []
-        for out in outputs:
-            output_names.append(out.name)
-        self.input_name = input_name
-        self.output_names = output_names
-        assert len(self.output_names)==1
-        self.output_shape = outputs[0].shape
-
-    def prepare(self, ctx_id, **kwargs):
-        if ctx_id<0:
-            self.session.set_providers(['CPUExecutionProvider'])
-
-    def get(self, img, face):
-        aimg = face_align.norm_crop(img, landmark=face.kps, image_size=self.input_size[0])
-        face.embedding = self.get_feat(aimg).flatten()
-        return face.embedding
-
-    def compute_sim(self, feat1, feat2):
-        from numpy.linalg import norm
-        feat1 = feat1.ravel()
-        feat2 = feat2.ravel()
-        sim = np.dot(feat1, feat2) / (norm(feat1) * norm(feat2))
-        return sim
-
-    def get_feat(self, imgs):
-        if not isinstance(imgs, list):
-            imgs = [imgs]
-        input_size = self.input_size
-        
-        blob = cv2.dnn.blobFromImages(imgs, 1.0 / self.input_std, input_size,
-                                      (self.input_mean, self.input_mean, self.input_mean), swapRB=True)
-        net_out = self.session.run(self.output_names, {self.input_name: blob})[0]
-        return net_out
-
-    def forward(self, batch_data):
-        blob = (batch_data - self.input_mean) / self.input_std
-        net_out = self.session.run(self.output_names, {self.input_name: blob})[0]
-        return net_out
-
-
diff --git a/faceswapimg_data/insightface/model_zoo/attribute.py b/faceswapimg_data/insightface/model_zoo/attribute.py
deleted file mode 100644
index 40c34de3f0995499448cf5779004cc1e5f3564fb..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/model_zoo/attribute.py
+++ /dev/null
@@ -1,94 +0,0 @@
-# -*- coding: utf-8 -*-
-# @Organization  : insightface.ai
-# @Author        : Jia Guo
-# @Time          : 2021-06-19
-# @Function      : 
-
-from __future__ import division
-import numpy as np
-import cv2
-import onnx
-import onnxruntime
-from ..utils import face_align
-
-__all__ = [
-    'Attribute',
-]
-
-
-class Attribute:
-    def __init__(self, model_file=None, session=None):
-        assert model_file is not None
-        self.model_file = model_file
-        self.session = session
-        find_sub = False
-        find_mul = False
-        model = onnx.load(self.model_file)
-        graph = model.graph
-        for nid, node in enumerate(graph.node[:8]):
-            #print(nid, node.name)
-            if node.name.startswith('Sub') or node.name.startswith('_minus'):
-                find_sub = True
-            if node.name.startswith('Mul') or node.name.startswith('_mul'):
-                find_mul = True
-            if nid<3 and node.name=='bn_data':
-                find_sub = True
-                find_mul = True
-        if find_sub and find_mul:
-            #mxnet arcface model
-            input_mean = 0.0
-            input_std = 1.0
-        else:
-            input_mean = 127.5
-            input_std = 128.0
-        self.input_mean = input_mean
-        self.input_std = input_std
-        #print('input mean and std:', model_file, self.input_mean, self.input_std)
-        if self.session is None:
-            self.session = onnxruntime.InferenceSession(self.model_file, None)
-        input_cfg = self.session.get_inputs()[0]
-        input_shape = input_cfg.shape
-        input_name = input_cfg.name
-        self.input_size = tuple(input_shape[2:4][::-1])
-        self.input_shape = input_shape
-        outputs = self.session.get_outputs()
-        output_names = []
-        for out in outputs:
-            output_names.append(out.name)
-        self.input_name = input_name
-        self.output_names = output_names
-        assert len(self.output_names)==1
-        output_shape = outputs[0].shape
-        #print('init output_shape:', output_shape)
-        if output_shape[1]==3:
-            self.taskname = 'genderage'
-        else:
-            self.taskname = 'attribute_%d'%output_shape[1]
-
-    def prepare(self, ctx_id, **kwargs):
-        if ctx_id<0:
-            self.session.set_providers(['CPUExecutionProvider'])
-
-    def get(self, img, face):
-        bbox = face.bbox
-        w, h = (bbox[2] - bbox[0]), (bbox[3] - bbox[1])
-        center = (bbox[2] + bbox[0]) / 2, (bbox[3] + bbox[1]) / 2
-        rotate = 0
-        _scale = self.input_size[0]  / (max(w, h)*1.5)
-        #print('param:', img.shape, bbox, center, self.input_size, _scale, rotate)
-        aimg, M = face_align.transform(img, center, self.input_size[0], _scale, rotate)
-        input_size = tuple(aimg.shape[0:2][::-1])
-        #assert input_size==self.input_size
-        blob = cv2.dnn.blobFromImage(aimg, 1.0/self.input_std, input_size, (self.input_mean, self.input_mean, self.input_mean), swapRB=True)
-        pred = self.session.run(self.output_names, {self.input_name : blob})[0][0]
-        if self.taskname=='genderage':
-            assert len(pred)==3
-            gender = np.argmax(pred[:2])
-            age = int(np.round(pred[2]*100))
-            face['gender'] = gender
-            face['age'] = age
-            return gender, age
-        else:
-            return pred
-
-
diff --git a/faceswapimg_data/insightface/model_zoo/inswapper.py b/faceswapimg_data/insightface/model_zoo/inswapper.py
deleted file mode 100644
index dcaceb1f2dc590e066431bed5b708af66f6c74e0..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/model_zoo/inswapper.py
+++ /dev/null
@@ -1,105 +0,0 @@
-import time
-import numpy as np
-import onnxruntime
-import cv2
-import onnx
-from onnx import numpy_helper
-from ..utils import face_align
-
-
-
-
-class INSwapper():
-    def __init__(self, model_file=None, session=None):
-        self.model_file = model_file
-        self.session = session
-        model = onnx.load(self.model_file)
-        graph = model.graph
-        self.emap = numpy_helper.to_array(graph.initializer[-1])
-        self.input_mean = 0.0
-        self.input_std = 255.0
-        #print('input mean and std:', model_file, self.input_mean, self.input_std)
-        if self.session is None:
-            self.session = onnxruntime.InferenceSession(self.model_file, None)
-        inputs = self.session.get_inputs()
-        self.input_names = []
-        for inp in inputs:
-            self.input_names.append(inp.name)
-        outputs = self.session.get_outputs()
-        output_names = []
-        for out in outputs:
-            output_names.append(out.name)
-        self.output_names = output_names
-        assert len(self.output_names)==1
-        output_shape = outputs[0].shape
-        input_cfg = inputs[0]
-        input_shape = input_cfg.shape
-        self.input_shape = input_shape
-        print('inswapper-shape:', self.input_shape)
-        self.input_size = tuple(input_shape[2:4][::-1])
-
-    def forward(self, img, latent):
-        img = (img - self.input_mean) / self.input_std
-        pred = self.session.run(self.output_names, {self.input_names[0]: img, self.input_names[1]: latent})[0]
-        return pred
-
-    def get(self, img, target_face, source_face, paste_back=True):
-        aimg, M = face_align.norm_crop2(img, target_face.kps, self.input_size[0])
-        blob = cv2.dnn.blobFromImage(aimg, 1.0 / self.input_std, self.input_size,
-                                      (self.input_mean, self.input_mean, self.input_mean), swapRB=True)
-        latent = source_face.normed_embedding.reshape((1,-1))
-        latent = np.dot(latent, self.emap)
-        latent /= np.linalg.norm(latent)
-        pred = self.session.run(self.output_names, {self.input_names[0]: blob, self.input_names[1]: latent})[0]
-        #print(latent.shape, latent.dtype, pred.shape)
-        img_fake = pred.transpose((0,2,3,1))[0]
-        bgr_fake = np.clip(255 * img_fake, 0, 255).astype(np.uint8)[:,:,::-1]
-        if not paste_back:
-            return bgr_fake, M
-        else:
-            target_img = img
-            fake_diff = bgr_fake.astype(np.float32) - aimg.astype(np.float32)
-            fake_diff = np.abs(fake_diff).mean(axis=2)
-            fake_diff[:2,:] = 0
-            fake_diff[-2:,:] = 0
-            fake_diff[:,:2] = 0
-            fake_diff[:,-2:] = 0
-            IM = cv2.invertAffineTransform(M)
-            img_white = np.full((aimg.shape[0],aimg.shape[1]), 255, dtype=np.float32)
-            bgr_fake = cv2.warpAffine(bgr_fake, IM, (target_img.shape[1], target_img.shape[0]), borderValue=0.0)
-            img_white = cv2.warpAffine(img_white, IM, (target_img.shape[1], target_img.shape[0]), borderValue=0.0)
-            fake_diff = cv2.warpAffine(fake_diff, IM, (target_img.shape[1], target_img.shape[0]), borderValue=0.0)
-            img_white[img_white>20] = 255
-            fthresh = 10
-            fake_diff[fake_diff<fthresh] = 0
-            fake_diff[fake_diff>=fthresh] = 255
-            img_mask = img_white
-            mask_h_inds, mask_w_inds = np.where(img_mask==255)
-            mask_h = np.max(mask_h_inds) - np.min(mask_h_inds)
-            mask_w = np.max(mask_w_inds) - np.min(mask_w_inds)
-            mask_size = int(np.sqrt(mask_h*mask_w))
-            k = max(mask_size//10, 10)
-            #k = max(mask_size//20, 6)
-            #k = 6
-            kernel = np.ones((k,k),np.uint8)
-            img_mask = cv2.erode(img_mask,kernel,iterations = 1)
-            kernel = np.ones((2,2),np.uint8)
-            fake_diff = cv2.dilate(fake_diff,kernel,iterations = 1)
-            k = max(mask_size//20, 5)
-            #k = 3
-            #k = 3
-            kernel_size = (k, k)
-            blur_size = tuple(2*i+1 for i in kernel_size)
-            img_mask = cv2.GaussianBlur(img_mask, blur_size, 0)
-            k = 5
-            kernel_size = (k, k)
-            blur_size = tuple(2*i+1 for i in kernel_size)
-            fake_diff = cv2.GaussianBlur(fake_diff, blur_size, 0)
-            img_mask /= 255
-            fake_diff /= 255
-            #img_mask = fake_diff
-            img_mask = np.reshape(img_mask, [img_mask.shape[0],img_mask.shape[1],1])
-            fake_merged = img_mask * bgr_fake + (1-img_mask) * target_img.astype(np.float32)
-            fake_merged = fake_merged.astype(np.uint8)
-            return fake_merged
-
diff --git a/faceswapimg_data/insightface/model_zoo/landmark.py b/faceswapimg_data/insightface/model_zoo/landmark.py
deleted file mode 100644
index 598b4b29a2d0674d8bb25b681f921c61460d101c..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/model_zoo/landmark.py
+++ /dev/null
@@ -1,114 +0,0 @@
-# -*- coding: utf-8 -*-
-# @Organization  : insightface.ai
-# @Author        : Jia Guo
-# @Time          : 2021-05-04
-# @Function      : 
-
-from __future__ import division
-import numpy as np
-import cv2
-import onnx
-import onnxruntime
-from ..utils import face_align
-from ..utils import transform
-from ..data import get_object
-
-__all__ = [
-    'Landmark',
-]
-
-
-class Landmark:
-    def __init__(self, model_file=None, session=None):
-        assert model_file is not None
-        self.model_file = model_file
-        self.session = session
-        find_sub = False
-        find_mul = False
-        model = onnx.load(self.model_file)
-        graph = model.graph
-        for nid, node in enumerate(graph.node[:8]):
-            #print(nid, node.name)
-            if node.name.startswith('Sub') or node.name.startswith('_minus'):
-                find_sub = True
-            if node.name.startswith('Mul') or node.name.startswith('_mul'):
-                find_mul = True
-            if nid<3 and node.name=='bn_data':
-                find_sub = True
-                find_mul = True
-        if find_sub and find_mul:
-            #mxnet arcface model
-            input_mean = 0.0
-            input_std = 1.0
-        else:
-            input_mean = 127.5
-            input_std = 128.0
-        self.input_mean = input_mean
-        self.input_std = input_std
-        #print('input mean and std:', model_file, self.input_mean, self.input_std)
-        if self.session is None:
-            self.session = onnxruntime.InferenceSession(self.model_file, None)
-        input_cfg = self.session.get_inputs()[0]
-        input_shape = input_cfg.shape
-        input_name = input_cfg.name
-        self.input_size = tuple(input_shape[2:4][::-1])
-        self.input_shape = input_shape
-        outputs = self.session.get_outputs()
-        output_names = []
-        for out in outputs:
-            output_names.append(out.name)
-        self.input_name = input_name
-        self.output_names = output_names
-        assert len(self.output_names)==1
-        output_shape = outputs[0].shape
-        self.require_pose = False
-        #print('init output_shape:', output_shape)
-        if output_shape[1]==3309:
-            self.lmk_dim = 3
-            self.lmk_num = 68
-            self.mean_lmk = get_object('meanshape_68.pkl')
-            self.require_pose = True
-        else:
-            self.lmk_dim = 2
-            self.lmk_num = output_shape[1]//self.lmk_dim
-        self.taskname = 'landmark_%dd_%d'%(self.lmk_dim, self.lmk_num)
-
-    def prepare(self, ctx_id, **kwargs):
-        if ctx_id<0:
-            self.session.set_providers(['CPUExecutionProvider'])
-
-    def get(self, img, face):
-        bbox = face.bbox
-        w, h = (bbox[2] - bbox[0]), (bbox[3] - bbox[1])
-        center = (bbox[2] + bbox[0]) / 2, (bbox[3] + bbox[1]) / 2
-        rotate = 0
-        _scale = self.input_size[0]  / (max(w, h)*1.5)
-        #print('param:', img.shape, bbox, center, self.input_size, _scale, rotate)
-        aimg, M = face_align.transform(img, center, self.input_size[0], _scale, rotate)
-        input_size = tuple(aimg.shape[0:2][::-1])
-        #assert input_size==self.input_size
-        blob = cv2.dnn.blobFromImage(aimg, 1.0/self.input_std, input_size, (self.input_mean, self.input_mean, self.input_mean), swapRB=True)
-        pred = self.session.run(self.output_names, {self.input_name : blob})[0][0]
-        if pred.shape[0] >= 3000:
-            pred = pred.reshape((-1, 3))
-        else:
-            pred = pred.reshape((-1, 2))
-        if self.lmk_num < pred.shape[0]:
-            pred = pred[self.lmk_num*-1:,:]
-        pred[:, 0:2] += 1
-        pred[:, 0:2] *= (self.input_size[0] // 2)
-        if pred.shape[1] == 3:
-            pred[:, 2] *= (self.input_size[0] // 2)
-
-        IM = cv2.invertAffineTransform(M)
-        pred = face_align.trans_points(pred, IM)
-        face[self.taskname] = pred
-        if self.require_pose:
-            P = transform.estimate_affine_matrix_3d23d(self.mean_lmk, pred)
-            s, R, t = transform.P2sRt(P)
-            rx, ry, rz = transform.matrix2angle(R)
-            pose = np.array( [rx, ry, rz], dtype=np.float32 )
-            face['pose'] = pose #pitch, yaw, roll
-        return pred
-
-
diff --git a/faceswapimg_data/insightface/model_zoo/model_store.py b/faceswapimg_data/insightface/model_zoo/model_store.py
deleted file mode 100644
index 50bb85d314f5b7a0ea8211d2cd21186e32791592..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/model_zoo/model_store.py
+++ /dev/null
@@ -1,103 +0,0 @@
-"""
-This code file mainly comes from https://github.com/dmlc/gluon-cv/blob/master/gluoncv/model_zoo/model_store.py
-"""
-from __future__ import print_function
-
-__all__ = ['get_model_file']
-import os
-import zipfile
-import glob
-
-from ..utils import download, check_sha1
-
-_model_sha1 = {
-    name: checksum
-    for checksum, name in [
-        ('95be21b58e29e9c1237f229dae534bd854009ce0', 'arcface_r100_v1'),
-        ('', 'arcface_mfn_v1'),
-        ('39fd1e087a2a2ed70a154ac01fecaa86c315d01b', 'retinaface_r50_v1'),
-        ('2c9de8116d1f448fd1d4661f90308faae34c990a', 'retinaface_mnet025_v1'),
-        ('0db1d07921d005e6c9a5b38e059452fc5645e5a4', 'retinaface_mnet025_v2'),
-        ('7dd8111652b7aac2490c5dcddeb268e53ac643e6', 'genderage_v1'),
-    ]
-}
-
-base_repo_url = 'https://insightface.ai/files/'
-_url_format = '{repo_url}models/{file_name}.zip'
-
-
-def short_hash(name):
-    if name not in _model_sha1:
-        raise ValueError(
-            'Pretrained model for {name} is not available.'.format(name=name))
-    return _model_sha1[name][:8]
-
-
-def find_params_file(dir_path):
-    if not os.path.exists(dir_path):
-        return None
-    paths = glob.glob("%s/*.params" % dir_path)
-    if len(paths) == 0:
-        return None
-    paths = sorted(paths)
-    return paths[-1]
-
-
-def get_model_file(name, root=os.path.join('~', '.insightface', 'models')):
-    r"""Return location for the pretrained on local file system.
-
-    This function will download from online model zoo when model cannot be found or has mismatch.
-    The root directory will be created if it doesn't exist.
-
-    Parameters
-    ----------
-    name : str
-        Name of the model.
-    root : str, default '~/.mxnet/models'
-        Location for keeping the model parameters.
-
-    Returns
-    -------
-    file_path
-        Path to the requested pretrained model file.
-    """
-
-    file_name = name
-    root = os.path.expanduser(root)
-    dir_path = os.path.join(root, name)
-    file_path = find_params_file(dir_path)
-    #file_path = os.path.join(root, file_name + '.params')
-    sha1_hash = _model_sha1[name]
-    if file_path is not None:
-        if check_sha1(file_path, sha1_hash):
-            return file_path
-        else:
-            print(
-                'Mismatch in the content of model file detected. Downloading again.'
-            )
-    else:
-        print('Model file is not found. Downloading.')
-
-    if not os.path.exists(root):
-        os.makedirs(root)
-    if not os.path.exists(dir_path):
-        os.makedirs(dir_path)
-
-    zip_file_path = os.path.join(root, file_name + '.zip')
-    repo_url = base_repo_url
-    if repo_url[-1] != '/':
-        repo_url = repo_url + '/'
-    download(_url_format.format(repo_url=repo_url, file_name=file_name),
-             path=zip_file_path,
-             overwrite=True)
-    with zipfile.ZipFile(zip_file_path) as zf:
-        zf.extractall(dir_path)
-    os.remove(zip_file_path)
-    file_path = find_params_file(dir_path)
-
-    if check_sha1(file_path, sha1_hash):
-        return file_path
-    else:
-        raise ValueError(
-            'Downloaded file has different hash. Please try again.')
-
diff --git a/faceswapimg_data/insightface/model_zoo/model_zoo.py b/faceswapimg_data/insightface/model_zoo/model_zoo.py
deleted file mode 100644
index fc6283114f7b550f084749e65d8b55e1393fe62f..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/model_zoo/model_zoo.py
+++ /dev/null
@@ -1,98 +0,0 @@
-# -*- coding: utf-8 -*-
-# @Organization  : insightface.ai
-# @Author        : Jia Guo
-# @Time          : 2021-05-04
-# @Function      : 
-
-import os
-import os.path as osp
-import glob
-import onnxruntime
-from .arcface_onnx import *
-from .retinaface import *
-#from .scrfd import *
-from .landmark import *
-from .attribute import Attribute
-from .inswapper import INSwapper
-from ..utils import download_onnx
-
-__all__ = ['get_model']
-
-
-class PickableInferenceSession(onnxruntime.InferenceSession): 
-    # This is a wrapper to make the current InferenceSession class pickable.
-    def __init__(self, model_path, **kwargs):
-        super().__init__(model_path, **kwargs)
-        self.model_path = model_path
-
-    def __getstate__(self):
-        return {'model_path': self.model_path}
-
-    def __setstate__(self, values):
-        model_path = values['model_path']
-        self.__init__(model_path)
-
-class ModelRouter:
-    def __init__(self, onnx_file):
-        self.onnx_file = onnx_file
-
-    def get_model(self, **kwargs):
-        session = PickableInferenceSession(self.onnx_file, **kwargs)
-        print(f'Applied providers: {session._providers}, with options: {session._provider_options}')
-        inputs = session.get_inputs()
-        input_cfg = inputs[0]
-        input_shape = input_cfg.shape
-        outputs = session.get_outputs()
-
-        if len(outputs)>=5:
-            return RetinaFace(model_file=self.onnx_file, session=session)
-        elif input_shape[2]==192 and input_shape[3]==192:
-            return Landmark(model_file=self.onnx_file, session=session)
-        elif input_shape[2]==96 and input_shape[3]==96:
-            return Attribute(model_file=self.onnx_file, session=session)
-        elif len(inputs)==2 and input_shape[2]==128 and input_shape[3]==128:
-            return INSwapper(model_file=self.onnx_file, session=session)
-        elif input_shape[2]==input_shape[3] and input_shape[2]>=112 and input_shape[2]%16==0:
-            return ArcFaceONNX(model_file=self.onnx_file, session=session)
-        else:
-            #raise RuntimeError('error on model routing')
-            return None
-
-def find_onnx_file(dir_path):
-    if not os.path.exists(dir_path):
-        return None
-    paths = glob.glob("%s/*.onnx" % dir_path)
-    if len(paths) == 0:
-        return None
-    paths = sorted(paths)
-    return paths[-1]
-
-def get_default_providers():
-    return ['CUDAExecutionProvider', 'CPUExecutionProvider']
-
-def get_default_provider_options():
-    return None
-
-def get_model(name, **kwargs):
-    root = kwargs.get('root', '~/.insightface')
-    root = os.path.expanduser(root)
-    model_root = osp.join(root, 'models')
-    allow_download = kwargs.get('download', False)
-    download_zip = kwargs.get('download_zip', False)
-    if not name.endswith('.onnx'):
-        model_dir = os.path.join(model_root, name)
-        model_file = find_onnx_file(model_dir)
-        if model_file is None:
-            return None
-    else:
-        model_file = name
-    if not osp.exists(model_file) and allow_download:
-        model_file = download_onnx('models', model_file, root=root, download_zip=download_zip)
-    assert osp.exists(model_file), 'model_file %s should exist'%model_file
-    assert osp.isfile(model_file), 'model_file %s should be a file'%model_file
-    router = ModelRouter(model_file)
-    providers = kwargs.get('providers', get_default_providers())
-    provider_options = kwargs.get('provider_options', get_default_provider_options())
-    model = router.get_model(providers=providers, provider_options=provider_options)
-    return model
-
diff --git a/faceswapimg_data/insightface/model_zoo/retinaface.py b/faceswapimg_data/insightface/model_zoo/retinaface.py
deleted file mode 100644
index fc4ad91ed70688b38503127137e928dc7e5433e1..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/model_zoo/retinaface.py
+++ /dev/null
@@ -1,301 +0,0 @@
-# -*- coding: utf-8 -*-
-# @Organization  : insightface.ai
-# @Author        : Jia Guo
-# @Time          : 2021-09-18
-# @Function      : 
-
-from __future__ import division
-import datetime
-import numpy as np
-import onnx
-import onnxruntime
-import os
-import os.path as osp
-import cv2
-import sys
-
-def softmax(z):
-    assert len(z.shape) == 2
-    s = np.max(z, axis=1)
-    s = s[:, np.newaxis] # necessary step to do broadcasting
-    e_x = np.exp(z - s)
-    div = np.sum(e_x, axis=1)
-    div = div[:, np.newaxis] # dito
-    return e_x / div
-
-def distance2bbox(points, distance, max_shape=None):
-    """Decode distance prediction to bounding box.
-
-    Args:
-        points (Tensor): Shape (n, 2), [x, y].
-        distance (Tensor): Distance from the given point to 4
-            boundaries (left, top, right, bottom).
-        max_shape (tuple): Shape of the image.
-
-    Returns:
-        Tensor: Decoded bboxes.
-    """
-    x1 = points[:, 0] - distance[:, 0]
-    y1 = points[:, 1] - distance[:, 1]
-    x2 = points[:, 0] + distance[:, 2]
-    y2 = points[:, 1] + distance[:, 3]
-    if max_shape is not None:
-        x1 = x1.clamp(min=0, max=max_shape[1])
-        y1 = y1.clamp(min=0, max=max_shape[0])
-        x2 = x2.clamp(min=0, max=max_shape[1])
-        y2 = y2.clamp(min=0, max=max_shape[0])
-    return np.stack([x1, y1, x2, y2], axis=-1)
-
-def distance2kps(points, distance, max_shape=None):
-    """Decode distance prediction to bounding box.
-
-    Args:
-        points (Tensor): Shape (n, 2), [x, y].
-        distance (Tensor): Distance from the given point to 4
-            boundaries (left, top, right, bottom).
-        max_shape (tuple): Shape of the image.
-
-    Returns:
-        Tensor: Decoded bboxes.
-    """
-    preds = []
-    for i in range(0, distance.shape[1], 2):
-        px = points[:, i%2] + distance[:, i]
-        py = points[:, i%2+1] + distance[:, i+1]
-        if max_shape is not None:
-            px = px.clamp(min=0, max=max_shape[1])
-            py = py.clamp(min=0, max=max_shape[0])
-        preds.append(px)
-        preds.append(py)
-    return np.stack(preds, axis=-1)
-
-class RetinaFace:
-    def __init__(self, model_file=None, session=None):
-        import onnxruntime
-        self.model_file = model_file
-        self.session = session
-        self.taskname = 'detection'
-        if self.session is None:
-            assert self.model_file is not None
-            assert osp.exists(self.model_file)
-            self.session = onnxruntime.InferenceSession(self.model_file, None)
-        self.center_cache = {}
-        self.nms_thresh = 0.4
-        self.det_thresh = 0.5
-        self._init_vars()
-
-    def _init_vars(self):
-        input_cfg = self.session.get_inputs()[0]
-        input_shape = input_cfg.shape
-        #print(input_shape)
-        if isinstance(input_shape[2], str):
-            self.input_size = None
-        else:
-            self.input_size = tuple(input_shape[2:4][::-1])
-        #print('image_size:', self.image_size)
-        input_name = input_cfg.name
-        self.input_shape = input_shape
-        outputs = self.session.get_outputs()
-        output_names = []
-        for o in outputs:
-            output_names.append(o.name)
-        self.input_name = input_name
-        self.output_names = output_names
-        self.input_mean = 127.5
-        self.input_std = 128.0
-        #print(self.output_names)
-        #assert len(outputs)==10 or len(outputs)==15
-        self.use_kps = False
-        self._anchor_ratio = 1.0
-        self._num_anchors = 1
-        if len(outputs)==6:
-            self.fmc = 3
-            self._feat_stride_fpn = [8, 16, 32]
-            self._num_anchors = 2
-        elif len(outputs)==9:
-            self.fmc = 3
-            self._feat_stride_fpn = [8, 16, 32]
-            self._num_anchors = 2
-            self.use_kps = True
-        elif len(outputs)==10:
-            self.fmc = 5
-            self._feat_stride_fpn = [8, 16, 32, 64, 128]
-            self._num_anchors = 1
-        elif len(outputs)==15:
-            self.fmc = 5
-            self._feat_stride_fpn = [8, 16, 32, 64, 128]
-            self._num_anchors = 1
-            self.use_kps = True
-
-    def prepare(self, ctx_id, **kwargs):
-        if ctx_id<0:
-            self.session.set_providers(['CPUExecutionProvider'])
-        nms_thresh = kwargs.get('nms_thresh', None)
-        if nms_thresh is not None:
-            self.nms_thresh = nms_thresh
-        det_thresh = kwargs.get('det_thresh', None)
-        if det_thresh is not None:
-            self.det_thresh = det_thresh
-        input_size = kwargs.get('input_size', None)
-        if input_size is not None:
-            if self.input_size is not None:
-                print('warning: det_size is already set in detection model, ignore')
-            else:
-                self.input_size = input_size
-
-    def forward(self, img, threshold):
-        scores_list = []
-        bboxes_list = []
-        kpss_list = []
-        input_size = tuple(img.shape[0:2][::-1])
-        blob = cv2.dnn.blobFromImage(img, 1.0/self.input_std, input_size, (self.input_mean, self.input_mean, self.input_mean), swapRB=True)
-        net_outs = self.session.run(self.output_names, {self.input_name : blob})
-
-        input_height = blob.shape[2]
-        input_width = blob.shape[3]
-        fmc = self.fmc
-        for idx, stride in enumerate(self._feat_stride_fpn):
-            scores = net_outs[idx]
-            bbox_preds = net_outs[idx+fmc]
-            bbox_preds = bbox_preds * stride
-            if self.use_kps:
-                kps_preds = net_outs[idx+fmc*2] * stride
-            height = input_height // stride
-            width = input_width // stride
-            K = height * width
-            key = (height, width, stride)
-            if key in self.center_cache:
-                anchor_centers = self.center_cache[key]
-            else:
-                #solution-1, c style:
-                #anchor_centers = np.zeros( (height, width, 2), dtype=np.float32 )
-                #for i in range(height):
-                #    anchor_centers[i, :, 1] = i
-                #for i in range(width):
-                #    anchor_centers[:, i, 0] = i
-
-                #solution-2:
-                #ax = np.arange(width, dtype=np.float32)
-                #ay = np.arange(height, dtype=np.float32)
-                #xv, yv = np.meshgrid(np.arange(width), np.arange(height))
-                #anchor_centers = np.stack([xv, yv], axis=-1).astype(np.float32)
-
-                #solution-3:
-                anchor_centers = np.stack(np.mgrid[:height, :width][::-1], axis=-1).astype(np.float32)
-                #print(anchor_centers.shape)
-
-                anchor_centers = (anchor_centers * stride).reshape( (-1, 2) )
-                if self._num_anchors>1:
-                    anchor_centers = np.stack([anchor_centers]*self._num_anchors, axis=1).reshape( (-1,2) )
-                if len(self.center_cache)<100:
-                    self.center_cache[key] = anchor_centers
-
-            pos_inds = np.where(scores>=threshold)[0]
-            bboxes = distance2bbox(anchor_centers, bbox_preds)
-            pos_scores = scores[pos_inds]
-            pos_bboxes = bboxes[pos_inds]
-            scores_list.append(pos_scores)
-            bboxes_list.append(pos_bboxes)
-            if self.use_kps:
-                kpss = distance2kps(anchor_centers, kps_preds)
-                #kpss = kps_preds
-                kpss = kpss.reshape( (kpss.shape[0], -1, 2) )
-                pos_kpss = kpss[pos_inds]
-                kpss_list.append(pos_kpss)
-        return scores_list, bboxes_list, kpss_list
-
-    def detect(self, img, input_size = None, max_num=0, metric='default'):
-        assert input_size is not None or self.input_size is not None
-        input_size = self.input_size if input_size is None else input_size
-            
-        im_ratio = float(img.shape[0]) / img.shape[1]
-        model_ratio = float(input_size[1]) / input_size[0]
-        if im_ratio>model_ratio:
-            new_height = input_size[1]
-            new_width = int(new_height / im_ratio)
-        else:
-            new_width = input_size[0]
-            new_height = int(new_width * im_ratio)
-        det_scale = float(new_height) / img.shape[0]
-        resized_img = cv2.resize(img, (new_width, new_height))
-        det_img = np.zeros( (input_size[1], input_size[0], 3), dtype=np.uint8 )
-        det_img[:new_height, :new_width, :] = resized_img
-
-        scores_list, bboxes_list, kpss_list = self.forward(det_img, self.det_thresh)
-
-        scores = np.vstack(scores_list)
-        scores_ravel = scores.ravel()
-        order = scores_ravel.argsort()[::-1]
-        bboxes = np.vstack(bboxes_list) / det_scale
-        if self.use_kps:
-            kpss = np.vstack(kpss_list) / det_scale
-        pre_det = np.hstack((bboxes, scores)).astype(np.float32, copy=False)
-        pre_det = pre_det[order, :]
-        keep = self.nms(pre_det)
-        det = pre_det[keep, :]
-        if self.use_kps:
-            kpss = kpss[order,:,:]
-            kpss = kpss[keep,:,:]
-        else:
-            kpss = None
-        if max_num > 0 and det.shape[0] > max_num:
-            area = (det[:, 2] - det[:, 0]) * (det[:, 3] -
-                                                    det[:, 1])
-            img_center = img.shape[0] // 2, img.shape[1] // 2
-            offsets = np.vstack([
-                (det[:, 0] + det[:, 2]) / 2 - img_center[1],
-                (det[:, 1] + det[:, 3]) / 2 - img_center[0]
-            ])
-            offset_dist_squared = np.sum(np.power(offsets, 2.0), 0)
-            if metric=='max':
-                values = area
-            else:
-                values = area - offset_dist_squared * 2.0  # some extra weight on the centering
-            bindex = np.argsort(
-                values)[::-1]  # some extra weight on the centering
-            bindex = bindex[0:max_num]
-            det = det[bindex, :]
-            if kpss is not None:
-                kpss = kpss[bindex, :]
-        return det, kpss
-
-    def nms(self, dets):
-        thresh = self.nms_thresh
-        x1 = dets[:, 0]
-        y1 = dets[:, 1]
-        x2 = dets[:, 2]
-        y2 = dets[:, 3]
-        scores = dets[:, 4]
-
-        areas = (x2 - x1 + 1) * (y2 - y1 + 1)
-        order = scores.argsort()[::-1]
-
-        keep = []
-        while order.size > 0:
-            i = order[0]
-            keep.append(i)
-            xx1 = np.maximum(x1[i], x1[order[1:]])
-            yy1 = np.maximum(y1[i], y1[order[1:]])
-            xx2 = np.minimum(x2[i], x2[order[1:]])
-            yy2 = np.minimum(y2[i], y2[order[1:]])
-
-            w = np.maximum(0.0, xx2 - xx1 + 1)
-            h = np.maximum(0.0, yy2 - yy1 + 1)
-            inter = w * h
-            ovr = inter / (areas[i] + areas[order[1:]] - inter)
-
-            inds = np.where(ovr <= thresh)[0]
-            order = order[inds + 1]
-
-        return keep
-
-def get_retinaface(name, download=False, root='~/.insightface/models', **kwargs):
-    if not download:
-        assert os.path.exists(name)
-        return RetinaFace(name)
-    else:
-        from .model_store import get_model_file
-        _file = get_model_file("retinaface_%s" % name, root=root)
-        return retinaface(_file)
-
-
diff --git a/faceswapimg_data/insightface/model_zoo/scrfd.py b/faceswapimg_data/insightface/model_zoo/scrfd.py
deleted file mode 100644
index 674db4bba761157592dfb95c5d1638da1099f89c..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/model_zoo/scrfd.py
+++ /dev/null
@@ -1,348 +0,0 @@
-# -*- coding: utf-8 -*-
-# @Organization  : insightface.ai
-# @Author        : Jia Guo
-# @Time          : 2021-05-04
-# @Function      : 
-
-from __future__ import division
-import datetime
-import numpy as np
-import onnx
-import onnxruntime
-import os
-import os.path as osp
-import cv2
-import sys
-
-def softmax(z):
-    assert len(z.shape) == 2
-    s = np.max(z, axis=1)
-    s = s[:, np.newaxis] # necessary step to do broadcasting
-    e_x = np.exp(z - s)
-    div = np.sum(e_x, axis=1)
-    div = div[:, np.newaxis] # dito
-    return e_x / div
-
-def distance2bbox(points, distance, max_shape=None):
-    """Decode distance prediction to bounding box.
-
-    Args:
-        points (Tensor): Shape (n, 2), [x, y].
-        distance (Tensor): Distance from the given point to 4
-            boundaries (left, top, right, bottom).
-        max_shape (tuple): Shape of the image.
-
-    Returns:
-        Tensor: Decoded bboxes.
-    """
-    x1 = points[:, 0] - distance[:, 0]
-    y1 = points[:, 1] - distance[:, 1]
-    x2 = points[:, 0] + distance[:, 2]
-    y2 = points[:, 1] + distance[:, 3]
-    if max_shape is not None:
-        x1 = x1.clamp(min=0, max=max_shape[1])
-        y1 = y1.clamp(min=0, max=max_shape[0])
-        x2 = x2.clamp(min=0, max=max_shape[1])
-        y2 = y2.clamp(min=0, max=max_shape[0])
-    return np.stack([x1, y1, x2, y2], axis=-1)
-
-def distance2kps(points, distance, max_shape=None):
-    """Decode distance prediction to bounding box.
-
-    Args:
-        points (Tensor): Shape (n, 2), [x, y].
-        distance (Tensor): Distance from the given point to 4
-            boundaries (left, top, right, bottom).
-        max_shape (tuple): Shape of the image.
-
-    Returns:
-        Tensor: Decoded bboxes.
-    """
-    preds = []
-    for i in range(0, distance.shape[1], 2):
-        px = points[:, i%2] + distance[:, i]
-        py = points[:, i%2+1] + distance[:, i+1]
-        if max_shape is not None:
-            px = px.clamp(min=0, max=max_shape[1])
-            py = py.clamp(min=0, max=max_shape[0])
-        preds.append(px)
-        preds.append(py)
-    return np.stack(preds, axis=-1)
-
-class SCRFD:
-    def __init__(self, model_file=None, session=None):
-        import onnxruntime
-        self.model_file = model_file
-        self.session = session
-        self.taskname = 'detection'
-        self.batched = False
-        if self.session is None:
-            assert self.model_file is not None
-            assert osp.exists(self.model_file)
-            self.session = onnxruntime.InferenceSession(self.model_file, None)
-        self.center_cache = {}
-        self.nms_thresh = 0.4
-        self.det_thresh = 0.5
-        self._init_vars()
-
-    def _init_vars(self):
-        input_cfg = self.session.get_inputs()[0]
-        input_shape = input_cfg.shape
-        #print(input_shape)
-        if isinstance(input_shape[2], str):
-            self.input_size = None
-        else:
-            self.input_size = tuple(input_shape[2:4][::-1])
-        #print('image_size:', self.image_size)
-        input_name = input_cfg.name
-        self.input_shape = input_shape
-        outputs = self.session.get_outputs()
-        if len(outputs[0].shape) == 3:
-            self.batched = True
-        output_names = []
-        for o in outputs:
-            output_names.append(o.name)
-        self.input_name = input_name
-        self.output_names = output_names
-        self.input_mean = 127.5
-        self.input_std = 128.0
-        #print(self.output_names)
-        #assert len(outputs)==10 or len(outputs)==15
-        self.use_kps = False
-        self._anchor_ratio = 1.0
-        self._num_anchors = 1
-        if len(outputs)==6:
-            self.fmc = 3
-            self._feat_stride_fpn = [8, 16, 32]
-            self._num_anchors = 2
-        elif len(outputs)==9:
-            self.fmc = 3
-            self._feat_stride_fpn = [8, 16, 32]
-            self._num_anchors = 2
-            self.use_kps = True
-        elif len(outputs)==10:
-            self.fmc = 5
-            self._feat_stride_fpn = [8, 16, 32, 64, 128]
-            self._num_anchors = 1
-        elif len(outputs)==15:
-            self.fmc = 5
-            self._feat_stride_fpn = [8, 16, 32, 64, 128]
-            self._num_anchors = 1
-            self.use_kps = True
-
-    def prepare(self, ctx_id, **kwargs):
-        if ctx_id<0:
-            self.session.set_providers(['CPUExecutionProvider'])
-        nms_thresh = kwargs.get('nms_thresh', None)
-        if nms_thresh is not None:
-            self.nms_thresh = nms_thresh
-        det_thresh = kwargs.get('det_thresh', None)
-        if det_thresh is not None:
-            self.det_thresh = det_thresh
-        input_size = kwargs.get('input_size', None)
-        if input_size is not None:
-            if self.input_size is not None:
-                print('warning: det_size is already set in scrfd model, ignore')
-            else:
-                self.input_size = input_size
-
-    def forward(self, img, threshold):
-        scores_list = []
-        bboxes_list = []
-        kpss_list = []
-        input_size = tuple(img.shape[0:2][::-1])
-        blob = cv2.dnn.blobFromImage(img, 1.0/self.input_std, input_size, (self.input_mean, self.input_mean, self.input_mean), swapRB=True)
-        net_outs = self.session.run(self.output_names, {self.input_name : blob})
-
-        input_height = blob.shape[2]
-        input_width = blob.shape[3]
-        fmc = self.fmc
-        for idx, stride in enumerate(self._feat_stride_fpn):
-            # If model support batch dim, take first output
-            if self.batched:
-                scores = net_outs[idx][0]
-                bbox_preds = net_outs[idx + fmc][0]
-                bbox_preds = bbox_preds * stride
-                if self.use_kps:
-                    kps_preds = net_outs[idx + fmc * 2][0] * stride
-            # If model doesn't support batching take output as is
-            else:
-                scores = net_outs[idx]
-                bbox_preds = net_outs[idx + fmc]
-                bbox_preds = bbox_preds * stride
-                if self.use_kps:
-                    kps_preds = net_outs[idx + fmc * 2] * stride
-
-            height = input_height // stride
-            width = input_width // stride
-            K = height * width
-            key = (height, width, stride)
-            if key in self.center_cache:
-                anchor_centers = self.center_cache[key]
-            else:
-                #solution-1, c style:
-                #anchor_centers = np.zeros( (height, width, 2), dtype=np.float32 )
-                #for i in range(height):
-                #    anchor_centers[i, :, 1] = i
-                #for i in range(width):
-                #    anchor_centers[:, i, 0] = i
-
-                #solution-2:
-                #ax = np.arange(width, dtype=np.float32)
-                #ay = np.arange(height, dtype=np.float32)
-                #xv, yv = np.meshgrid(np.arange(width), np.arange(height))
-                #anchor_centers = np.stack([xv, yv], axis=-1).astype(np.float32)
-
-                #solution-3:
-                anchor_centers = np.stack(np.mgrid[:height, :width][::-1], axis=-1).astype(np.float32)
-                #print(anchor_centers.shape)
-
-                anchor_centers = (anchor_centers * stride).reshape( (-1, 2) )
-                if self._num_anchors>1:
-                    anchor_centers = np.stack([anchor_centers]*self._num_anchors, axis=1).reshape( (-1,2) )
-                if len(self.center_cache)<100:
-                    self.center_cache[key] = anchor_centers
-
-            pos_inds = np.where(scores>=threshold)[0]
-            bboxes = distance2bbox(anchor_centers, bbox_preds)
-            pos_scores = scores[pos_inds]
-            pos_bboxes = bboxes[pos_inds]
-            scores_list.append(pos_scores)
-            bboxes_list.append(pos_bboxes)
-            if self.use_kps:
-                kpss = distance2kps(anchor_centers, kps_preds)
-                #kpss = kps_preds
-                kpss = kpss.reshape( (kpss.shape[0], -1, 2) )
-                pos_kpss = kpss[pos_inds]
-                kpss_list.append(pos_kpss)
-        return scores_list, bboxes_list, kpss_list
-
-    def detect(self, img, input_size = None, max_num=0, metric='default'):
-        assert input_size is not None or self.input_size is not None
-        input_size = self.input_size if input_size is None else input_size
-            
-        im_ratio = float(img.shape[0]) / img.shape[1]
-        model_ratio = float(input_size[1]) / input_size[0]
-        if im_ratio>model_ratio:
-            new_height = input_size[1]
-            new_width = int(new_height / im_ratio)
-        else:
-            new_width = input_size[0]
-            new_height = int(new_width * im_ratio)
-        det_scale = float(new_height) / img.shape[0]
-        resized_img = cv2.resize(img, (new_width, new_height))
-        det_img = np.zeros( (input_size[1], input_size[0], 3), dtype=np.uint8 )
-        det_img[:new_height, :new_width, :] = resized_img
-
-        scores_list, bboxes_list, kpss_list = self.forward(det_img, self.det_thresh)
-
-        scores = np.vstack(scores_list)
-        scores_ravel = scores.ravel()
-        order = scores_ravel.argsort()[::-1]
-        bboxes = np.vstack(bboxes_list) / det_scale
-        if self.use_kps:
-            kpss = np.vstack(kpss_list) / det_scale
-        pre_det = np.hstack((bboxes, scores)).astype(np.float32, copy=False)
-        pre_det = pre_det[order, :]
-        keep = self.nms(pre_det)
-        det = pre_det[keep, :]
-        if self.use_kps:
-            kpss = kpss[order,:,:]
-            kpss = kpss[keep,:,:]
-        else:
-            kpss = None
-        if max_num > 0 and det.shape[0] > max_num:
-            area = (det[:, 2] - det[:, 0]) * (det[:, 3] -
-                                                    det[:, 1])
-            img_center = img.shape[0] // 2, img.shape[1] // 2
-            offsets = np.vstack([
-                (det[:, 0] + det[:, 2]) / 2 - img_center[1],
-                (det[:, 1] + det[:, 3]) / 2 - img_center[0]
-            ])
-            offset_dist_squared = np.sum(np.power(offsets, 2.0), 0)
-            if metric=='max':
-                values = area
-            else:
-                values = area - offset_dist_squared * 2.0  # some extra weight on the centering
-            bindex = np.argsort(
-                values)[::-1]  # some extra weight on the centering
-            bindex = bindex[0:max_num]
-            det = det[bindex, :]
-            if kpss is not None:
-                kpss = kpss[bindex, :]
-        return det, kpss
-
-    def nms(self, dets):
-        thresh = self.nms_thresh
-        x1 = dets[:, 0]
-        y1 = dets[:, 1]
-        x2 = dets[:, 2]
-        y2 = dets[:, 3]
-        scores = dets[:, 4]
-
-        areas = (x2 - x1 + 1) * (y2 - y1 + 1)
-        order = scores.argsort()[::-1]
-
-        keep = []
-        while order.size > 0:
-            i = order[0]
-            keep.append(i)
-            xx1 = np.maximum(x1[i], x1[order[1:]])
-            yy1 = np.maximum(y1[i], y1[order[1:]])
-            xx2 = np.minimum(x2[i], x2[order[1:]])
-            yy2 = np.minimum(y2[i], y2[order[1:]])
-
-            w = np.maximum(0.0, xx2 - xx1 + 1)
-            h = np.maximum(0.0, yy2 - yy1 + 1)
-            inter = w * h
-            ovr = inter / (areas[i] + areas[order[1:]] - inter)
-
-            inds = np.where(ovr <= thresh)[0]
-            order = order[inds + 1]
-
-        return keep
-
-def get_scrfd(name, download=False, root='~/.insightface/models', **kwargs):
-    if not download:
-        assert os.path.exists(name)
-        return SCRFD(name)
-    else:
-        from .model_store import get_model_file
-        _file = get_model_file("scrfd_%s" % name, root=root)
-        return SCRFD(_file)
-
-
-def scrfd_2p5gkps(**kwargs):
-    return get_scrfd("2p5gkps", download=True, **kwargs)
-
-
-if __name__ == '__main__':
-    import glob
-    detector = SCRFD(model_file='./det.onnx')
-    detector.prepare(-1)
-    img_paths = ['tests/data/t1.jpg']
-    for img_path in img_paths:
-        img = cv2.imread(img_path)
-
-        for _ in range(1):
-            ta = datetime.datetime.now()
-            #bboxes, kpss = detector.detect(img, 0.5, input_size = (640, 640))
-            bboxes, kpss = detector.detect(img, 0.5)
-            tb = datetime.datetime.now()
-            print('all cost:', (tb-ta).total_seconds()*1000)
-        print(img_path, bboxes.shape)
-        if kpss is not None:
-            print(kpss.shape)
-        for i in range(bboxes.shape[0]):
-            bbox = bboxes[i]
-            x1,y1,x2,y2,score = bbox.astype(np.int)
-            cv2.rectangle(img, (x1,y1)  , (x2,y2) , (255,0,0) , 2)
-            if kpss is not None:
-                kps = kpss[i]
-                for kp in kps:
-                    kp = kp.astype(np.int)
-                    cv2.circle(img, tuple(kp) , 1, (0,0,255) , 2)
-        filename = img_path.split('/')[-1]
-        print('output:', filename)
-        cv2.imwrite('./outputs/%s'%filename, img)
-
diff --git a/faceswapimg_data/insightface/models/buffalo_l.zip b/faceswapimg_data/insightface/models/buffalo_l.zip
deleted file mode 100644
index 3c8de83bd164f9ac2abc7eb4486ff01b1fd3af4f..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/models/buffalo_l.zip
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:80ffe37d8a5940d59a7384c201a2a38d4741f2f3c51eef46ebb28218a7b0ca2f
-size 288621354
diff --git a/faceswapimg_data/insightface/models/buffalo_l/1k3d68.onnx b/faceswapimg_data/insightface/models/buffalo_l/1k3d68.onnx
deleted file mode 100644
index 221aa2f02a6faccddb2723529e1f93c7db2edbdc..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/models/buffalo_l/1k3d68.onnx
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:df5c06b8a0c12e422b2ed8947b8869faa4105387f199c477af038aa01f9a45cc
-size 143607619
diff --git a/faceswapimg_data/insightface/models/buffalo_l/2d106det.onnx b/faceswapimg_data/insightface/models/buffalo_l/2d106det.onnx
deleted file mode 100644
index cdb163d88b5f51396855ebc795e0114322c98b6b..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/models/buffalo_l/2d106det.onnx
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:f001b856447c413801ef5c42091ed0cd516fcd21f2d6b79635b1e733a7109dbf
-size 5030888
diff --git a/faceswapimg_data/insightface/models/buffalo_l/det_10g.onnx b/faceswapimg_data/insightface/models/buffalo_l/det_10g.onnx
deleted file mode 100644
index aa586e034379fa5ea5babc8aa73d47afcd0fa6c2..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/models/buffalo_l/det_10g.onnx
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:5838f7fe053675b1c7a08b633df49e7af5495cee0493c7dcf6697200b85b5b91
-size 16923827
diff --git a/faceswapimg_data/insightface/models/buffalo_l/genderage.onnx b/faceswapimg_data/insightface/models/buffalo_l/genderage.onnx
deleted file mode 100644
index fcf638481cea978e99ddabd914ccd3b70c8401cb..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/models/buffalo_l/genderage.onnx
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:4fde69b1c810857b88c64a335084f1c3fe8f01246c9a191b48c7bb756d6652fb
-size 1322532
diff --git a/faceswapimg_data/insightface/models/buffalo_l/w600k_r50.onnx b/faceswapimg_data/insightface/models/buffalo_l/w600k_r50.onnx
deleted file mode 100644
index 571d2bb9ffd76399b23260620b9101b20bcc4e99..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/models/buffalo_l/w600k_r50.onnx
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:4c06341c33c2ca1f86781dab0e829f88ad5b64be9fba56e56bc9ebdefc619e43
-size 174383860
diff --git a/faceswapimg_data/insightface/thirdparty/__init__.py b/faceswapimg_data/insightface/thirdparty/__init__.py
deleted file mode 100644
index e69de29bb2d1d6434b8b29ae775ad8c2e48c5391..0000000000000000000000000000000000000000
diff --git a/faceswapimg_data/insightface/thirdparty/__pycache__/__init__.cpython-310.pyc b/faceswapimg_data/insightface/thirdparty/__pycache__/__init__.cpython-310.pyc
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diff --git a/faceswapimg_data/insightface/thirdparty/__pycache__/__init__.cpython-39.pyc b/faceswapimg_data/insightface/thirdparty/__pycache__/__init__.cpython-39.pyc
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diff --git a/faceswapimg_data/insightface/thirdparty/face3d/__init__.py b/faceswapimg_data/insightface/thirdparty/face3d/__init__.py
deleted file mode 100644
index 68b284753ecf951292cf69347f797db4ec1ad41e..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/thirdparty/face3d/__init__.py
+++ /dev/null
@@ -1,4 +0,0 @@
-#import mesh
-#import morphable_model
-from . import mesh
-from . import morphable_model
diff --git a/faceswapimg_data/insightface/thirdparty/face3d/__pycache__/__init__.cpython-310.pyc b/faceswapimg_data/insightface/thirdparty/face3d/__pycache__/__init__.cpython-310.pyc
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diff --git a/faceswapimg_data/insightface/thirdparty/face3d/__pycache__/__init__.cpython-39.pyc b/faceswapimg_data/insightface/thirdparty/face3d/__pycache__/__init__.cpython-39.pyc
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diff --git a/faceswapimg_data/insightface/thirdparty/face3d/mesh/__init__.py b/faceswapimg_data/insightface/thirdparty/face3d/mesh/__init__.py
deleted file mode 100644
index 4e432960656282c76c1393f63d06c62e3a04c465..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/thirdparty/face3d/mesh/__init__.py
+++ /dev/null
@@ -1,15 +0,0 @@
-#from __future__ import absolute_import
-#from cython import mesh_core_cython
-#import io
-#import vis
-#import transform
-#import light
-#import render
-
-from .cython import mesh_core_cython
-from . import io
-from . import vis
-from . import transform
-from . import light
-from . import render
-
diff --git a/faceswapimg_data/insightface/thirdparty/face3d/mesh/__pycache__/__init__.cpython-310.pyc b/faceswapimg_data/insightface/thirdparty/face3d/mesh/__pycache__/__init__.cpython-310.pyc
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diff --git a/faceswapimg_data/insightface/thirdparty/face3d/mesh/__pycache__/io.cpython-39.pyc b/faceswapimg_data/insightface/thirdparty/face3d/mesh/__pycache__/io.cpython-39.pyc
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diff --git a/faceswapimg_data/insightface/thirdparty/face3d/mesh/__pycache__/light.cpython-39.pyc b/faceswapimg_data/insightface/thirdparty/face3d/mesh/__pycache__/light.cpython-39.pyc
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diff --git a/faceswapimg_data/insightface/thirdparty/face3d/mesh/__pycache__/render.cpython-39.pyc b/faceswapimg_data/insightface/thirdparty/face3d/mesh/__pycache__/render.cpython-39.pyc
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diff --git a/faceswapimg_data/insightface/thirdparty/face3d/mesh/__pycache__/transform.cpython-39.pyc b/faceswapimg_data/insightface/thirdparty/face3d/mesh/__pycache__/transform.cpython-39.pyc
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diff --git a/faceswapimg_data/insightface/thirdparty/face3d/mesh/__pycache__/vis.cpython-39.pyc b/faceswapimg_data/insightface/thirdparty/face3d/mesh/__pycache__/vis.cpython-39.pyc
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diff --git a/faceswapimg_data/insightface/thirdparty/face3d/mesh/cython/__pycache__/setup.cpython-39.pyc b/faceswapimg_data/insightface/thirdparty/face3d/mesh/cython/__pycache__/setup.cpython-39.pyc
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diff --git a/faceswapimg_data/insightface/thirdparty/face3d/mesh/cython/mesh_core.cpp b/faceswapimg_data/insightface/thirdparty/face3d/mesh/cython/mesh_core.cpp
deleted file mode 100644
index aeea4dae814a1c43c2cfc59f3636f8d43ca9093d..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/thirdparty/face3d/mesh/cython/mesh_core.cpp
+++ /dev/null
@@ -1,375 +0,0 @@
-/*
-functions that can not be optimazed by vertorization in python.
-1. rasterization.(need process each triangle)
-2. normal of each vertex.(use one-ring, need process each vertex)
-3. write obj(seems that it can be verctorized? anyway, writing it in c++ is simple, so also add function here. --> however, why writting in c++ is still slow?)
-
-Author: Yao Feng 
-Mail: yaofeng1995@gmail.com
-*/
-
-#include "mesh_core.h"
-
-
-/* Judge whether the point is in the triangle
-Method:
-    http://blackpawn.com/texts/pointinpoly/
-Args:
-    point: [x, y] 
-    tri_points: three vertices(2d points) of a triangle. 2 coords x 3 vertices
-Returns:
-    bool: true for in triangle
-*/
-bool isPointInTri(point p, point p0, point p1, point p2)
-{   
-    // vectors
-    point v0, v1, v2;
-    v0 = p2 - p0;
-    v1 = p1 - p0;
-    v2 = p - p0;
-
-    // dot products
-    float dot00 = v0.dot(v0); //v0.x * v0.x + v0.y * v0.y //np.dot(v0.T, v0)
-    float dot01 = v0.dot(v1); //v0.x * v1.x + v0.y * v1.y //np.dot(v0.T, v1)
-    float dot02 = v0.dot(v2); //v0.x * v2.x + v0.y * v2.y //np.dot(v0.T, v2)
-    float dot11 = v1.dot(v1); //v1.x * v1.x + v1.y * v1.y //np.dot(v1.T, v1)
-    float dot12 = v1.dot(v2); //v1.x * v2.x + v1.y * v2.y//np.dot(v1.T, v2)
-
-    // barycentric coordinates
-    float inverDeno;
-    if(dot00*dot11 - dot01*dot01 == 0)
-        inverDeno = 0;
-    else
-        inverDeno = 1/(dot00*dot11 - dot01*dot01);
-
-    float u = (dot11*dot02 - dot01*dot12)*inverDeno;
-    float v = (dot00*dot12 - dot01*dot02)*inverDeno;
-
-    // check if point in triangle
-    return (u >= 0) && (v >= 0) && (u + v < 1);
-}
-
-
-void get_point_weight(float* weight, point p, point p0, point p1, point p2)
-{   
-    // vectors
-    point v0, v1, v2;
-    v0 = p2 - p0; 
-    v1 = p1 - p0; 
-    v2 = p - p0; 
-
-    // dot products
-    float dot00 = v0.dot(v0); //v0.x * v0.x + v0.y * v0.y //np.dot(v0.T, v0)
-    float dot01 = v0.dot(v1); //v0.x * v1.x + v0.y * v1.y //np.dot(v0.T, v1)
-    float dot02 = v0.dot(v2); //v0.x * v2.x + v0.y * v2.y //np.dot(v0.T, v2)
-    float dot11 = v1.dot(v1); //v1.x * v1.x + v1.y * v1.y //np.dot(v1.T, v1)
-    float dot12 = v1.dot(v2); //v1.x * v2.x + v1.y * v2.y//np.dot(v1.T, v2)
-
-    // barycentric coordinates
-    float inverDeno;
-    if(dot00*dot11 - dot01*dot01 == 0)
-        inverDeno = 0;
-    else
-        inverDeno = 1/(dot00*dot11 - dot01*dot01);
-
-    float u = (dot11*dot02 - dot01*dot12)*inverDeno;
-    float v = (dot00*dot12 - dot01*dot02)*inverDeno;
-
-    // weight
-    weight[0] = 1 - u - v;
-    weight[1] = v;
-    weight[2] = u;
-}
-
-
-void _get_normal_core(
-    float* normal, float* tri_normal, int* triangles,
-    int ntri)
-{
-    int i, j;
-    int tri_p0_ind, tri_p1_ind, tri_p2_ind;
-
-    for(i = 0; i < ntri; i++)
-    {
-        tri_p0_ind = triangles[3*i];
-        tri_p1_ind = triangles[3*i + 1];
-        tri_p2_ind = triangles[3*i + 2];
-
-        for(j = 0; j < 3; j++)
-        {
-            normal[3*tri_p0_ind + j] = normal[3*tri_p0_ind + j] + tri_normal[3*i + j];
-            normal[3*tri_p1_ind + j] = normal[3*tri_p1_ind + j] + tri_normal[3*i + j];
-            normal[3*tri_p2_ind + j] = normal[3*tri_p2_ind + j] + tri_normal[3*i + j];
-        }
-    }
-}
-
-
-void _rasterize_triangles_core(
-    float* vertices, int* triangles, 
-    float* depth_buffer, int* triangle_buffer, float* barycentric_weight,
-    int nver, int ntri,
-    int h, int w)
-{
-    int i;
-    int x, y, k;
-    int tri_p0_ind, tri_p1_ind, tri_p2_ind;
-    point p0, p1, p2, p;
-    int x_min, x_max, y_min, y_max;
-    float p_depth, p0_depth, p1_depth, p2_depth;
-    float weight[3];
-
-    for(i = 0; i < ntri; i++)
-    {
-        tri_p0_ind = triangles[3*i];
-        tri_p1_ind = triangles[3*i + 1];
-        tri_p2_ind = triangles[3*i + 2];
-
-        p0.x = vertices[3*tri_p0_ind]; p0.y = vertices[3*tri_p0_ind + 1]; p0_depth = vertices[3*tri_p0_ind + 2];
-        p1.x = vertices[3*tri_p1_ind]; p1.y = vertices[3*tri_p1_ind + 1]; p1_depth = vertices[3*tri_p1_ind + 2];
-        p2.x = vertices[3*tri_p2_ind]; p2.y = vertices[3*tri_p2_ind + 1]; p2_depth = vertices[3*tri_p2_ind + 2];
-        
-        x_min = max((int)ceil(min(p0.x, min(p1.x, p2.x))), 0);
-        x_max = min((int)floor(max(p0.x, max(p1.x, p2.x))), w - 1);
-      
-        y_min = max((int)ceil(min(p0.y, min(p1.y, p2.y))), 0);
-        y_max = min((int)floor(max(p0.y, max(p1.y, p2.y))), h - 1);
-
-        if(x_max < x_min || y_max < y_min)
-        {
-            continue;
-        }
-
-        for(y = y_min; y <= y_max; y++) //h
-        {
-            for(x = x_min; x <= x_max; x++) //w
-            {
-                p.x = x; p.y = y;
-                if(p.x < 2 || p.x > w - 3 || p.y < 2 || p.y > h - 3 || isPointInTri(p, p0, p1, p2))
-                {
-                    get_point_weight(weight, p, p0, p1, p2);
-                    p_depth = weight[0]*p0_depth + weight[1]*p1_depth + weight[2]*p2_depth;
-
-                    if((p_depth > depth_buffer[y*w + x]))
-                    {
-                        depth_buffer[y*w + x] = p_depth;
-                        triangle_buffer[y*w + x] = i;
-                        for(k = 0; k < 3; k++)
-                        {
-                            barycentric_weight[y*w*3 + x*3 + k] = weight[k];
-                        }
-                    }
-                }
-            }
-        }
-    }
-}
-
-
-void _render_colors_core(
-    float* image, float* vertices, int* triangles, 
-    float* colors, 
-    float* depth_buffer,
-    int nver, int ntri,
-    int h, int w, int c)
-{
-    int i;
-    int x, y, k;
-    int tri_p0_ind, tri_p1_ind, tri_p2_ind;
-    point p0, p1, p2, p;
-    int x_min, x_max, y_min, y_max;
-    float p_depth, p0_depth, p1_depth, p2_depth;
-    float p_color, p0_color, p1_color, p2_color;
-    float weight[3];
-
-    for(i = 0; i < ntri; i++)
-    {
-        tri_p0_ind = triangles[3*i];
-        tri_p1_ind = triangles[3*i + 1];
-        tri_p2_ind = triangles[3*i + 2];
-
-        p0.x = vertices[3*tri_p0_ind]; p0.y = vertices[3*tri_p0_ind + 1]; p0_depth = vertices[3*tri_p0_ind + 2];
-        p1.x = vertices[3*tri_p1_ind]; p1.y = vertices[3*tri_p1_ind + 1]; p1_depth = vertices[3*tri_p1_ind + 2];
-        p2.x = vertices[3*tri_p2_ind]; p2.y = vertices[3*tri_p2_ind + 1]; p2_depth = vertices[3*tri_p2_ind + 2];
-        
-        x_min = max((int)ceil(min(p0.x, min(p1.x, p2.x))), 0);
-        x_max = min((int)floor(max(p0.x, max(p1.x, p2.x))), w - 1);
-      
-        y_min = max((int)ceil(min(p0.y, min(p1.y, p2.y))), 0);
-        y_max = min((int)floor(max(p0.y, max(p1.y, p2.y))), h - 1);
-
-        if(x_max < x_min || y_max < y_min)
-        {
-            continue;
-        }
-
-        for(y = y_min; y <= y_max; y++) //h
-        {
-            for(x = x_min; x <= x_max; x++) //w
-            {
-                p.x = x; p.y = y;
-                if(p.x < 2 || p.x > w - 3 || p.y < 2 || p.y > h - 3 || isPointInTri(p, p0, p1, p2))
-                {
-                    get_point_weight(weight, p, p0, p1, p2);
-                    p_depth = weight[0]*p0_depth + weight[1]*p1_depth + weight[2]*p2_depth;
-
-                    if((p_depth > depth_buffer[y*w + x]))
-                    {
-                        for(k = 0; k < c; k++) // c
-                        {   
-                            p0_color = colors[c*tri_p0_ind + k];
-                            p1_color = colors[c*tri_p1_ind + k];
-                            p2_color = colors[c*tri_p2_ind + k]; 
-
-                            p_color = weight[0]*p0_color + weight[1]*p1_color + weight[2]*p2_color;
-                            image[y*w*c + x*c + k] = p_color;
-                        }
-
-                        depth_buffer[y*w + x] = p_depth;
-                    }
-                }
-            }
-        }
-    }
-}
-
-
-void _render_texture_core(
-    float* image, float* vertices, int* triangles, 
-    float* texture, float* tex_coords, int* tex_triangles, 
-    float* depth_buffer,
-    int nver, int tex_nver, int ntri, 
-    int h, int w, int c, 
-    int tex_h, int tex_w, int tex_c, 
-    int mapping_type)
-{
-    int i;
-    int x, y, k;
-    int tri_p0_ind, tri_p1_ind, tri_p2_ind;
-    int tex_tri_p0_ind, tex_tri_p1_ind, tex_tri_p2_ind;
-    point p0, p1, p2, p;
-    point tex_p0, tex_p1, tex_p2, tex_p;
-    int x_min, x_max, y_min, y_max;
-    float weight[3];
-    float p_depth, p0_depth, p1_depth, p2_depth;
-    float xd, yd;
-    float ul, ur, dl, dr;
-    for(i = 0; i < ntri; i++)
-    {
-        // mesh
-        tri_p0_ind = triangles[3*i];
-        tri_p1_ind = triangles[3*i + 1];
-        tri_p2_ind = triangles[3*i + 2];
-
-        p0.x = vertices[3*tri_p0_ind]; p0.y = vertices[3*tri_p0_ind + 1]; p0_depth = vertices[3*tri_p0_ind + 2];
-        p1.x = vertices[3*tri_p1_ind]; p1.y = vertices[3*tri_p1_ind + 1]; p1_depth = vertices[3*tri_p1_ind + 2];
-        p2.x = vertices[3*tri_p2_ind]; p2.y = vertices[3*tri_p2_ind + 1]; p2_depth = vertices[3*tri_p2_ind + 2];
-       
-        // texture
-        tex_tri_p0_ind = tex_triangles[3*i];
-        tex_tri_p1_ind = tex_triangles[3*i + 1];
-        tex_tri_p2_ind = tex_triangles[3*i + 2];
-
-        tex_p0.x = tex_coords[3*tex_tri_p0_ind]; tex_p0.y = tex_coords[3*tri_p0_ind + 1];
-        tex_p1.x = tex_coords[3*tex_tri_p1_ind]; tex_p1.y = tex_coords[3*tri_p1_ind + 1];
-        tex_p2.x = tex_coords[3*tex_tri_p2_ind]; tex_p2.y = tex_coords[3*tri_p2_ind + 1];
-
-
-        x_min = max((int)ceil(min(p0.x, min(p1.x, p2.x))), 0);
-        x_max = min((int)floor(max(p0.x, max(p1.x, p2.x))), w - 1);
-      
-        y_min = max((int)ceil(min(p0.y, min(p1.y, p2.y))), 0);
-        y_max = min((int)floor(max(p0.y, max(p1.y, p2.y))), h - 1);
-
-
-        if(x_max < x_min || y_max < y_min)
-        {
-            continue;
-        }
-
-        for(y = y_min; y <= y_max; y++) //h
-        {
-            for(x = x_min; x <= x_max; x++) //w
-            {
-                p.x = x; p.y = y;
-                if(p.x < 2 || p.x > w - 3 || p.y < 2 || p.y > h - 3 || isPointInTri(p, p0, p1, p2))
-                {
-                    get_point_weight(weight, p, p0, p1, p2);
-                    p_depth = weight[0]*p0_depth + weight[1]*p1_depth + weight[2]*p2_depth;
-                    
-                    if((p_depth > depth_buffer[y*w + x]))
-                    {
-                        // -- color from texture
-                        // cal weight in mesh tri
-                        get_point_weight(weight, p, p0, p1, p2);
-                        // cal coord in texture
-                        tex_p = tex_p0*weight[0] + tex_p1*weight[1] + tex_p2*weight[2];
-                        tex_p.x = max(min(tex_p.x, float(tex_w - 1)), float(0)); 
-                        tex_p.y = max(min(tex_p.y, float(tex_h - 1)), float(0)); 
-
-                        yd = tex_p.y - floor(tex_p.y);
-                        xd = tex_p.x - floor(tex_p.x);
-                        for(k = 0; k < c; k++)
-                        {
-                            if(mapping_type==0)// nearest
-                            {   
-                                image[y*w*c + x*c + k] = texture[int(round(tex_p.y))*tex_w*tex_c + int(round(tex_p.x))*tex_c + k];
-                            }
-                            else//bilinear interp
-                            { 
-                                ul = texture[(int)floor(tex_p.y)*tex_w*tex_c + (int)floor(tex_p.x)*tex_c + k];
-                                ur = texture[(int)floor(tex_p.y)*tex_w*tex_c + (int)ceil(tex_p.x)*tex_c + k];
-                                dl = texture[(int)ceil(tex_p.y)*tex_w*tex_c + (int)floor(tex_p.x)*tex_c + k];
-                                dr = texture[(int)ceil(tex_p.y)*tex_w*tex_c + (int)ceil(tex_p.x)*tex_c + k];
-
-                                image[y*w*c + x*c + k] = ul*(1-xd)*(1-yd) + ur*xd*(1-yd) + dl*(1-xd)*yd + dr*xd*yd;
-                            }
-
-                        }
-
-                        depth_buffer[y*w + x] = p_depth;
-                    } 
-                }
-            }
-        }
-    }
-}
-
-
-
-// ------------------------------------------------- write
-// obj write
-// Ref: https://github.com/patrikhuber/eos/blob/master/include/eos/core/Mesh.hpp
-void _write_obj_with_colors_texture(string filename, string mtl_name, 
-    float* vertices, int* triangles, float* colors, float* uv_coords,
-    int nver, int ntri, int ntexver)
-{
-    int i;
-
-    ofstream obj_file(filename.c_str());
-
-    // first line of the obj file: the mtl name
-    obj_file << "mtllib " << mtl_name << endl;
-    
-    // write vertices 
-    for (i = 0; i < nver; ++i) 
-    {
-        obj_file << "v " << vertices[3*i] << " " << vertices[3*i + 1] << " " << vertices[3*i + 2] << colors[3*i] << " " << colors[3*i + 1] << " " << colors[3*i + 2] <<  endl;
-    }
-
-    // write uv coordinates
-    for (i = 0; i < ntexver; ++i) 
-    {
-        //obj_file << "vt " << uv_coords[2*i] << " " << (1 - uv_coords[2*i + 1]) << endl;
-        obj_file << "vt " << uv_coords[2*i] << " " << uv_coords[2*i + 1] << endl;
-    }
-
-    obj_file << "usemtl FaceTexture" << endl;
-    // write triangles
-    for (i = 0; i < ntri; ++i) 
-    {
-        // obj_file << "f " << triangles[3*i] << "/" << triangles[3*i] << " " << triangles[3*i + 1] << "/" << triangles[3*i + 1] << " " << triangles[3*i + 2] << "/" << triangles[3*i + 2] << endl;
-        obj_file << "f " << triangles[3*i + 2] << "/" << triangles[3*i + 2] << " " << triangles[3*i + 1] << "/" << triangles[3*i + 1] << " " << triangles[3*i] << "/" << triangles[3*i] << endl;
-    }
-
-}
diff --git a/faceswapimg_data/insightface/thirdparty/face3d/mesh/cython/mesh_core.h b/faceswapimg_data/insightface/thirdparty/face3d/mesh/cython/mesh_core.h
deleted file mode 100644
index 3eb00290f36f8cbe27a17d88bca31fe718d77e2c..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/thirdparty/face3d/mesh/cython/mesh_core.h
+++ /dev/null
@@ -1,83 +0,0 @@
-#ifndef MESH_CORE_HPP_
-#define MESH_CORE_HPP_
-
-#include <stdio.h>
-#include <cmath>
-#include <algorithm>  
-#include <string>
-#include <iostream>
-#include <fstream>
-
-using namespace std;
-
-class point
-{
- public:
-    float x;
-    float y;
-
-    float dot(point p)
-    {
-        return this->x * p.x + this->y * p.y;
-    }
-
-    point operator-(const point& p)
-    {
-        point np;
-        np.x = this->x - p.x;
-        np.y = this->y - p.y;
-        return np;
-    }
-
-    point operator+(const point& p)
-    {
-        point np;
-        np.x = this->x + p.x;
-        np.y = this->y + p.y;
-        return np;
-    }
-
-    point operator*(float s)
-    {
-        point np;
-        np.x = s * this->x;
-        np.y = s * this->y;
-        return np;
-    }
-}; 
-
-
-bool isPointInTri(point p, point p0, point p1, point p2, int h, int w);
-void get_point_weight(float* weight, point p, point p0, point p1, point p2);
-
-void _get_normal_core(
-    float* normal, float* tri_normal, int* triangles,
-    int ntri);
-
-void _rasterize_triangles_core(
-    float* vertices, int* triangles, 
-    float* depth_buffer, int* triangle_buffer, float* barycentric_weight,
-    int nver, int ntri,
-    int h, int w);
-
-void _render_colors_core(
-    float* image, float* vertices, int* triangles, 
-    float* colors, 
-    float* depth_buffer,
-    int nver, int ntri,
-    int h, int w, int c);
-
-void _render_texture_core(
-    float* image, float* vertices, int* triangles, 
-    float* texture, float* tex_coords, int* tex_triangles, 
-    float* depth_buffer,
-    int nver, int tex_nver, int ntri, 
-    int h, int w, int c, 
-    int tex_h, int tex_w, int tex_c, 
-    int mapping_type);
-
-void _write_obj_with_colors_texture(string filename, string mtl_name, 
-    float* vertices, int* triangles, float* colors, float* uv_coords,
-    int nver, int ntri, int ntexver);
-
-#endif
\ No newline at end of file
diff --git a/faceswapimg_data/insightface/thirdparty/face3d/mesh/cython/mesh_core_cython.c b/faceswapimg_data/insightface/thirdparty/face3d/mesh/cython/mesh_core_cython.c
deleted file mode 100644
index e113ac54ae03e4a79ea2a975ef33e67deb9d93d6..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/thirdparty/face3d/mesh/cython/mesh_core_cython.c
+++ /dev/null
@@ -1,9091 +0,0 @@
-/* Generated by Cython 0.28.2 */
-
-/* BEGIN: Cython Metadata
-{
-    "distutils": {
-        "depends": [
-            "insightface/thirdparty/face3d/mesh/cython/mesh_core.h"
-        ],
-        "include_dirs": [
-            "insightface/thirdparty/face3d/mesh/cython"
-        ],
-        "name": "mesh_core_cython",
-        "sources": [
-            "insightface/thirdparty/face3d/mesh/cython/mesh_core_cython.pyx"
-        ]
-    },
-    "module_name": "mesh_core_cython"
-}
-END: Cython Metadata */
-
-#define PY_SSIZE_T_CLEAN
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-    #error Python headers needed to compile C extensions, please install development version of Python.
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-    #error Cython requires Python 2.6+ or Python 3.3+.
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-#define CYTHON_ABI "0_28_2"
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-#endif
-#ifndef Py_HUGE_VAL
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-#ifdef PYPY_VERSION
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-#define __Pyx_PyDict_GetItemStr(dict, name)  _PyDict_GetItem_KnownHash(dict, name, ((PyASCIIObject *) name)->hash)
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-#define __Pyx_PyDict_GetItemStr(dict, name)  PyDict_GetItem(dict, name)
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-  #define CYTHON_PEP393_ENABLED 1
-  #define __Pyx_PyUnicode_READY(op)       (likely(PyUnicode_IS_READY(op)) ?\
-                                              0 : _PyUnicode_Ready((PyObject *)(op)))
-  #define __Pyx_PyUnicode_GET_LENGTH(u)   PyUnicode_GET_LENGTH(u)
-  #define __Pyx_PyUnicode_READ_CHAR(u, i) PyUnicode_READ_CHAR(u, i)
-  #define __Pyx_PyUnicode_MAX_CHAR_VALUE(u)   PyUnicode_MAX_CHAR_VALUE(u)
-  #define __Pyx_PyUnicode_KIND(u)         PyUnicode_KIND(u)
-  #define __Pyx_PyUnicode_DATA(u)         PyUnicode_DATA(u)
-  #define __Pyx_PyUnicode_READ(k, d, i)   PyUnicode_READ(k, d, i)
-  #define __Pyx_PyUnicode_WRITE(k, d, i, ch)  PyUnicode_WRITE(k, d, i, ch)
-  #define __Pyx_PyUnicode_IS_TRUE(u)      (0 != (likely(PyUnicode_IS_READY(u)) ? PyUnicode_GET_LENGTH(u) : PyUnicode_GET_SIZE(u)))
-#else
-  #define CYTHON_PEP393_ENABLED 0
-  #define PyUnicode_1BYTE_KIND  1
-  #define PyUnicode_2BYTE_KIND  2
-  #define PyUnicode_4BYTE_KIND  4
-  #define __Pyx_PyUnicode_READY(op)       (0)
-  #define __Pyx_PyUnicode_GET_LENGTH(u)   PyUnicode_GET_SIZE(u)
-  #define __Pyx_PyUnicode_READ_CHAR(u, i) ((Py_UCS4)(PyUnicode_AS_UNICODE(u)[i]))
-  #define __Pyx_PyUnicode_MAX_CHAR_VALUE(u)   ((sizeof(Py_UNICODE) == 2) ? 65535 : 1114111)
-  #define __Pyx_PyUnicode_KIND(u)         (sizeof(Py_UNICODE))
-  #define __Pyx_PyUnicode_DATA(u)         ((void*)PyUnicode_AS_UNICODE(u))
-  #define __Pyx_PyUnicode_READ(k, d, i)   ((void)(k), (Py_UCS4)(((Py_UNICODE*)d)[i]))
-  #define __Pyx_PyUnicode_WRITE(k, d, i, ch)  (((void)(k)), ((Py_UNICODE*)d)[i] = ch)
-  #define __Pyx_PyUnicode_IS_TRUE(u)      (0 != PyUnicode_GET_SIZE(u))
-#endif
-#if CYTHON_COMPILING_IN_PYPY
-  #define __Pyx_PyUnicode_Concat(a, b)      PyNumber_Add(a, b)
-  #define __Pyx_PyUnicode_ConcatSafe(a, b)  PyNumber_Add(a, b)
-#else
-  #define __Pyx_PyUnicode_Concat(a, b)      PyUnicode_Concat(a, b)
-  #define __Pyx_PyUnicode_ConcatSafe(a, b)  ((unlikely((a) == Py_None) || unlikely((b) == Py_None)) ?\
-      PyNumber_Add(a, b) : __Pyx_PyUnicode_Concat(a, b))
-#endif
-#if CYTHON_COMPILING_IN_PYPY && !defined(PyUnicode_Contains)
-  #define PyUnicode_Contains(u, s)  PySequence_Contains(u, s)
-#endif
-#if CYTHON_COMPILING_IN_PYPY && !defined(PyByteArray_Check)
-  #define PyByteArray_Check(obj)  PyObject_TypeCheck(obj, &PyByteArray_Type)
-#endif
-#if CYTHON_COMPILING_IN_PYPY && !defined(PyObject_Format)
-  #define PyObject_Format(obj, fmt)  PyObject_CallMethod(obj, "__format__", "O", fmt)
-#endif
-#define __Pyx_PyString_FormatSafe(a, b)   ((unlikely((a) == Py_None)) ? PyNumber_Remainder(a, b) : __Pyx_PyString_Format(a, b))
-#define __Pyx_PyUnicode_FormatSafe(a, b)  ((unlikely((a) == Py_None)) ? PyNumber_Remainder(a, b) : PyUnicode_Format(a, b))
-#if PY_MAJOR_VERSION >= 3
-  #define __Pyx_PyString_Format(a, b)  PyUnicode_Format(a, b)
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-  #define __Pyx_PyString_Format(a, b)  PyString_Format(a, b)
-#endif
-#if PY_MAJOR_VERSION < 3 && !defined(PyObject_ASCII)
-  #define PyObject_ASCII(o)            PyObject_Repr(o)
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-#if PY_MAJOR_VERSION >= 3
-  #define PyBaseString_Type            PyUnicode_Type
-  #define PyStringObject               PyUnicodeObject
-  #define PyString_Type                PyUnicode_Type
-  #define PyString_Check               PyUnicode_Check
-  #define PyString_CheckExact          PyUnicode_CheckExact
-#endif
-#if PY_MAJOR_VERSION >= 3
-  #define __Pyx_PyBaseString_Check(obj) PyUnicode_Check(obj)
-  #define __Pyx_PyBaseString_CheckExact(obj) PyUnicode_CheckExact(obj)
-#else
-  #define __Pyx_PyBaseString_Check(obj) (PyString_Check(obj) || PyUnicode_Check(obj))
-  #define __Pyx_PyBaseString_CheckExact(obj) (PyString_CheckExact(obj) || PyUnicode_CheckExact(obj))
-#endif
-#ifndef PySet_CheckExact
-  #define PySet_CheckExact(obj)        (Py_TYPE(obj) == &PySet_Type)
-#endif
-#if CYTHON_ASSUME_SAFE_MACROS
-  #define __Pyx_PySequence_SIZE(seq)  Py_SIZE(seq)
-#else
-  #define __Pyx_PySequence_SIZE(seq)  PySequence_Size(seq)
-#endif
-#if PY_MAJOR_VERSION >= 3
-  #define PyIntObject                  PyLongObject
-  #define PyInt_Type                   PyLong_Type
-  #define PyInt_Check(op)              PyLong_Check(op)
-  #define PyInt_CheckExact(op)         PyLong_CheckExact(op)
-  #define PyInt_FromString             PyLong_FromString
-  #define PyInt_FromUnicode            PyLong_FromUnicode
-  #define PyInt_FromLong               PyLong_FromLong
-  #define PyInt_FromSize_t             PyLong_FromSize_t
-  #define PyInt_FromSsize_t            PyLong_FromSsize_t
-  #define PyInt_AsLong                 PyLong_AsLong
-  #define PyInt_AS_LONG                PyLong_AS_LONG
-  #define PyInt_AsSsize_t              PyLong_AsSsize_t
-  #define PyInt_AsUnsignedLongMask     PyLong_AsUnsignedLongMask
-  #define PyInt_AsUnsignedLongLongMask PyLong_AsUnsignedLongLongMask
-  #define PyNumber_Int                 PyNumber_Long
-#endif
-#if PY_MAJOR_VERSION >= 3
-  #define PyBoolObject                 PyLongObject
-#endif
-#if PY_MAJOR_VERSION >= 3 && CYTHON_COMPILING_IN_PYPY
-  #ifndef PyUnicode_InternFromString
-    #define PyUnicode_InternFromString(s) PyUnicode_FromString(s)
-  #endif
-#endif
-#if PY_VERSION_HEX < 0x030200A4
-  typedef long Py_hash_t;
-  #define __Pyx_PyInt_FromHash_t PyInt_FromLong
-  #define __Pyx_PyInt_AsHash_t   PyInt_AsLong
-#else
-  #define __Pyx_PyInt_FromHash_t PyInt_FromSsize_t
-  #define __Pyx_PyInt_AsHash_t   PyInt_AsSsize_t
-#endif
-#if PY_MAJOR_VERSION >= 3
-  #define __Pyx_PyMethod_New(func, self, klass) ((self) ? PyMethod_New(func, self) : (Py_INCREF(func), func))
-#else
-  #define __Pyx_PyMethod_New(func, self, klass) PyMethod_New(func, self, klass)
-#endif
-#if CYTHON_USE_ASYNC_SLOTS
-  #if PY_VERSION_HEX >= 0x030500B1
-    #define __Pyx_PyAsyncMethodsStruct PyAsyncMethods
-    #define __Pyx_PyType_AsAsync(obj) (Py_TYPE(obj)->tp_as_async)
-  #else
-    #define __Pyx_PyType_AsAsync(obj) ((__Pyx_PyAsyncMethodsStruct*) (Py_TYPE(obj)->tp_reserved))
-  #endif
-#else
-  #define __Pyx_PyType_AsAsync(obj) NULL
-#endif
-#ifndef __Pyx_PyAsyncMethodsStruct
-    typedef struct {
-        unaryfunc am_await;
-        unaryfunc am_aiter;
-        unaryfunc am_anext;
-    } __Pyx_PyAsyncMethodsStruct;
-#endif
-
-#if defined(WIN32) || defined(MS_WINDOWS)
-  #define _USE_MATH_DEFINES
-#endif
-#include <math.h>
-#ifdef NAN
-#define __PYX_NAN() ((float) NAN)
-#else
-static CYTHON_INLINE float __PYX_NAN() {
-  float value;
-  memset(&value, 0xFF, sizeof(value));
-  return value;
-}
-#endif
-#if defined(__CYGWIN__) && defined(_LDBL_EQ_DBL)
-#define __Pyx_truncl trunc
-#else
-#define __Pyx_truncl truncl
-#endif
-
-
-#define __PYX_ERR(f_index, lineno, Ln_error) \
-{ \
-  __pyx_filename = __pyx_f[f_index]; __pyx_lineno = lineno; __pyx_clineno = __LINE__; goto Ln_error; \
-}
-
-#ifndef __PYX_EXTERN_C
-  #ifdef __cplusplus
-    #define __PYX_EXTERN_C extern "C"
-  #else
-    #define __PYX_EXTERN_C extern
-  #endif
-#endif
-
-#define __PYX_HAVE__mesh_core_cython
-#define __PYX_HAVE_API__mesh_core_cython
-/* Early includes */
-#include <string.h>
-#include <stdio.h>
-#include "numpy/arrayobject.h"
-#include "numpy/ufuncobject.h"
-#include "ios"
-#include "new"
-#include "stdexcept"
-#include "typeinfo"
-#include <string>
-#include "mesh_core.h"
-#ifdef _OPENMP
-#include <omp.h>
-#endif /* _OPENMP */
-
-#if defined(PYREX_WITHOUT_ASSERTIONS) && !defined(CYTHON_WITHOUT_ASSERTIONS)
-#define CYTHON_WITHOUT_ASSERTIONS
-#endif
-
-typedef struct {PyObject **p; const char *s; const Py_ssize_t n; const char* encoding;
-                const char is_unicode; const char is_str; const char intern; } __Pyx_StringTabEntry;
-
-#define __PYX_DEFAULT_STRING_ENCODING_IS_ASCII 0
-#define __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT 0
-#define __PYX_DEFAULT_STRING_ENCODING ""
-#define __Pyx_PyObject_FromString __Pyx_PyBytes_FromString
-#define __Pyx_PyObject_FromStringAndSize __Pyx_PyBytes_FromStringAndSize
-#define __Pyx_uchar_cast(c) ((unsigned char)c)
-#define __Pyx_long_cast(x) ((long)x)
-#define __Pyx_fits_Py_ssize_t(v, type, is_signed)  (\
-    (sizeof(type) < sizeof(Py_ssize_t))  ||\
-    (sizeof(type) > sizeof(Py_ssize_t) &&\
-          likely(v < (type)PY_SSIZE_T_MAX ||\
-                 v == (type)PY_SSIZE_T_MAX)  &&\
-          (!is_signed || likely(v > (type)PY_SSIZE_T_MIN ||\
-                                v == (type)PY_SSIZE_T_MIN)))  ||\
-    (sizeof(type) == sizeof(Py_ssize_t) &&\
-          (is_signed || likely(v < (type)PY_SSIZE_T_MAX ||\
-                               v == (type)PY_SSIZE_T_MAX)))  )
-#if defined (__cplusplus) && __cplusplus >= 201103L
-    #include <cstdlib>
-    #define __Pyx_sst_abs(value) std::abs(value)
-#elif SIZEOF_INT >= SIZEOF_SIZE_T
-    #define __Pyx_sst_abs(value) abs(value)
-#elif SIZEOF_LONG >= SIZEOF_SIZE_T
-    #define __Pyx_sst_abs(value) labs(value)
-#elif defined (_MSC_VER)
-    #define __Pyx_sst_abs(value) ((Py_ssize_t)_abs64(value))
-#elif defined (__STDC_VERSION__) && __STDC_VERSION__ >= 199901L
-    #define __Pyx_sst_abs(value) llabs(value)
-#elif defined (__GNUC__)
-    #define __Pyx_sst_abs(value) __builtin_llabs(value)
-#else
-    #define __Pyx_sst_abs(value) ((value<0) ? -value : value)
-#endif
-static CYTHON_INLINE const char* __Pyx_PyObject_AsString(PyObject*);
-static CYTHON_INLINE const char* __Pyx_PyObject_AsStringAndSize(PyObject*, Py_ssize_t* length);
-#define __Pyx_PyByteArray_FromString(s) PyByteArray_FromStringAndSize((const char*)s, strlen((const char*)s))
-#define __Pyx_PyByteArray_FromStringAndSize(s, l) PyByteArray_FromStringAndSize((const char*)s, l)
-#define __Pyx_PyBytes_FromString        PyBytes_FromString
-#define __Pyx_PyBytes_FromStringAndSize PyBytes_FromStringAndSize
-static CYTHON_INLINE PyObject* __Pyx_PyUnicode_FromString(const char*);
-#if PY_MAJOR_VERSION < 3
-    #define __Pyx_PyStr_FromString        __Pyx_PyBytes_FromString
-    #define __Pyx_PyStr_FromStringAndSize __Pyx_PyBytes_FromStringAndSize
-#else
-    #define __Pyx_PyStr_FromString        __Pyx_PyUnicode_FromString
-    #define __Pyx_PyStr_FromStringAndSize __Pyx_PyUnicode_FromStringAndSize
-#endif
-#define __Pyx_PyBytes_AsWritableString(s)     ((char*) PyBytes_AS_STRING(s))
-#define __Pyx_PyBytes_AsWritableSString(s)    ((signed char*) PyBytes_AS_STRING(s))
-#define __Pyx_PyBytes_AsWritableUString(s)    ((unsigned char*) PyBytes_AS_STRING(s))
-#define __Pyx_PyBytes_AsString(s)     ((const char*) PyBytes_AS_STRING(s))
-#define __Pyx_PyBytes_AsSString(s)    ((const signed char*) PyBytes_AS_STRING(s))
-#define __Pyx_PyBytes_AsUString(s)    ((const unsigned char*) PyBytes_AS_STRING(s))
-#define __Pyx_PyObject_AsWritableString(s)    ((char*) __Pyx_PyObject_AsString(s))
-#define __Pyx_PyObject_AsWritableSString(s)    ((signed char*) __Pyx_PyObject_AsString(s))
-#define __Pyx_PyObject_AsWritableUString(s)    ((unsigned char*) __Pyx_PyObject_AsString(s))
-#define __Pyx_PyObject_AsSString(s)    ((const signed char*) __Pyx_PyObject_AsString(s))
-#define __Pyx_PyObject_AsUString(s)    ((const unsigned char*) __Pyx_PyObject_AsString(s))
-#define __Pyx_PyObject_FromCString(s)  __Pyx_PyObject_FromString((const char*)s)
-#define __Pyx_PyBytes_FromCString(s)   __Pyx_PyBytes_FromString((const char*)s)
-#define __Pyx_PyByteArray_FromCString(s)   __Pyx_PyByteArray_FromString((const char*)s)
-#define __Pyx_PyStr_FromCString(s)     __Pyx_PyStr_FromString((const char*)s)
-#define __Pyx_PyUnicode_FromCString(s) __Pyx_PyUnicode_FromString((const char*)s)
-static CYTHON_INLINE size_t __Pyx_Py_UNICODE_strlen(const Py_UNICODE *u) {
-    const Py_UNICODE *u_end = u;
-    while (*u_end++) ;
-    return (size_t)(u_end - u - 1);
-}
-#define __Pyx_PyUnicode_FromUnicode(u)       PyUnicode_FromUnicode(u, __Pyx_Py_UNICODE_strlen(u))
-#define __Pyx_PyUnicode_FromUnicodeAndLength PyUnicode_FromUnicode
-#define __Pyx_PyUnicode_AsUnicode            PyUnicode_AsUnicode
-#define __Pyx_NewRef(obj) (Py_INCREF(obj), obj)
-#define __Pyx_Owned_Py_None(b) __Pyx_NewRef(Py_None)
-#define __Pyx_PyBool_FromLong(b) ((b) ? __Pyx_NewRef(Py_True) : __Pyx_NewRef(Py_False))
-static CYTHON_INLINE int __Pyx_PyObject_IsTrue(PyObject*);
-static CYTHON_INLINE PyObject* __Pyx_PyNumber_IntOrLong(PyObject* x);
-#define __Pyx_PySequence_Tuple(obj)\
-    (likely(PyTuple_CheckExact(obj)) ? __Pyx_NewRef(obj) : PySequence_Tuple(obj))
-static CYTHON_INLINE Py_ssize_t __Pyx_PyIndex_AsSsize_t(PyObject*);
-static CYTHON_INLINE PyObject * __Pyx_PyInt_FromSize_t(size_t);
-#if CYTHON_ASSUME_SAFE_MACROS
-#define __pyx_PyFloat_AsDouble(x) (PyFloat_CheckExact(x) ? PyFloat_AS_DOUBLE(x) : PyFloat_AsDouble(x))
-#else
-#define __pyx_PyFloat_AsDouble(x) PyFloat_AsDouble(x)
-#endif
-#define __pyx_PyFloat_AsFloat(x) ((float) __pyx_PyFloat_AsDouble(x))
-#if PY_MAJOR_VERSION >= 3
-#define __Pyx_PyNumber_Int(x) (PyLong_CheckExact(x) ? __Pyx_NewRef(x) : PyNumber_Long(x))
-#else
-#define __Pyx_PyNumber_Int(x) (PyInt_CheckExact(x) ? __Pyx_NewRef(x) : PyNumber_Int(x))
-#endif
-#define __Pyx_PyNumber_Float(x) (PyFloat_CheckExact(x) ? __Pyx_NewRef(x) : PyNumber_Float(x))
-#if PY_MAJOR_VERSION < 3 && __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
-static int __Pyx_sys_getdefaultencoding_not_ascii;
-static int __Pyx_init_sys_getdefaultencoding_params(void) {
-    PyObject* sys;
-    PyObject* default_encoding = NULL;
-    PyObject* ascii_chars_u = NULL;
-    PyObject* ascii_chars_b = NULL;
-    const char* default_encoding_c;
-    sys = PyImport_ImportModule("sys");
-    if (!sys) goto bad;
-    default_encoding = PyObject_CallMethod(sys, (char*) "getdefaultencoding", NULL);
-    Py_DECREF(sys);
-    if (!default_encoding) goto bad;
-    default_encoding_c = PyBytes_AsString(default_encoding);
-    if (!default_encoding_c) goto bad;
-    if (strcmp(default_encoding_c, "ascii") == 0) {
-        __Pyx_sys_getdefaultencoding_not_ascii = 0;
-    } else {
-        char ascii_chars[128];
-        int c;
-        for (c = 0; c < 128; c++) {
-            ascii_chars[c] = c;
-        }
-        __Pyx_sys_getdefaultencoding_not_ascii = 1;
-        ascii_chars_u = PyUnicode_DecodeASCII(ascii_chars, 128, NULL);
-        if (!ascii_chars_u) goto bad;
-        ascii_chars_b = PyUnicode_AsEncodedString(ascii_chars_u, default_encoding_c, NULL);
-        if (!ascii_chars_b || !PyBytes_Check(ascii_chars_b) || memcmp(ascii_chars, PyBytes_AS_STRING(ascii_chars_b), 128) != 0) {
-            PyErr_Format(
-                PyExc_ValueError,
-                "This module compiled with c_string_encoding=ascii, but default encoding '%.200s' is not a superset of ascii.",
-                default_encoding_c);
-            goto bad;
-        }
-        Py_DECREF(ascii_chars_u);
-        Py_DECREF(ascii_chars_b);
-    }
-    Py_DECREF(default_encoding);
-    return 0;
-bad:
-    Py_XDECREF(default_encoding);
-    Py_XDECREF(ascii_chars_u);
-    Py_XDECREF(ascii_chars_b);
-    return -1;
-}
-#endif
-#if __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT && PY_MAJOR_VERSION >= 3
-#define __Pyx_PyUnicode_FromStringAndSize(c_str, size) PyUnicode_DecodeUTF8(c_str, size, NULL)
-#else
-#define __Pyx_PyUnicode_FromStringAndSize(c_str, size) PyUnicode_Decode(c_str, size, __PYX_DEFAULT_STRING_ENCODING, NULL)
-#if __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT
-static char* __PYX_DEFAULT_STRING_ENCODING;
-static int __Pyx_init_sys_getdefaultencoding_params(void) {
-    PyObject* sys;
-    PyObject* default_encoding = NULL;
-    char* default_encoding_c;
-    sys = PyImport_ImportModule("sys");
-    if (!sys) goto bad;
-    default_encoding = PyObject_CallMethod(sys, (char*) (const char*) "getdefaultencoding", NULL);
-    Py_DECREF(sys);
-    if (!default_encoding) goto bad;
-    default_encoding_c = PyBytes_AsString(default_encoding);
-    if (!default_encoding_c) goto bad;
-    __PYX_DEFAULT_STRING_ENCODING = (char*) malloc(strlen(default_encoding_c));
-    if (!__PYX_DEFAULT_STRING_ENCODING) goto bad;
-    strcpy(__PYX_DEFAULT_STRING_ENCODING, default_encoding_c);
-    Py_DECREF(default_encoding);
-    return 0;
-bad:
-    Py_XDECREF(default_encoding);
-    return -1;
-}
-#endif
-#endif
-
-
-/* Test for GCC > 2.95 */
-#if defined(__GNUC__)     && (__GNUC__ > 2 || (__GNUC__ == 2 && (__GNUC_MINOR__ > 95)))
-  #define likely(x)   __builtin_expect(!!(x), 1)
-  #define unlikely(x) __builtin_expect(!!(x), 0)
-#else /* !__GNUC__ or GCC < 2.95 */
-  #define likely(x)   (x)
-  #define unlikely(x) (x)
-#endif /* __GNUC__ */
-static CYTHON_INLINE void __Pyx_pretend_to_initialize(void* ptr) { (void)ptr; }
-
-static PyObject *__pyx_m = NULL;
-static PyObject *__pyx_d;
-static PyObject *__pyx_b;
-static PyObject *__pyx_cython_runtime;
-static PyObject *__pyx_empty_tuple;
-static PyObject *__pyx_empty_bytes;
-static PyObject *__pyx_empty_unicode;
-static int __pyx_lineno;
-static int __pyx_clineno = 0;
-static const char * __pyx_cfilenm= __FILE__;
-static const char *__pyx_filename;
-
-/* Header.proto */
-#if !defined(CYTHON_CCOMPLEX)
-  #if defined(__cplusplus)
-    #define CYTHON_CCOMPLEX 1
-  #elif defined(_Complex_I)
-    #define CYTHON_CCOMPLEX 1
-  #else
-    #define CYTHON_CCOMPLEX 0
-  #endif
-#endif
-#if CYTHON_CCOMPLEX
-  #ifdef __cplusplus
-    #include <complex>
-  #else
-    #include <complex.h>
-  #endif
-#endif
-#if CYTHON_CCOMPLEX && !defined(__cplusplus) && defined(__sun__) && defined(__GNUC__)
-  #undef _Complex_I
-  #define _Complex_I 1.0fj
-#endif
-
-
-static const char *__pyx_f[] = {
-  "insightface/thirdparty/face3d/mesh/cython/mesh_core_cython.pyx",
-  "__init__.pxd",
-  "stringsource",
-  "type.pxd",
-};
-/* BufferFormatStructs.proto */
-#define IS_UNSIGNED(type) (((type) -1) > 0)
-struct __Pyx_StructField_;
-#define __PYX_BUF_FLAGS_PACKED_STRUCT (1 << 0)
-typedef struct {
-  const char* name;
-  struct __Pyx_StructField_* fields;
-  size_t size;
-  size_t arraysize[8];
-  int ndim;
-  char typegroup;
-  char is_unsigned;
-  int flags;
-} __Pyx_TypeInfo;
-typedef struct __Pyx_StructField_ {
-  __Pyx_TypeInfo* type;
-  const char* name;
-  size_t offset;
-} __Pyx_StructField;
-typedef struct {
-  __Pyx_StructField* field;
-  size_t parent_offset;
-} __Pyx_BufFmt_StackElem;
-typedef struct {
-  __Pyx_StructField root;
-  __Pyx_BufFmt_StackElem* head;
-  size_t fmt_offset;
-  size_t new_count, enc_count;
-  size_t struct_alignment;
-  int is_complex;
-  char enc_type;
-  char new_packmode;
-  char enc_packmode;
-  char is_valid_array;
-} __Pyx_BufFmt_Context;
-
-
-/* "../../../../jack_ssd/home/jack/anaconda3/lib/python3.6/site-packages/Cython/Includes/numpy/__init__.pxd":730
- * # in Cython to enable them only on the right systems.
- * 
- * ctypedef npy_int8       int8_t             # <<<<<<<<<<<<<<
- * ctypedef npy_int16      int16_t
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-    #define __Pyx_c_eq_double(a, b)   ((a)==(b))
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-    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_sum_double(__pyx_t_double_complex, __pyx_t_double_complex);
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-        static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_pow_double(__pyx_t_double_complex, __pyx_t_double_complex);
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-/* CIntToPy.proto */
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-/* CIntFromPy.proto */
-static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *);
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-/* CIntToPy.proto */
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-/* CIntFromPy.proto */
-static CYTHON_INLINE long __Pyx_PyInt_As_long(PyObject *);
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-/* FastTypeChecks.proto */
-#if CYTHON_COMPILING_IN_CPYTHON
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-static CYTHON_INLINE int __Pyx_IsSubtype(PyTypeObject *a, PyTypeObject *b);
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-static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches2(PyObject *err, PyObject *type1, PyObject *type2);
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-#define __Pyx_TypeCheck(obj, type) PyObject_TypeCheck(obj, (PyTypeObject *)type)
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-#define __Pyx_PyException_Check(obj) __Pyx_TypeCheck(obj, PyExc_Exception)
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-/* CheckBinaryVersion.proto */
-static int __Pyx_check_binary_version(void);
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-/* PyIdentifierFromString.proto */
-#if !defined(__Pyx_PyIdentifier_FromString)
-#if PY_MAJOR_VERSION < 3
-  #define __Pyx_PyIdentifier_FromString(s) PyString_FromString(s)
-#else
-  #define __Pyx_PyIdentifier_FromString(s) PyUnicode_FromString(s)
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-/* ModuleImport.proto */
-static PyObject *__Pyx_ImportModule(const char *name);
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-static PyTypeObject *__Pyx_ImportType(const char *module_name, const char *class_name, size_t size, int strict);
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-/* Module declarations from 'libcpp.string' */
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-/* Module declarations from 'mesh_core_cython' */
-static std::string __pyx_convert_string_from_py_std__in_string(PyObject *); /*proto*/
-static __Pyx_TypeInfo __Pyx_TypeInfo_float = { "float", NULL, sizeof(float), { 0 }, 0, 'R', 0, 0 };
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-#define __Pyx_MODULE_NAME "mesh_core_cython"
-extern int __pyx_module_is_main_mesh_core_cython;
-int __pyx_module_is_main_mesh_core_cython = 0;
-
-/* Implementation of 'mesh_core_cython' */
-static PyObject *__pyx_builtin_ValueError;
-static PyObject *__pyx_builtin_range;
-static PyObject *__pyx_builtin_RuntimeError;
-static PyObject *__pyx_builtin_ImportError;
-static const char __pyx_k_c[] = "c";
-static const char __pyx_k_h[] = "h";
-static const char __pyx_k_w[] = "w";
-static const char __pyx_k_np[] = "np";
-static const char __pyx_k_main[] = "__main__";
-static const char __pyx_k_ntri[] = "ntri";
-static const char __pyx_k_nver[] = "nver";
-static const char __pyx_k_test[] = "__test__";
-static const char __pyx_k_image[] = "image";
-static const char __pyx_k_numpy[] = "numpy";
-static const char __pyx_k_range[] = "range";
-static const char __pyx_k_tex_c[] = "tex_c";
-static const char __pyx_k_tex_h[] = "tex_h";
-static const char __pyx_k_tex_w[] = "tex_w";
-static const char __pyx_k_colors[] = "colors";
-static const char __pyx_k_import[] = "__import__";
-static const char __pyx_k_normal[] = "normal";
-static const char __pyx_k_ntexver[] = "ntexver";
-static const char __pyx_k_texture[] = "texture";
-static const char __pyx_k_filename[] = "filename";
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-static const char __pyx_k_tex_nver[] = "tex_nver";
-static const char __pyx_k_vertices[] = "vertices";
-static const char __pyx_k_triangles[] = "triangles";
-static const char __pyx_k_uv_coords[] = "uv_coords";
-static const char __pyx_k_ValueError[] = "ValueError";
-static const char __pyx_k_tex_coords[] = "tex_coords";
-static const char __pyx_k_tri_normal[] = "tri_normal";
-static const char __pyx_k_ImportError[] = "ImportError";
-static const char __pyx_k_RuntimeError[] = "RuntimeError";
-static const char __pyx_k_depth_buffer[] = "depth_buffer";
-static const char __pyx_k_mapping_type[] = "mapping_type";
-static const char __pyx_k_tex_triangles[] = "tex_triangles";
-static const char __pyx_k_get_normal_core[] = "get_normal_core";
-static const char __pyx_k_triangle_buffer[] = "triangle_buffer";
-static const char __pyx_k_mesh_core_cython[] = "mesh_core_cython";
-static const char __pyx_k_barycentric_weight[] = "barycentric_weight";
-static const char __pyx_k_cline_in_traceback[] = "cline_in_traceback";
-static const char __pyx_k_render_colors_core[] = "render_colors_core";
-static const char __pyx_k_render_texture_core[] = "render_texture_core";
-static const char __pyx_k_rasterize_triangles_core[] = "rasterize_triangles_core";
-static const char __pyx_k_ndarray_is_not_C_contiguous[] = "ndarray is not C contiguous";
-static const char __pyx_k_numpy_core_multiarray_failed_to[] = "numpy.core.multiarray failed to import";
-static const char __pyx_k_unknown_dtype_code_in_numpy_pxd[] = "unknown dtype code in numpy.pxd (%d)";
-static const char __pyx_k_Format_string_allocated_too_shor[] = "Format string allocated too short, see comment in numpy.pxd";
-static const char __pyx_k_Non_native_byte_order_not_suppor[] = "Non-native byte order not supported";
-static const char __pyx_k_insightface_thirdparty_face3d_me[] = "insightface/thirdparty/face3d/mesh/cython/mesh_core_cython.pyx";
-static const char __pyx_k_ndarray_is_not_Fortran_contiguou[] = "ndarray is not Fortran contiguous";
-static const char __pyx_k_numpy_core_umath_failed_to_impor[] = "numpy.core.umath failed to import";
-static const char __pyx_k_write_obj_with_colors_texture_co[] = "write_obj_with_colors_texture_core";
-static const char __pyx_k_Format_string_allocated_too_shor_2[] = "Format string allocated too short.";
-static PyObject *__pyx_kp_u_Format_string_allocated_too_shor;
-static PyObject *__pyx_kp_u_Format_string_allocated_too_shor_2;
-static PyObject *__pyx_n_s_ImportError;
-static PyObject *__pyx_kp_u_Non_native_byte_order_not_suppor;
-static PyObject *__pyx_n_s_RuntimeError;
-static PyObject *__pyx_n_s_ValueError;
-static PyObject *__pyx_n_s_barycentric_weight;
-static PyObject *__pyx_n_s_c;
-static PyObject *__pyx_n_s_cline_in_traceback;
-static PyObject *__pyx_n_s_colors;
-static PyObject *__pyx_n_s_depth_buffer;
-static PyObject *__pyx_n_s_filename;
-static PyObject *__pyx_n_s_get_normal_core;
-static PyObject *__pyx_n_s_h;
-static PyObject *__pyx_n_s_image;
-static PyObject *__pyx_n_s_import;
-static PyObject *__pyx_kp_s_insightface_thirdparty_face3d_me;
-static PyObject *__pyx_n_s_main;
-static PyObject *__pyx_n_s_mapping_type;
-static PyObject *__pyx_n_s_mesh_core_cython;
-static PyObject *__pyx_n_s_mtl_name;
-static PyObject *__pyx_kp_u_ndarray_is_not_C_contiguous;
-static PyObject *__pyx_kp_u_ndarray_is_not_Fortran_contiguou;
-static PyObject *__pyx_n_s_normal;
-static PyObject *__pyx_n_s_np;
-static PyObject *__pyx_n_s_ntexver;
-static PyObject *__pyx_n_s_ntri;
-static PyObject *__pyx_n_s_numpy;
-static PyObject *__pyx_kp_s_numpy_core_multiarray_failed_to;
-static PyObject *__pyx_kp_s_numpy_core_umath_failed_to_impor;
-static PyObject *__pyx_n_s_nver;
-static PyObject *__pyx_n_s_range;
-static PyObject *__pyx_n_s_rasterize_triangles_core;
-static PyObject *__pyx_n_s_render_colors_core;
-static PyObject *__pyx_n_s_render_texture_core;
-static PyObject *__pyx_n_s_test;
-static PyObject *__pyx_n_s_tex_c;
-static PyObject *__pyx_n_s_tex_coords;
-static PyObject *__pyx_n_s_tex_h;
-static PyObject *__pyx_n_s_tex_nver;
-static PyObject *__pyx_n_s_tex_triangles;
-static PyObject *__pyx_n_s_tex_w;
-static PyObject *__pyx_n_s_texture;
-static PyObject *__pyx_n_s_tri_normal;
-static PyObject *__pyx_n_s_triangle_buffer;
-static PyObject *__pyx_n_s_triangles;
-static PyObject *__pyx_kp_u_unknown_dtype_code_in_numpy_pxd;
-static PyObject *__pyx_n_s_uv_coords;
-static PyObject *__pyx_n_s_vertices;
-static PyObject *__pyx_n_s_w;
-static PyObject *__pyx_n_s_write_obj_with_colors_texture_co;
-static PyObject *__pyx_pf_16mesh_core_cython_get_normal_core(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_normal, PyArrayObject *__pyx_v_tri_normal, PyArrayObject *__pyx_v_triangles, int __pyx_v_ntri); /* proto */
-static PyObject *__pyx_pf_16mesh_core_cython_2rasterize_triangles_core(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_vertices, PyArrayObject *__pyx_v_triangles, PyArrayObject *__pyx_v_depth_buffer, PyArrayObject *__pyx_v_triangle_buffer, PyArrayObject *__pyx_v_barycentric_weight, int __pyx_v_nver, int __pyx_v_ntri, int __pyx_v_h, int __pyx_v_w); /* proto */
-static PyObject *__pyx_pf_16mesh_core_cython_4render_colors_core(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_image, PyArrayObject *__pyx_v_vertices, PyArrayObject *__pyx_v_triangles, PyArrayObject *__pyx_v_colors, PyArrayObject *__pyx_v_depth_buffer, int __pyx_v_nver, int __pyx_v_ntri, int __pyx_v_h, int __pyx_v_w, int __pyx_v_c); /* proto */
-static PyObject *__pyx_pf_16mesh_core_cython_6render_texture_core(CYTHON_UNUSED PyObject *__pyx_self, PyArrayObject *__pyx_v_image, PyArrayObject *__pyx_v_vertices, PyArrayObject *__pyx_v_triangles, PyArrayObject *__pyx_v_texture, PyArrayObject *__pyx_v_tex_coords, PyArrayObject *__pyx_v_tex_triangles, PyArrayObject *__pyx_v_depth_buffer, int __pyx_v_nver, int __pyx_v_tex_nver, int __pyx_v_ntri, int __pyx_v_h, int __pyx_v_w, int __pyx_v_c, int __pyx_v_tex_h, int __pyx_v_tex_w, int __pyx_v_tex_c, int __pyx_v_mapping_type); /* proto */
-static PyObject *__pyx_pf_16mesh_core_cython_8write_obj_with_colors_texture_core(CYTHON_UNUSED PyObject *__pyx_self, std::string __pyx_v_filename, std::string __pyx_v_mtl_name, PyArrayObject *__pyx_v_vertices, PyArrayObject *__pyx_v_triangles, PyArrayObject *__pyx_v_colors, PyArrayObject *__pyx_v_uv_coords, int __pyx_v_nver, int __pyx_v_ntri, int __pyx_v_ntexver); /* proto */
-static int __pyx_pf_5numpy_7ndarray___getbuffer__(PyArrayObject *__pyx_v_self, Py_buffer *__pyx_v_info, int __pyx_v_flags); /* proto */
-static void __pyx_pf_5numpy_7ndarray_2__releasebuffer__(PyArrayObject *__pyx_v_self, Py_buffer *__pyx_v_info); /* proto */
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-                #endif
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-                if (cmp < 0 && unlikely(PyErr_Occurred())) goto bad;
-                if (cmp == 0) {
-                    values[name-argnames] = value;
-                    break;
-                }
-                name++;
-            }
-            if (*name) continue;
-            else {
-                PyObject*** argname = argnames;
-                while (argname != first_kw_arg) {
-                    int cmp = (**argname == key) ? 0 :
-                    #if !CYTHON_COMPILING_IN_PYPY && PY_MAJOR_VERSION >= 3
-                        (PyUnicode_GET_SIZE(**argname) != PyUnicode_GET_SIZE(key)) ? 1 :
-                    #endif
-                        PyUnicode_Compare(**argname, key);
-                    if (cmp < 0 && unlikely(PyErr_Occurred())) goto bad;
-                    if (cmp == 0) goto arg_passed_twice;
-                    argname++;
-                }
-            }
-        } else
-            goto invalid_keyword_type;
-        if (kwds2) {
-            if (unlikely(PyDict_SetItem(kwds2, key, value))) goto bad;
-        } else {
-            goto invalid_keyword;
-        }
-    }
-    return 0;
-arg_passed_twice:
-    __Pyx_RaiseDoubleKeywordsError(function_name, key);
-    goto bad;
-invalid_keyword_type:
-    PyErr_Format(PyExc_TypeError,
-        "%.200s() keywords must be strings", function_name);
-    goto bad;
-invalid_keyword:
-    PyErr_Format(PyExc_TypeError,
-    #if PY_MAJOR_VERSION < 3
-        "%.200s() got an unexpected keyword argument '%.200s'",
-        function_name, PyString_AsString(key));
-    #else
-        "%s() got an unexpected keyword argument '%U'",
-        function_name, key);
-    #endif
-bad:
-    return -1;
-}
-
-/* ArgTypeTest */
-static int __Pyx__ArgTypeTest(PyObject *obj, PyTypeObject *type, const char *name, int exact)
-{
-    if (unlikely(!type)) {
-        PyErr_SetString(PyExc_SystemError, "Missing type object");
-        return 0;
-    }
-    else if (exact) {
-        #if PY_MAJOR_VERSION == 2
-        if ((type == &PyBaseString_Type) && likely(__Pyx_PyBaseString_CheckExact(obj))) return 1;
-        #endif
-    }
-    else {
-        if (likely(__Pyx_TypeCheck(obj, type))) return 1;
-    }
-    PyErr_Format(PyExc_TypeError,
-        "Argument '%.200s' has incorrect type (expected %.200s, got %.200s)",
-        name, type->tp_name, Py_TYPE(obj)->tp_name);
-    return 0;
-}
-
-/* IsLittleEndian */
-static CYTHON_INLINE int __Pyx_Is_Little_Endian(void)
-{
-  union {
-    uint32_t u32;
-    uint8_t u8[4];
-  } S;
-  S.u32 = 0x01020304;
-  return S.u8[0] == 4;
-}
-
-/* BufferFormatCheck */
-static void __Pyx_BufFmt_Init(__Pyx_BufFmt_Context* ctx,
-                              __Pyx_BufFmt_StackElem* stack,
-                              __Pyx_TypeInfo* type) {
-  stack[0].field = &ctx->root;
-  stack[0].parent_offset = 0;
-  ctx->root.type = type;
-  ctx->root.name = "buffer dtype";
-  ctx->root.offset = 0;
-  ctx->head = stack;
-  ctx->head->field = &ctx->root;
-  ctx->fmt_offset = 0;
-  ctx->head->parent_offset = 0;
-  ctx->new_packmode = '@';
-  ctx->enc_packmode = '@';
-  ctx->new_count = 1;
-  ctx->enc_count = 0;
-  ctx->enc_type = 0;
-  ctx->is_complex = 0;
-  ctx->is_valid_array = 0;
-  ctx->struct_alignment = 0;
-  while (type->typegroup == 'S') {
-    ++ctx->head;
-    ctx->head->field = type->fields;
-    ctx->head->parent_offset = 0;
-    type = type->fields->type;
-  }
-}
-static int __Pyx_BufFmt_ParseNumber(const char** ts) {
-    int count;
-    const char* t = *ts;
-    if (*t < '0' || *t > '9') {
-      return -1;
-    } else {
-        count = *t++ - '0';
-        while (*t >= '0' && *t < '9') {
-            count *= 10;
-            count += *t++ - '0';
-        }
-    }
-    *ts = t;
-    return count;
-}
-static int __Pyx_BufFmt_ExpectNumber(const char **ts) {
-    int number = __Pyx_BufFmt_ParseNumber(ts);
-    if (number == -1)
-        PyErr_Format(PyExc_ValueError,\
-                     "Does not understand character buffer dtype format string ('%c')", **ts);
-    return number;
-}
-static void __Pyx_BufFmt_RaiseUnexpectedChar(char ch) {
-  PyErr_Format(PyExc_ValueError,
-               "Unexpected format string character: '%c'", ch);
-}
-static const char* __Pyx_BufFmt_DescribeTypeChar(char ch, int is_complex) {
-  switch (ch) {
-    case 'c': return "'char'";
-    case 'b': return "'signed char'";
-    case 'B': return "'unsigned char'";
-    case 'h': return "'short'";
-    case 'H': return "'unsigned short'";
-    case 'i': return "'int'";
-    case 'I': return "'unsigned int'";
-    case 'l': return "'long'";
-    case 'L': return "'unsigned long'";
-    case 'q': return "'long long'";
-    case 'Q': return "'unsigned long long'";
-    case 'f': return (is_complex ? "'complex float'" : "'float'");
-    case 'd': return (is_complex ? "'complex double'" : "'double'");
-    case 'g': return (is_complex ? "'complex long double'" : "'long double'");
-    case 'T': return "a struct";
-    case 'O': return "Python object";
-    case 'P': return "a pointer";
-    case 's': case 'p': return "a string";
-    case 0: return "end";
-    default: return "unparseable format string";
-  }
-}
-static size_t __Pyx_BufFmt_TypeCharToStandardSize(char ch, int is_complex) {
-  switch (ch) {
-    case '?': case 'c': case 'b': case 'B': case 's': case 'p': return 1;
-    case 'h': case 'H': return 2;
-    case 'i': case 'I': case 'l': case 'L': return 4;
-    case 'q': case 'Q': return 8;
-    case 'f': return (is_complex ? 8 : 4);
-    case 'd': return (is_complex ? 16 : 8);
-    case 'g': {
-      PyErr_SetString(PyExc_ValueError, "Python does not define a standard format string size for long double ('g')..");
-      return 0;
-    }
-    case 'O': case 'P': return sizeof(void*);
-    default:
-      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
-      return 0;
-    }
-}
-static size_t __Pyx_BufFmt_TypeCharToNativeSize(char ch, int is_complex) {
-  switch (ch) {
-    case 'c': case 'b': case 'B': case 's': case 'p': return 1;
-    case 'h': case 'H': return sizeof(short);
-    case 'i': case 'I': return sizeof(int);
-    case 'l': case 'L': return sizeof(long);
-    #ifdef HAVE_LONG_LONG
-    case 'q': case 'Q': return sizeof(PY_LONG_LONG);
-    #endif
-    case 'f': return sizeof(float) * (is_complex ? 2 : 1);
-    case 'd': return sizeof(double) * (is_complex ? 2 : 1);
-    case 'g': return sizeof(long double) * (is_complex ? 2 : 1);
-    case 'O': case 'P': return sizeof(void*);
-    default: {
-      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
-      return 0;
-    }
-  }
-}
-typedef struct { char c; short x; } __Pyx_st_short;
-typedef struct { char c; int x; } __Pyx_st_int;
-typedef struct { char c; long x; } __Pyx_st_long;
-typedef struct { char c; float x; } __Pyx_st_float;
-typedef struct { char c; double x; } __Pyx_st_double;
-typedef struct { char c; long double x; } __Pyx_st_longdouble;
-typedef struct { char c; void *x; } __Pyx_st_void_p;
-#ifdef HAVE_LONG_LONG
-typedef struct { char c; PY_LONG_LONG x; } __Pyx_st_longlong;
-#endif
-static size_t __Pyx_BufFmt_TypeCharToAlignment(char ch, CYTHON_UNUSED int is_complex) {
-  switch (ch) {
-    case '?': case 'c': case 'b': case 'B': case 's': case 'p': return 1;
-    case 'h': case 'H': return sizeof(__Pyx_st_short) - sizeof(short);
-    case 'i': case 'I': return sizeof(__Pyx_st_int) - sizeof(int);
-    case 'l': case 'L': return sizeof(__Pyx_st_long) - sizeof(long);
-#ifdef HAVE_LONG_LONG
-    case 'q': case 'Q': return sizeof(__Pyx_st_longlong) - sizeof(PY_LONG_LONG);
-#endif
-    case 'f': return sizeof(__Pyx_st_float) - sizeof(float);
-    case 'd': return sizeof(__Pyx_st_double) - sizeof(double);
-    case 'g': return sizeof(__Pyx_st_longdouble) - sizeof(long double);
-    case 'P': case 'O': return sizeof(__Pyx_st_void_p) - sizeof(void*);
-    default:
-      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
-      return 0;
-    }
-}
-/* These are for computing the padding at the end of the struct to align
-   on the first member of the struct. This will probably the same as above,
-   but we don't have any guarantees.
- */
-typedef struct { short x; char c; } __Pyx_pad_short;
-typedef struct { int x; char c; } __Pyx_pad_int;
-typedef struct { long x; char c; } __Pyx_pad_long;
-typedef struct { float x; char c; } __Pyx_pad_float;
-typedef struct { double x; char c; } __Pyx_pad_double;
-typedef struct { long double x; char c; } __Pyx_pad_longdouble;
-typedef struct { void *x; char c; } __Pyx_pad_void_p;
-#ifdef HAVE_LONG_LONG
-typedef struct { PY_LONG_LONG x; char c; } __Pyx_pad_longlong;
-#endif
-static size_t __Pyx_BufFmt_TypeCharToPadding(char ch, CYTHON_UNUSED int is_complex) {
-  switch (ch) {
-    case '?': case 'c': case 'b': case 'B': case 's': case 'p': return 1;
-    case 'h': case 'H': return sizeof(__Pyx_pad_short) - sizeof(short);
-    case 'i': case 'I': return sizeof(__Pyx_pad_int) - sizeof(int);
-    case 'l': case 'L': return sizeof(__Pyx_pad_long) - sizeof(long);
-#ifdef HAVE_LONG_LONG
-    case 'q': case 'Q': return sizeof(__Pyx_pad_longlong) - sizeof(PY_LONG_LONG);
-#endif
-    case 'f': return sizeof(__Pyx_pad_float) - sizeof(float);
-    case 'd': return sizeof(__Pyx_pad_double) - sizeof(double);
-    case 'g': return sizeof(__Pyx_pad_longdouble) - sizeof(long double);
-    case 'P': case 'O': return sizeof(__Pyx_pad_void_p) - sizeof(void*);
-    default:
-      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
-      return 0;
-    }
-}
-static char __Pyx_BufFmt_TypeCharToGroup(char ch, int is_complex) {
-  switch (ch) {
-    case 'c':
-        return 'H';
-    case 'b': case 'h': case 'i':
-    case 'l': case 'q': case 's': case 'p':
-        return 'I';
-    case 'B': case 'H': case 'I': case 'L': case 'Q':
-        return 'U';
-    case 'f': case 'd': case 'g':
-        return (is_complex ? 'C' : 'R');
-    case 'O':
-        return 'O';
-    case 'P':
-        return 'P';
-    default: {
-      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
-      return 0;
-    }
-  }
-}
-static void __Pyx_BufFmt_RaiseExpected(__Pyx_BufFmt_Context* ctx) {
-  if (ctx->head == NULL || ctx->head->field == &ctx->root) {
-    const char* expected;
-    const char* quote;
-    if (ctx->head == NULL) {
-      expected = "end";
-      quote = "";
-    } else {
-      expected = ctx->head->field->type->name;
-      quote = "'";
-    }
-    PyErr_Format(PyExc_ValueError,
-                 "Buffer dtype mismatch, expected %s%s%s but got %s",
-                 quote, expected, quote,
-                 __Pyx_BufFmt_DescribeTypeChar(ctx->enc_type, ctx->is_complex));
-  } else {
-    __Pyx_StructField* field = ctx->head->field;
-    __Pyx_StructField* parent = (ctx->head - 1)->field;
-    PyErr_Format(PyExc_ValueError,
-                 "Buffer dtype mismatch, expected '%s' but got %s in '%s.%s'",
-                 field->type->name, __Pyx_BufFmt_DescribeTypeChar(ctx->enc_type, ctx->is_complex),
-                 parent->type->name, field->name);
-  }
-}
-static int __Pyx_BufFmt_ProcessTypeChunk(__Pyx_BufFmt_Context* ctx) {
-  char group;
-  size_t size, offset, arraysize = 1;
-  if (ctx->enc_type == 0) return 0;
-  if (ctx->head->field->type->arraysize[0]) {
-    int i, ndim = 0;
-    if (ctx->enc_type == 's' || ctx->enc_type == 'p') {
-        ctx->is_valid_array = ctx->head->field->type->ndim == 1;
-        ndim = 1;
-        if (ctx->enc_count != ctx->head->field->type->arraysize[0]) {
-            PyErr_Format(PyExc_ValueError,
-                         "Expected a dimension of size %zu, got %zu",
-                         ctx->head->field->type->arraysize[0], ctx->enc_count);
-            return -1;
-        }
-    }
-    if (!ctx->is_valid_array) {
-      PyErr_Format(PyExc_ValueError, "Expected %d dimensions, got %d",
-                   ctx->head->field->type->ndim, ndim);
-      return -1;
-    }
-    for (i = 0; i < ctx->head->field->type->ndim; i++) {
-      arraysize *= ctx->head->field->type->arraysize[i];
-    }
-    ctx->is_valid_array = 0;
-    ctx->enc_count = 1;
-  }
-  group = __Pyx_BufFmt_TypeCharToGroup(ctx->enc_type, ctx->is_complex);
-  do {
-    __Pyx_StructField* field = ctx->head->field;
-    __Pyx_TypeInfo* type = field->type;
-    if (ctx->enc_packmode == '@' || ctx->enc_packmode == '^') {
-      size = __Pyx_BufFmt_TypeCharToNativeSize(ctx->enc_type, ctx->is_complex);
-    } else {
-      size = __Pyx_BufFmt_TypeCharToStandardSize(ctx->enc_type, ctx->is_complex);
-    }
-    if (ctx->enc_packmode == '@') {
-      size_t align_at = __Pyx_BufFmt_TypeCharToAlignment(ctx->enc_type, ctx->is_complex);
-      size_t align_mod_offset;
-      if (align_at == 0) return -1;
-      align_mod_offset = ctx->fmt_offset % align_at;
-      if (align_mod_offset > 0) ctx->fmt_offset += align_at - align_mod_offset;
-      if (ctx->struct_alignment == 0)
-          ctx->struct_alignment = __Pyx_BufFmt_TypeCharToPadding(ctx->enc_type,
-                                                                 ctx->is_complex);
-    }
-    if (type->size != size || type->typegroup != group) {
-      if (type->typegroup == 'C' && type->fields != NULL) {
-        size_t parent_offset = ctx->head->parent_offset + field->offset;
-        ++ctx->head;
-        ctx->head->field = type->fields;
-        ctx->head->parent_offset = parent_offset;
-        continue;
-      }
-      if ((type->typegroup == 'H' || group == 'H') && type->size == size) {
-      } else {
-          __Pyx_BufFmt_RaiseExpected(ctx);
-          return -1;
-      }
-    }
-    offset = ctx->head->parent_offset + field->offset;
-    if (ctx->fmt_offset != offset) {
-      PyErr_Format(PyExc_ValueError,
-                   "Buffer dtype mismatch; next field is at offset %" CYTHON_FORMAT_SSIZE_T "d but %" CYTHON_FORMAT_SSIZE_T "d expected",
-                   (Py_ssize_t)ctx->fmt_offset, (Py_ssize_t)offset);
-      return -1;
-    }
-    ctx->fmt_offset += size;
-    if (arraysize)
-      ctx->fmt_offset += (arraysize - 1) * size;
-    --ctx->enc_count;
-    while (1) {
-      if (field == &ctx->root) {
-        ctx->head = NULL;
-        if (ctx->enc_count != 0) {
-          __Pyx_BufFmt_RaiseExpected(ctx);
-          return -1;
-        }
-        break;
-      }
-      ctx->head->field = ++field;
-      if (field->type == NULL) {
-        --ctx->head;
-        field = ctx->head->field;
-        continue;
-      } else if (field->type->typegroup == 'S') {
-        size_t parent_offset = ctx->head->parent_offset + field->offset;
-        if (field->type->fields->type == NULL) continue;
-        field = field->type->fields;
-        ++ctx->head;
-        ctx->head->field = field;
-        ctx->head->parent_offset = parent_offset;
-        break;
-      } else {
-        break;
-      }
-    }
-  } while (ctx->enc_count);
-  ctx->enc_type = 0;
-  ctx->is_complex = 0;
-  return 0;
-}
-static PyObject *
-__pyx_buffmt_parse_array(__Pyx_BufFmt_Context* ctx, const char** tsp)
-{
-    const char *ts = *tsp;
-    int i = 0, number;
-    int ndim = ctx->head->field->type->ndim;
-;
-    ++ts;
-    if (ctx->new_count != 1) {
-        PyErr_SetString(PyExc_ValueError,
-                        "Cannot handle repeated arrays in format string");
-        return NULL;
-    }
-    if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
-    while (*ts && *ts != ')') {
-        switch (*ts) {
-            case ' ': case '\f': case '\r': case '\n': case '\t': case '\v':  continue;
-            default:  break;
-        }
-        number = __Pyx_BufFmt_ExpectNumber(&ts);
-        if (number == -1) return NULL;
-        if (i < ndim && (size_t) number != ctx->head->field->type->arraysize[i])
-            return PyErr_Format(PyExc_ValueError,
-                        "Expected a dimension of size %zu, got %d",
-                        ctx->head->field->type->arraysize[i], number);
-        if (*ts != ',' && *ts != ')')
-            return PyErr_Format(PyExc_ValueError,
-                                "Expected a comma in format string, got '%c'", *ts);
-        if (*ts == ',') ts++;
-        i++;
-    }
-    if (i != ndim)
-        return PyErr_Format(PyExc_ValueError, "Expected %d dimension(s), got %d",
-                            ctx->head->field->type->ndim, i);
-    if (!*ts) {
-        PyErr_SetString(PyExc_ValueError,
-                        "Unexpected end of format string, expected ')'");
-        return NULL;
-    }
-    ctx->is_valid_array = 1;
-    ctx->new_count = 1;
-    *tsp = ++ts;
-    return Py_None;
-}
-static const char* __Pyx_BufFmt_CheckString(__Pyx_BufFmt_Context* ctx, const char* ts) {
-  int got_Z = 0;
-  while (1) {
-    switch(*ts) {
-      case 0:
-        if (ctx->enc_type != 0 && ctx->head == NULL) {
-          __Pyx_BufFmt_RaiseExpected(ctx);
-          return NULL;
-        }
-        if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
-        if (ctx->head != NULL) {
-          __Pyx_BufFmt_RaiseExpected(ctx);
-          return NULL;
-        }
-        return ts;
-      case ' ':
-      case '\r':
-      case '\n':
-        ++ts;
-        break;
-      case '<':
-        if (!__Pyx_Is_Little_Endian()) {
-          PyErr_SetString(PyExc_ValueError, "Little-endian buffer not supported on big-endian compiler");
-          return NULL;
-        }
-        ctx->new_packmode = '=';
-        ++ts;
-        break;
-      case '>':
-      case '!':
-        if (__Pyx_Is_Little_Endian()) {
-          PyErr_SetString(PyExc_ValueError, "Big-endian buffer not supported on little-endian compiler");
-          return NULL;
-        }
-        ctx->new_packmode = '=';
-        ++ts;
-        break;
-      case '=':
-      case '@':
-      case '^':
-        ctx->new_packmode = *ts++;
-        break;
-      case 'T':
-        {
-          const char* ts_after_sub;
-          size_t i, struct_count = ctx->new_count;
-          size_t struct_alignment = ctx->struct_alignment;
-          ctx->new_count = 1;
-          ++ts;
-          if (*ts != '{') {
-            PyErr_SetString(PyExc_ValueError, "Buffer acquisition: Expected '{' after 'T'");
-            return NULL;
-          }
-          if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
-          ctx->enc_type = 0;
-          ctx->enc_count = 0;
-          ctx->struct_alignment = 0;
-          ++ts;
-          ts_after_sub = ts;
-          for (i = 0; i != struct_count; ++i) {
-            ts_after_sub = __Pyx_BufFmt_CheckString(ctx, ts);
-            if (!ts_after_sub) return NULL;
-          }
-          ts = ts_after_sub;
-          if (struct_alignment) ctx->struct_alignment = struct_alignment;
-        }
-        break;
-      case '}':
-        {
-          size_t alignment = ctx->struct_alignment;
-          ++ts;
-          if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
-          ctx->enc_type = 0;
-          if (alignment && ctx->fmt_offset % alignment) {
-            ctx->fmt_offset += alignment - (ctx->fmt_offset % alignment);
-          }
-        }
-        return ts;
-      case 'x':
-        if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
-        ctx->fmt_offset += ctx->new_count;
-        ctx->new_count = 1;
-        ctx->enc_count = 0;
-        ctx->enc_type = 0;
-        ctx->enc_packmode = ctx->new_packmode;
-        ++ts;
-        break;
-      case 'Z':
-        got_Z = 1;
-        ++ts;
-        if (*ts != 'f' && *ts != 'd' && *ts != 'g') {
-          __Pyx_BufFmt_RaiseUnexpectedChar('Z');
-          return NULL;
-        }
-        CYTHON_FALLTHROUGH;
-      case 'c': case 'b': case 'B': case 'h': case 'H': case 'i': case 'I':
-      case 'l': case 'L': case 'q': case 'Q':
-      case 'f': case 'd': case 'g':
-      case 'O': case 'p':
-        if (ctx->enc_type == *ts && got_Z == ctx->is_complex &&
-            ctx->enc_packmode == ctx->new_packmode) {
-          ctx->enc_count += ctx->new_count;
-          ctx->new_count = 1;
-          got_Z = 0;
-          ++ts;
-          break;
-        }
-        CYTHON_FALLTHROUGH;
-      case 's':
-        if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
-        ctx->enc_count = ctx->new_count;
-        ctx->enc_packmode = ctx->new_packmode;
-        ctx->enc_type = *ts;
-        ctx->is_complex = got_Z;
-        ++ts;
-        ctx->new_count = 1;
-        got_Z = 0;
-        break;
-      case ':':
-        ++ts;
-        while(*ts != ':') ++ts;
-        ++ts;
-        break;
-      case '(':
-        if (!__pyx_buffmt_parse_array(ctx, &ts)) return NULL;
-        break;
-      default:
-        {
-          int number = __Pyx_BufFmt_ExpectNumber(&ts);
-          if (number == -1) return NULL;
-          ctx->new_count = (size_t)number;
-        }
-    }
-  }
-}
-
-/* BufferGetAndValidate */
-  static CYTHON_INLINE void __Pyx_SafeReleaseBuffer(Py_buffer* info) {
-  if (unlikely(info->buf == NULL)) return;
-  if (info->suboffsets == __Pyx_minusones) info->suboffsets = NULL;
-  __Pyx_ReleaseBuffer(info);
-}
-static void __Pyx_ZeroBuffer(Py_buffer* buf) {
-  buf->buf = NULL;
-  buf->obj = NULL;
-  buf->strides = __Pyx_zeros;
-  buf->shape = __Pyx_zeros;
-  buf->suboffsets = __Pyx_minusones;
-}
-static int __Pyx__GetBufferAndValidate(
-        Py_buffer* buf, PyObject* obj,  __Pyx_TypeInfo* dtype, int flags,
-        int nd, int cast, __Pyx_BufFmt_StackElem* stack)
-{
-  buf->buf = NULL;
-  if (unlikely(__Pyx_GetBuffer(obj, buf, flags) == -1)) {
-    __Pyx_ZeroBuffer(buf);
-    return -1;
-  }
-  if (unlikely(buf->ndim != nd)) {
-    PyErr_Format(PyExc_ValueError,
-                 "Buffer has wrong number of dimensions (expected %d, got %d)",
-                 nd, buf->ndim);
-    goto fail;
-  }
-  if (!cast) {
-    __Pyx_BufFmt_Context ctx;
-    __Pyx_BufFmt_Init(&ctx, stack, dtype);
-    if (!__Pyx_BufFmt_CheckString(&ctx, buf->format)) goto fail;
-  }
-  if (unlikely((unsigned)buf->itemsize != dtype->size)) {
-    PyErr_Format(PyExc_ValueError,
-      "Item size of buffer (%" CYTHON_FORMAT_SSIZE_T "d byte%s) does not match size of '%s' (%" CYTHON_FORMAT_SSIZE_T "d byte%s)",
-      buf->itemsize, (buf->itemsize > 1) ? "s" : "",
-      dtype->name, (Py_ssize_t)dtype->size, (dtype->size > 1) ? "s" : "");
-    goto fail;
-  }
-  if (buf->suboffsets == NULL) buf->suboffsets = __Pyx_minusones;
-  return 0;
-fail:;
-  __Pyx_SafeReleaseBuffer(buf);
-  return -1;
-}
-
-/* PyErrFetchRestore */
-  #if CYTHON_FAST_THREAD_STATE
-static CYTHON_INLINE void __Pyx_ErrRestoreInState(PyThreadState *tstate, PyObject *type, PyObject *value, PyObject *tb) {
-    PyObject *tmp_type, *tmp_value, *tmp_tb;
-    tmp_type = tstate->curexc_type;
-    tmp_value = tstate->curexc_value;
-    tmp_tb = tstate->curexc_traceback;
-    tstate->curexc_type = type;
-    tstate->curexc_value = value;
-    tstate->curexc_traceback = tb;
-    Py_XDECREF(tmp_type);
-    Py_XDECREF(tmp_value);
-    Py_XDECREF(tmp_tb);
-}
-static CYTHON_INLINE void __Pyx_ErrFetchInState(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb) {
-    *type = tstate->curexc_type;
-    *value = tstate->curexc_value;
-    *tb = tstate->curexc_traceback;
-    tstate->curexc_type = 0;
-    tstate->curexc_value = 0;
-    tstate->curexc_traceback = 0;
-}
-#endif
-
-/* PyObjectGetAttrStr */
-  #if CYTHON_USE_TYPE_SLOTS
-static CYTHON_INLINE PyObject* __Pyx_PyObject_GetAttrStr(PyObject* obj, PyObject* attr_name) {
-    PyTypeObject* tp = Py_TYPE(obj);
-    if (likely(tp->tp_getattro))
-        return tp->tp_getattro(obj, attr_name);
-#if PY_MAJOR_VERSION < 3
-    if (likely(tp->tp_getattr))
-        return tp->tp_getattr(obj, PyString_AS_STRING(attr_name));
-#endif
-    return PyObject_GetAttr(obj, attr_name);
-}
-#endif
-
-/* GetBuiltinName */
-  static PyObject *__Pyx_GetBuiltinName(PyObject *name) {
-    PyObject* result = __Pyx_PyObject_GetAttrStr(__pyx_b, name);
-    if (unlikely(!result)) {
-        PyErr_Format(PyExc_NameError,
-#if PY_MAJOR_VERSION >= 3
-            "name '%U' is not defined", name);
-#else
-            "name '%.200s' is not defined", PyString_AS_STRING(name));
-#endif
-    }
-    return result;
-}
-
-/* PyObjectCall */
-  #if CYTHON_COMPILING_IN_CPYTHON
-static CYTHON_INLINE PyObject* __Pyx_PyObject_Call(PyObject *func, PyObject *arg, PyObject *kw) {
-    PyObject *result;
-    ternaryfunc call = func->ob_type->tp_call;
-    if (unlikely(!call))
-        return PyObject_Call(func, arg, kw);
-    if (unlikely(Py_EnterRecursiveCall((char*)" while calling a Python object")))
-        return NULL;
-    result = (*call)(func, arg, kw);
-    Py_LeaveRecursiveCall();
-    if (unlikely(!result) && unlikely(!PyErr_Occurred())) {
-        PyErr_SetString(
-            PyExc_SystemError,
-            "NULL result without error in PyObject_Call");
-    }
-    return result;
-}
-#endif
-
-/* RaiseException */
-  #if PY_MAJOR_VERSION < 3
-static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb,
-                        CYTHON_UNUSED PyObject *cause) {
-    __Pyx_PyThreadState_declare
-    Py_XINCREF(type);
-    if (!value || value == Py_None)
-        value = NULL;
-    else
-        Py_INCREF(value);
-    if (!tb || tb == Py_None)
-        tb = NULL;
-    else {
-        Py_INCREF(tb);
-        if (!PyTraceBack_Check(tb)) {
-            PyErr_SetString(PyExc_TypeError,
-                "raise: arg 3 must be a traceback or None");
-            goto raise_error;
-        }
-    }
-    if (PyType_Check(type)) {
-#if CYTHON_COMPILING_IN_PYPY
-        if (!value) {
-            Py_INCREF(Py_None);
-            value = Py_None;
-        }
-#endif
-        PyErr_NormalizeException(&type, &value, &tb);
-    } else {
-        if (value) {
-            PyErr_SetString(PyExc_TypeError,
-                "instance exception may not have a separate value");
-            goto raise_error;
-        }
-        value = type;
-        type = (PyObject*) Py_TYPE(type);
-        Py_INCREF(type);
-        if (!PyType_IsSubtype((PyTypeObject *)type, (PyTypeObject *)PyExc_BaseException)) {
-            PyErr_SetString(PyExc_TypeError,
-                "raise: exception class must be a subclass of BaseException");
-            goto raise_error;
-        }
-    }
-    __Pyx_PyThreadState_assign
-    __Pyx_ErrRestore(type, value, tb);
-    return;
-raise_error:
-    Py_XDECREF(value);
-    Py_XDECREF(type);
-    Py_XDECREF(tb);
-    return;
-}
-#else
-static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb, PyObject *cause) {
-    PyObject* owned_instance = NULL;
-    if (tb == Py_None) {
-        tb = 0;
-    } else if (tb && !PyTraceBack_Check(tb)) {
-        PyErr_SetString(PyExc_TypeError,
-            "raise: arg 3 must be a traceback or None");
-        goto bad;
-    }
-    if (value == Py_None)
-        value = 0;
-    if (PyExceptionInstance_Check(type)) {
-        if (value) {
-            PyErr_SetString(PyExc_TypeError,
-                "instance exception may not have a separate value");
-            goto bad;
-        }
-        value = type;
-        type = (PyObject*) Py_TYPE(value);
-    } else if (PyExceptionClass_Check(type)) {
-        PyObject *instance_class = NULL;
-        if (value && PyExceptionInstance_Check(value)) {
-            instance_class = (PyObject*) Py_TYPE(value);
-            if (instance_class != type) {
-                int is_subclass = PyObject_IsSubclass(instance_class, type);
-                if (!is_subclass) {
-                    instance_class = NULL;
-                } else if (unlikely(is_subclass == -1)) {
-                    goto bad;
-                } else {
-                    type = instance_class;
-                }
-            }
-        }
-        if (!instance_class) {
-            PyObject *args;
-            if (!value)
-                args = PyTuple_New(0);
-            else if (PyTuple_Check(value)) {
-                Py_INCREF(value);
-                args = value;
-            } else
-                args = PyTuple_Pack(1, value);
-            if (!args)
-                goto bad;
-            owned_instance = PyObject_Call(type, args, NULL);
-            Py_DECREF(args);
-            if (!owned_instance)
-                goto bad;
-            value = owned_instance;
-            if (!PyExceptionInstance_Check(value)) {
-                PyErr_Format(PyExc_TypeError,
-                             "calling %R should have returned an instance of "
-                             "BaseException, not %R",
-                             type, Py_TYPE(value));
-                goto bad;
-            }
-        }
-    } else {
-        PyErr_SetString(PyExc_TypeError,
-            "raise: exception class must be a subclass of BaseException");
-        goto bad;
-    }
-    if (cause) {
-        PyObject *fixed_cause;
-        if (cause == Py_None) {
-            fixed_cause = NULL;
-        } else if (PyExceptionClass_Check(cause)) {
-            fixed_cause = PyObject_CallObject(cause, NULL);
-            if (fixed_cause == NULL)
-                goto bad;
-        } else if (PyExceptionInstance_Check(cause)) {
-            fixed_cause = cause;
-            Py_INCREF(fixed_cause);
-        } else {
-            PyErr_SetString(PyExc_TypeError,
-                            "exception causes must derive from "
-                            "BaseException");
-            goto bad;
-        }
-        PyException_SetCause(value, fixed_cause);
-    }
-    PyErr_SetObject(type, value);
-    if (tb) {
-#if CYTHON_COMPILING_IN_PYPY
-        PyObject *tmp_type, *tmp_value, *tmp_tb;
-        PyErr_Fetch(&tmp_type, &tmp_value, &tmp_tb);
-        Py_INCREF(tb);
-        PyErr_Restore(tmp_type, tmp_value, tb);
-        Py_XDECREF(tmp_tb);
-#else
-        PyThreadState *tstate = __Pyx_PyThreadState_Current;
-        PyObject* tmp_tb = tstate->curexc_traceback;
-        if (tb != tmp_tb) {
-            Py_INCREF(tb);
-            tstate->curexc_traceback = tb;
-            Py_XDECREF(tmp_tb);
-        }
-#endif
-    }
-bad:
-    Py_XDECREF(owned_instance);
-    return;
-}
-#endif
-
-/* PyCFunctionFastCall */
-  #if CYTHON_FAST_PYCCALL
-static CYTHON_INLINE PyObject * __Pyx_PyCFunction_FastCall(PyObject *func_obj, PyObject **args, Py_ssize_t nargs) {
-    PyCFunctionObject *func = (PyCFunctionObject*)func_obj;
-    PyCFunction meth = PyCFunction_GET_FUNCTION(func);
-    PyObject *self = PyCFunction_GET_SELF(func);
-    int flags = PyCFunction_GET_FLAGS(func);
-    assert(PyCFunction_Check(func));
-    assert(METH_FASTCALL == (flags & ~(METH_CLASS | METH_STATIC | METH_COEXIST | METH_KEYWORDS)));
-    assert(nargs >= 0);
-    assert(nargs == 0 || args != NULL);
-    /* _PyCFunction_FastCallDict() must not be called with an exception set,
-       because it may clear it (directly or indirectly) and so the
-       caller loses its exception */
-    assert(!PyErr_Occurred());
-    if ((PY_VERSION_HEX < 0x030700A0) || unlikely(flags & METH_KEYWORDS)) {
-        return (*((__Pyx_PyCFunctionFastWithKeywords)meth)) (self, args, nargs, NULL);
-    } else {
-        return (*((__Pyx_PyCFunctionFast)meth)) (self, args, nargs);
-    }
-}
-#endif
-
-/* PyFunctionFastCall */
-  #if CYTHON_FAST_PYCALL
-#include "frameobject.h"
-static PyObject* __Pyx_PyFunction_FastCallNoKw(PyCodeObject *co, PyObject **args, Py_ssize_t na,
-                                               PyObject *globals) {
-    PyFrameObject *f;
-    PyThreadState *tstate = __Pyx_PyThreadState_Current;
-    PyObject **fastlocals;
-    Py_ssize_t i;
-    PyObject *result;
-    assert(globals != NULL);
-    /* XXX Perhaps we should create a specialized
-       PyFrame_New() that doesn't take locals, but does
-       take builtins without sanity checking them.
-       */
-    assert(tstate != NULL);
-    f = PyFrame_New(tstate, co, globals, NULL);
-    if (f == NULL) {
-        return NULL;
-    }
-    fastlocals = f->f_localsplus;
-    for (i = 0; i < na; i++) {
-        Py_INCREF(*args);
-        fastlocals[i] = *args++;
-    }
-    result = PyEval_EvalFrameEx(f,0);
-    ++tstate->recursion_depth;
-    Py_DECREF(f);
-    --tstate->recursion_depth;
-    return result;
-}
-#if 1 || PY_VERSION_HEX < 0x030600B1
-static PyObject *__Pyx_PyFunction_FastCallDict(PyObject *func, PyObject **args, int nargs, PyObject *kwargs) {
-    PyCodeObject *co = (PyCodeObject *)PyFunction_GET_CODE(func);
-    PyObject *globals = PyFunction_GET_GLOBALS(func);
-    PyObject *argdefs = PyFunction_GET_DEFAULTS(func);
-    PyObject *closure;
-#if PY_MAJOR_VERSION >= 3
-    PyObject *kwdefs;
-#endif
-    PyObject *kwtuple, **k;
-    PyObject **d;
-    Py_ssize_t nd;
-    Py_ssize_t nk;
-    PyObject *result;
-    assert(kwargs == NULL || PyDict_Check(kwargs));
-    nk = kwargs ? PyDict_Size(kwargs) : 0;
-    if (Py_EnterRecursiveCall((char*)" while calling a Python object")) {
-        return NULL;
-    }
-    if (
-#if PY_MAJOR_VERSION >= 3
-            co->co_kwonlyargcount == 0 &&
-#endif
-            likely(kwargs == NULL || nk == 0) &&
-            co->co_flags == (CO_OPTIMIZED | CO_NEWLOCALS | CO_NOFREE)) {
-        if (argdefs == NULL && co->co_argcount == nargs) {
-            result = __Pyx_PyFunction_FastCallNoKw(co, args, nargs, globals);
-            goto done;
-        }
-        else if (nargs == 0 && argdefs != NULL
-                 && co->co_argcount == Py_SIZE(argdefs)) {
-            /* function called with no arguments, but all parameters have
-               a default value: use default values as arguments .*/
-            args = &PyTuple_GET_ITEM(argdefs, 0);
-            result =__Pyx_PyFunction_FastCallNoKw(co, args, Py_SIZE(argdefs), globals);
-            goto done;
-        }
-    }
-    if (kwargs != NULL) {
-        Py_ssize_t pos, i;
-        kwtuple = PyTuple_New(2 * nk);
-        if (kwtuple == NULL) {
-            result = NULL;
-            goto done;
-        }
-        k = &PyTuple_GET_ITEM(kwtuple, 0);
-        pos = i = 0;
-        while (PyDict_Next(kwargs, &pos, &k[i], &k[i+1])) {
-            Py_INCREF(k[i]);
-            Py_INCREF(k[i+1]);
-            i += 2;
-        }
-        nk = i / 2;
-    }
-    else {
-        kwtuple = NULL;
-        k = NULL;
-    }
-    closure = PyFunction_GET_CLOSURE(func);
-#if PY_MAJOR_VERSION >= 3
-    kwdefs = PyFunction_GET_KW_DEFAULTS(func);
-#endif
-    if (argdefs != NULL) {
-        d = &PyTuple_GET_ITEM(argdefs, 0);
-        nd = Py_SIZE(argdefs);
-    }
-    else {
-        d = NULL;
-        nd = 0;
-    }
-#if PY_MAJOR_VERSION >= 3
-    result = PyEval_EvalCodeEx((PyObject*)co, globals, (PyObject *)NULL,
-                               args, nargs,
-                               k, (int)nk,
-                               d, (int)nd, kwdefs, closure);
-#else
-    result = PyEval_EvalCodeEx(co, globals, (PyObject *)NULL,
-                               args, nargs,
-                               k, (int)nk,
-                               d, (int)nd, closure);
-#endif
-    Py_XDECREF(kwtuple);
-done:
-    Py_LeaveRecursiveCall();
-    return result;
-}
-#endif
-#endif
-
-/* PyObjectCallMethO */
-  #if CYTHON_COMPILING_IN_CPYTHON
-static CYTHON_INLINE PyObject* __Pyx_PyObject_CallMethO(PyObject *func, PyObject *arg) {
-    PyObject *self, *result;
-    PyCFunction cfunc;
-    cfunc = PyCFunction_GET_FUNCTION(func);
-    self = PyCFunction_GET_SELF(func);
-    if (unlikely(Py_EnterRecursiveCall((char*)" while calling a Python object")))
-        return NULL;
-    result = cfunc(self, arg);
-    Py_LeaveRecursiveCall();
-    if (unlikely(!result) && unlikely(!PyErr_Occurred())) {
-        PyErr_SetString(
-            PyExc_SystemError,
-            "NULL result without error in PyObject_Call");
-    }
-    return result;
-}
-#endif
-
-/* PyObjectCallOneArg */
-  #if CYTHON_COMPILING_IN_CPYTHON
-static PyObject* __Pyx__PyObject_CallOneArg(PyObject *func, PyObject *arg) {
-    PyObject *result;
-    PyObject *args = PyTuple_New(1);
-    if (unlikely(!args)) return NULL;
-    Py_INCREF(arg);
-    PyTuple_SET_ITEM(args, 0, arg);
-    result = __Pyx_PyObject_Call(func, args, NULL);
-    Py_DECREF(args);
-    return result;
-}
-static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObject *arg) {
-#if CYTHON_FAST_PYCALL
-    if (PyFunction_Check(func)) {
-        return __Pyx_PyFunction_FastCall(func, &arg, 1);
-    }
-#endif
-    if (likely(PyCFunction_Check(func))) {
-        if (likely(PyCFunction_GET_FLAGS(func) & METH_O)) {
-            return __Pyx_PyObject_CallMethO(func, arg);
-#if CYTHON_FAST_PYCCALL
-        } else if (PyCFunction_GET_FLAGS(func) & METH_FASTCALL) {
-            return __Pyx_PyCFunction_FastCall(func, &arg, 1);
-#endif
-        }
-    }
-    return __Pyx__PyObject_CallOneArg(func, arg);
-}
-#else
-static CYTHON_INLINE PyObject* __Pyx_PyObject_CallOneArg(PyObject *func, PyObject *arg) {
-    PyObject *result;
-    PyObject *args = PyTuple_Pack(1, arg);
-    if (unlikely(!args)) return NULL;
-    result = __Pyx_PyObject_Call(func, args, NULL);
-    Py_DECREF(args);
-    return result;
-}
-#endif
-
-/* DictGetItem */
-  #if PY_MAJOR_VERSION >= 3 && !CYTHON_COMPILING_IN_PYPY
-static PyObject *__Pyx_PyDict_GetItem(PyObject *d, PyObject* key) {
-    PyObject *value;
-    value = PyDict_GetItemWithError(d, key);
-    if (unlikely(!value)) {
-        if (!PyErr_Occurred()) {
-            PyObject* args = PyTuple_Pack(1, key);
-            if (likely(args))
-                PyErr_SetObject(PyExc_KeyError, args);
-            Py_XDECREF(args);
-        }
-        return NULL;
-    }
-    Py_INCREF(value);
-    return value;
-}
-#endif
-
-/* RaiseTooManyValuesToUnpack */
-  static CYTHON_INLINE void __Pyx_RaiseTooManyValuesError(Py_ssize_t expected) {
-    PyErr_Format(PyExc_ValueError,
-                 "too many values to unpack (expected %" CYTHON_FORMAT_SSIZE_T "d)", expected);
-}
-
-/* RaiseNeedMoreValuesToUnpack */
-  static CYTHON_INLINE void __Pyx_RaiseNeedMoreValuesError(Py_ssize_t index) {
-    PyErr_Format(PyExc_ValueError,
-                 "need more than %" CYTHON_FORMAT_SSIZE_T "d value%.1s to unpack",
-                 index, (index == 1) ? "" : "s");
-}
-
-/* RaiseNoneIterError */
-  static CYTHON_INLINE void __Pyx_RaiseNoneNotIterableError(void) {
-    PyErr_SetString(PyExc_TypeError, "'NoneType' object is not iterable");
-}
-
-/* ExtTypeTest */
-  static CYTHON_INLINE int __Pyx_TypeTest(PyObject *obj, PyTypeObject *type) {
-    if (unlikely(!type)) {
-        PyErr_SetString(PyExc_SystemError, "Missing type object");
-        return 0;
-    }
-    if (likely(__Pyx_TypeCheck(obj, type)))
-        return 1;
-    PyErr_Format(PyExc_TypeError, "Cannot convert %.200s to %.200s",
-                 Py_TYPE(obj)->tp_name, type->tp_name);
-    return 0;
-}
-
-/* SaveResetException */
-  #if CYTHON_FAST_THREAD_STATE
-static CYTHON_INLINE void __Pyx__ExceptionSave(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb) {
-    #if PY_VERSION_HEX >= 0x030700A2
-    *type = tstate->exc_state.exc_type;
-    *value = tstate->exc_state.exc_value;
-    *tb = tstate->exc_state.exc_traceback;
-    #else
-    *type = tstate->exc_type;
-    *value = tstate->exc_value;
-    *tb = tstate->exc_traceback;
-    #endif
-    Py_XINCREF(*type);
-    Py_XINCREF(*value);
-    Py_XINCREF(*tb);
-}
-static CYTHON_INLINE void __Pyx__ExceptionReset(PyThreadState *tstate, PyObject *type, PyObject *value, PyObject *tb) {
-    PyObject *tmp_type, *tmp_value, *tmp_tb;
-    #if PY_VERSION_HEX >= 0x030700A2
-    tmp_type = tstate->exc_state.exc_type;
-    tmp_value = tstate->exc_state.exc_value;
-    tmp_tb = tstate->exc_state.exc_traceback;
-    tstate->exc_state.exc_type = type;
-    tstate->exc_state.exc_value = value;
-    tstate->exc_state.exc_traceback = tb;
-    #else
-    tmp_type = tstate->exc_type;
-    tmp_value = tstate->exc_value;
-    tmp_tb = tstate->exc_traceback;
-    tstate->exc_type = type;
-    tstate->exc_value = value;
-    tstate->exc_traceback = tb;
-    #endif
-    Py_XDECREF(tmp_type);
-    Py_XDECREF(tmp_value);
-    Py_XDECREF(tmp_tb);
-}
-#endif
-
-/* PyErrExceptionMatches */
-  #if CYTHON_FAST_THREAD_STATE
-static int __Pyx_PyErr_ExceptionMatchesTuple(PyObject *exc_type, PyObject *tuple) {
-    Py_ssize_t i, n;
-    n = PyTuple_GET_SIZE(tuple);
-#if PY_MAJOR_VERSION >= 3
-    for (i=0; i<n; i++) {
-        if (exc_type == PyTuple_GET_ITEM(tuple, i)) return 1;
-    }
-#endif
-    for (i=0; i<n; i++) {
-        if (__Pyx_PyErr_GivenExceptionMatches(exc_type, PyTuple_GET_ITEM(tuple, i))) return 1;
-    }
-    return 0;
-}
-static CYTHON_INLINE int __Pyx_PyErr_ExceptionMatchesInState(PyThreadState* tstate, PyObject* err) {
-    PyObject *exc_type = tstate->curexc_type;
-    if (exc_type == err) return 1;
-    if (unlikely(!exc_type)) return 0;
-    if (unlikely(PyTuple_Check(err)))
-        return __Pyx_PyErr_ExceptionMatchesTuple(exc_type, err);
-    return __Pyx_PyErr_GivenExceptionMatches(exc_type, err);
-}
-#endif
-
-/* GetException */
-  #if CYTHON_FAST_THREAD_STATE
-static int __Pyx__GetException(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb) {
-#else
-static int __Pyx_GetException(PyObject **type, PyObject **value, PyObject **tb) {
-#endif
-    PyObject *local_type, *local_value, *local_tb;
-#if CYTHON_FAST_THREAD_STATE
-    PyObject *tmp_type, *tmp_value, *tmp_tb;
-    local_type = tstate->curexc_type;
-    local_value = tstate->curexc_value;
-    local_tb = tstate->curexc_traceback;
-    tstate->curexc_type = 0;
-    tstate->curexc_value = 0;
-    tstate->curexc_traceback = 0;
-#else
-    PyErr_Fetch(&local_type, &local_value, &local_tb);
-#endif
-    PyErr_NormalizeException(&local_type, &local_value, &local_tb);
-#if CYTHON_FAST_THREAD_STATE
-    if (unlikely(tstate->curexc_type))
-#else
-    if (unlikely(PyErr_Occurred()))
-#endif
-        goto bad;
-    #if PY_MAJOR_VERSION >= 3
-    if (local_tb) {
-        if (unlikely(PyException_SetTraceback(local_value, local_tb) < 0))
-            goto bad;
-    }
-    #endif
-    Py_XINCREF(local_tb);
-    Py_XINCREF(local_type);
-    Py_XINCREF(local_value);
-    *type = local_type;
-    *value = local_value;
-    *tb = local_tb;
-#if CYTHON_FAST_THREAD_STATE
-    #if PY_VERSION_HEX >= 0x030700A2
-    tmp_type = tstate->exc_state.exc_type;
-    tmp_value = tstate->exc_state.exc_value;
-    tmp_tb = tstate->exc_state.exc_traceback;
-    tstate->exc_state.exc_type = local_type;
-    tstate->exc_state.exc_value = local_value;
-    tstate->exc_state.exc_traceback = local_tb;
-    #else
-    tmp_type = tstate->exc_type;
-    tmp_value = tstate->exc_value;
-    tmp_tb = tstate->exc_traceback;
-    tstate->exc_type = local_type;
-    tstate->exc_value = local_value;
-    tstate->exc_traceback = local_tb;
-    #endif
-    Py_XDECREF(tmp_type);
-    Py_XDECREF(tmp_value);
-    Py_XDECREF(tmp_tb);
-#else
-    PyErr_SetExcInfo(local_type, local_value, local_tb);
-#endif
-    return 0;
-bad:
-    *type = 0;
-    *value = 0;
-    *tb = 0;
-    Py_XDECREF(local_type);
-    Py_XDECREF(local_value);
-    Py_XDECREF(local_tb);
-    return -1;
-}
-
-/* Import */
-    static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, int level) {
-    PyObject *empty_list = 0;
-    PyObject *module = 0;
-    PyObject *global_dict = 0;
-    PyObject *empty_dict = 0;
-    PyObject *list;
-    #if PY_MAJOR_VERSION < 3
-    PyObject *py_import;
-    py_import = __Pyx_PyObject_GetAttrStr(__pyx_b, __pyx_n_s_import);
-    if (!py_import)
-        goto bad;
-    #endif
-    if (from_list)
-        list = from_list;
-    else {
-        empty_list = PyList_New(0);
-        if (!empty_list)
-            goto bad;
-        list = empty_list;
-    }
-    global_dict = PyModule_GetDict(__pyx_m);
-    if (!global_dict)
-        goto bad;
-    empty_dict = PyDict_New();
-    if (!empty_dict)
-        goto bad;
-    {
-        #if PY_MAJOR_VERSION >= 3
-        if (level == -1) {
-            if (strchr(__Pyx_MODULE_NAME, '.')) {
-                module = PyImport_ImportModuleLevelObject(
-                    name, global_dict, empty_dict, list, 1);
-                if (!module) {
-                    if (!PyErr_ExceptionMatches(PyExc_ImportError))
-                        goto bad;
-                    PyErr_Clear();
-                }
-            }
-            level = 0;
-        }
-        #endif
-        if (!module) {
-            #if PY_MAJOR_VERSION < 3
-            PyObject *py_level = PyInt_FromLong(level);
-            if (!py_level)
-                goto bad;
-            module = PyObject_CallFunctionObjArgs(py_import,
-                name, global_dict, empty_dict, list, py_level, NULL);
-            Py_DECREF(py_level);
-            #else
-            module = PyImport_ImportModuleLevelObject(
-                name, global_dict, empty_dict, list, level);
-            #endif
-        }
-    }
-bad:
-    #if PY_MAJOR_VERSION < 3
-    Py_XDECREF(py_import);
-    #endif
-    Py_XDECREF(empty_list);
-    Py_XDECREF(empty_dict);
-    return module;
-}
-
-/* CLineInTraceback */
-    #ifndef CYTHON_CLINE_IN_TRACEBACK
-static int __Pyx_CLineForTraceback(CYTHON_UNUSED PyThreadState *tstate, int c_line) {
-    PyObject *use_cline;
-    PyObject *ptype, *pvalue, *ptraceback;
-#if CYTHON_COMPILING_IN_CPYTHON
-    PyObject **cython_runtime_dict;
-#endif
-    __Pyx_ErrFetchInState(tstate, &ptype, &pvalue, &ptraceback);
-#if CYTHON_COMPILING_IN_CPYTHON
-    cython_runtime_dict = _PyObject_GetDictPtr(__pyx_cython_runtime);
-    if (likely(cython_runtime_dict)) {
-      use_cline = __Pyx_PyDict_GetItemStr(*cython_runtime_dict, __pyx_n_s_cline_in_traceback);
-    } else
-#endif
-    {
-      PyObject *use_cline_obj = __Pyx_PyObject_GetAttrStr(__pyx_cython_runtime, __pyx_n_s_cline_in_traceback);
-      if (use_cline_obj) {
-        use_cline = PyObject_Not(use_cline_obj) ? Py_False : Py_True;
-        Py_DECREF(use_cline_obj);
-      } else {
-        PyErr_Clear();
-        use_cline = NULL;
-      }
-    }
-    if (!use_cline) {
-        c_line = 0;
-        PyObject_SetAttr(__pyx_cython_runtime, __pyx_n_s_cline_in_traceback, Py_False);
-    }
-    else if (PyObject_Not(use_cline) != 0) {
-        c_line = 0;
-    }
-    __Pyx_ErrRestoreInState(tstate, ptype, pvalue, ptraceback);
-    return c_line;
-}
-#endif
-
-/* CodeObjectCache */
-    static int __pyx_bisect_code_objects(__Pyx_CodeObjectCacheEntry* entries, int count, int code_line) {
-    int start = 0, mid = 0, end = count - 1;
-    if (end >= 0 && code_line > entries[end].code_line) {
-        return count;
-    }
-    while (start < end) {
-        mid = start + (end - start) / 2;
-        if (code_line < entries[mid].code_line) {
-            end = mid;
-        } else if (code_line > entries[mid].code_line) {
-             start = mid + 1;
-        } else {
-            return mid;
-        }
-    }
-    if (code_line <= entries[mid].code_line) {
-        return mid;
-    } else {
-        return mid + 1;
-    }
-}
-static PyCodeObject *__pyx_find_code_object(int code_line) {
-    PyCodeObject* code_object;
-    int pos;
-    if (unlikely(!code_line) || unlikely(!__pyx_code_cache.entries)) {
-        return NULL;
-    }
-    pos = __pyx_bisect_code_objects(__pyx_code_cache.entries, __pyx_code_cache.count, code_line);
-    if (unlikely(pos >= __pyx_code_cache.count) || unlikely(__pyx_code_cache.entries[pos].code_line != code_line)) {
-        return NULL;
-    }
-    code_object = __pyx_code_cache.entries[pos].code_object;
-    Py_INCREF(code_object);
-    return code_object;
-}
-static void __pyx_insert_code_object(int code_line, PyCodeObject* code_object) {
-    int pos, i;
-    __Pyx_CodeObjectCacheEntry* entries = __pyx_code_cache.entries;
-    if (unlikely(!code_line)) {
-        return;
-    }
-    if (unlikely(!entries)) {
-        entries = (__Pyx_CodeObjectCacheEntry*)PyMem_Malloc(64*sizeof(__Pyx_CodeObjectCacheEntry));
-        if (likely(entries)) {
-            __pyx_code_cache.entries = entries;
-            __pyx_code_cache.max_count = 64;
-            __pyx_code_cache.count = 1;
-            entries[0].code_line = code_line;
-            entries[0].code_object = code_object;
-            Py_INCREF(code_object);
-        }
-        return;
-    }
-    pos = __pyx_bisect_code_objects(__pyx_code_cache.entries, __pyx_code_cache.count, code_line);
-    if ((pos < __pyx_code_cache.count) && unlikely(__pyx_code_cache.entries[pos].code_line == code_line)) {
-        PyCodeObject* tmp = entries[pos].code_object;
-        entries[pos].code_object = code_object;
-        Py_DECREF(tmp);
-        return;
-    }
-    if (__pyx_code_cache.count == __pyx_code_cache.max_count) {
-        int new_max = __pyx_code_cache.max_count + 64;
-        entries = (__Pyx_CodeObjectCacheEntry*)PyMem_Realloc(
-            __pyx_code_cache.entries, (size_t)new_max*sizeof(__Pyx_CodeObjectCacheEntry));
-        if (unlikely(!entries)) {
-            return;
-        }
-        __pyx_code_cache.entries = entries;
-        __pyx_code_cache.max_count = new_max;
-    }
-    for (i=__pyx_code_cache.count; i>pos; i--) {
-        entries[i] = entries[i-1];
-    }
-    entries[pos].code_line = code_line;
-    entries[pos].code_object = code_object;
-    __pyx_code_cache.count++;
-    Py_INCREF(code_object);
-}
-
-/* AddTraceback */
-    #include "compile.h"
-#include "frameobject.h"
-#include "traceback.h"
-static PyCodeObject* __Pyx_CreateCodeObjectForTraceback(
-            const char *funcname, int c_line,
-            int py_line, const char *filename) {
-    PyCodeObject *py_code = 0;
-    PyObject *py_srcfile = 0;
-    PyObject *py_funcname = 0;
-    #if PY_MAJOR_VERSION < 3
-    py_srcfile = PyString_FromString(filename);
-    #else
-    py_srcfile = PyUnicode_FromString(filename);
-    #endif
-    if (!py_srcfile) goto bad;
-    if (c_line) {
-        #if PY_MAJOR_VERSION < 3
-        py_funcname = PyString_FromFormat( "%s (%s:%d)", funcname, __pyx_cfilenm, c_line);
-        #else
-        py_funcname = PyUnicode_FromFormat( "%s (%s:%d)", funcname, __pyx_cfilenm, c_line);
-        #endif
-    }
-    else {
-        #if PY_MAJOR_VERSION < 3
-        py_funcname = PyString_FromString(funcname);
-        #else
-        py_funcname = PyUnicode_FromString(funcname);
-        #endif
-    }
-    if (!py_funcname) goto bad;
-    py_code = __Pyx_PyCode_New(
-        0,
-        0,
-        0,
-        0,
-        0,
-        __pyx_empty_bytes, /*PyObject *code,*/
-        __pyx_empty_tuple, /*PyObject *consts,*/
-        __pyx_empty_tuple, /*PyObject *names,*/
-        __pyx_empty_tuple, /*PyObject *varnames,*/
-        __pyx_empty_tuple, /*PyObject *freevars,*/
-        __pyx_empty_tuple, /*PyObject *cellvars,*/
-        py_srcfile,   /*PyObject *filename,*/
-        py_funcname,  /*PyObject *name,*/
-        py_line,
-        __pyx_empty_bytes  /*PyObject *lnotab*/
-    );
-    Py_DECREF(py_srcfile);
-    Py_DECREF(py_funcname);
-    return py_code;
-bad:
-    Py_XDECREF(py_srcfile);
-    Py_XDECREF(py_funcname);
-    return NULL;
-}
-static void __Pyx_AddTraceback(const char *funcname, int c_line,
-                               int py_line, const char *filename) {
-    PyCodeObject *py_code = 0;
-    PyFrameObject *py_frame = 0;
-    PyThreadState *tstate = __Pyx_PyThreadState_Current;
-    if (c_line) {
-        c_line = __Pyx_CLineForTraceback(tstate, c_line);
-    }
-    py_code = __pyx_find_code_object(c_line ? -c_line : py_line);
-    if (!py_code) {
-        py_code = __Pyx_CreateCodeObjectForTraceback(
-            funcname, c_line, py_line, filename);
-        if (!py_code) goto bad;
-        __pyx_insert_code_object(c_line ? -c_line : py_line, py_code);
-    }
-    py_frame = PyFrame_New(
-        tstate,            /*PyThreadState *tstate,*/
-        py_code,           /*PyCodeObject *code,*/
-        __pyx_d,    /*PyObject *globals,*/
-        0                  /*PyObject *locals*/
-    );
-    if (!py_frame) goto bad;
-    __Pyx_PyFrame_SetLineNumber(py_frame, py_line);
-    PyTraceBack_Here(py_frame);
-bad:
-    Py_XDECREF(py_code);
-    Py_XDECREF(py_frame);
-}
-
-#if PY_MAJOR_VERSION < 3
-static int __Pyx_GetBuffer(PyObject *obj, Py_buffer *view, int flags) {
-    if (PyObject_CheckBuffer(obj)) return PyObject_GetBuffer(obj, view, flags);
-        if (__Pyx_TypeCheck(obj, __pyx_ptype_5numpy_ndarray)) return __pyx_pw_5numpy_7ndarray_1__getbuffer__(obj, view, flags);
-    PyErr_Format(PyExc_TypeError, "'%.200s' does not have the buffer interface", Py_TYPE(obj)->tp_name);
-    return -1;
-}
-static void __Pyx_ReleaseBuffer(Py_buffer *view) {
-    PyObject *obj = view->obj;
-    if (!obj) return;
-    if (PyObject_CheckBuffer(obj)) {
-        PyBuffer_Release(view);
-        return;
-    }
-    if ((0)) {}
-        else if (__Pyx_TypeCheck(obj, __pyx_ptype_5numpy_ndarray)) __pyx_pw_5numpy_7ndarray_3__releasebuffer__(obj, view);
-    view->obj = NULL;
-    Py_DECREF(obj);
-}
-#endif
-
-
-    /* CIntFromPyVerify */
-    #define __PYX_VERIFY_RETURN_INT(target_type, func_type, func_value)\
-    __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, 0)
-#define __PYX_VERIFY_RETURN_INT_EXC(target_type, func_type, func_value)\
-    __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, 1)
-#define __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, exc)\
-    {\
-        func_type value = func_value;\
-        if (sizeof(target_type) < sizeof(func_type)) {\
-            if (unlikely(value != (func_type) (target_type) value)) {\
-                func_type zero = 0;\
-                if (exc && unlikely(value == (func_type)-1 && PyErr_Occurred()))\
-                    return (target_type) -1;\
-                if (is_unsigned && unlikely(value < zero))\
-                    goto raise_neg_overflow;\
-                else\
-                    goto raise_overflow;\
-            }\
-        }\
-        return (target_type) value;\
-    }
-
-/* Declarations */
-    #if CYTHON_CCOMPLEX
-  #ifdef __cplusplus
-    static CYTHON_INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(float x, float y) {
-      return ::std::complex< float >(x, y);
-    }
-  #else
-    static CYTHON_INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(float x, float y) {
-      return x + y*(__pyx_t_float_complex)_Complex_I;
-    }
-  #endif
-#else
-    static CYTHON_INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(float x, float y) {
-      __pyx_t_float_complex z;
-      z.real = x;
-      z.imag = y;
-      return z;
-    }
-#endif
-
-/* Arithmetic */
-    #if CYTHON_CCOMPLEX
-#else
-    static CYTHON_INLINE int __Pyx_c_eq_float(__pyx_t_float_complex a, __pyx_t_float_complex b) {
-       return (a.real == b.real) && (a.imag == b.imag);
-    }
-    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_sum_float(__pyx_t_float_complex a, __pyx_t_float_complex b) {
-        __pyx_t_float_complex z;
-        z.real = a.real + b.real;
-        z.imag = a.imag + b.imag;
-        return z;
-    }
-    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_diff_float(__pyx_t_float_complex a, __pyx_t_float_complex b) {
-        __pyx_t_float_complex z;
-        z.real = a.real - b.real;
-        z.imag = a.imag - b.imag;
-        return z;
-    }
-    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_prod_float(__pyx_t_float_complex a, __pyx_t_float_complex b) {
-        __pyx_t_float_complex z;
-        z.real = a.real * b.real - a.imag * b.imag;
-        z.imag = a.real * b.imag + a.imag * b.real;
-        return z;
-    }
-    #if 1
-    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_quot_float(__pyx_t_float_complex a, __pyx_t_float_complex b) {
-        if (b.imag == 0) {
-            return __pyx_t_float_complex_from_parts(a.real / b.real, a.imag / b.real);
-        } else if (fabsf(b.real) >= fabsf(b.imag)) {
-            if (b.real == 0 && b.imag == 0) {
-                return __pyx_t_float_complex_from_parts(a.real / b.real, a.imag / b.imag);
-            } else {
-                float r = b.imag / b.real;
-                float s = 1.0 / (b.real + b.imag * r);
-                return __pyx_t_float_complex_from_parts(
-                    (a.real + a.imag * r) * s, (a.imag - a.real * r) * s);
-            }
-        } else {
-            float r = b.real / b.imag;
-            float s = 1.0 / (b.imag + b.real * r);
-            return __pyx_t_float_complex_from_parts(
-                (a.real * r + a.imag) * s, (a.imag * r - a.real) * s);
-        }
-    }
-    #else
-    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_quot_float(__pyx_t_float_complex a, __pyx_t_float_complex b) {
-        if (b.imag == 0) {
-            return __pyx_t_float_complex_from_parts(a.real / b.real, a.imag / b.real);
-        } else {
-            float denom = b.real * b.real + b.imag * b.imag;
-            return __pyx_t_float_complex_from_parts(
-                (a.real * b.real + a.imag * b.imag) / denom,
-                (a.imag * b.real - a.real * b.imag) / denom);
-        }
-    }
-    #endif
-    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_neg_float(__pyx_t_float_complex a) {
-        __pyx_t_float_complex z;
-        z.real = -a.real;
-        z.imag = -a.imag;
-        return z;
-    }
-    static CYTHON_INLINE int __Pyx_c_is_zero_float(__pyx_t_float_complex a) {
-       return (a.real == 0) && (a.imag == 0);
-    }
-    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_conj_float(__pyx_t_float_complex a) {
-        __pyx_t_float_complex z;
-        z.real =  a.real;
-        z.imag = -a.imag;
-        return z;
-    }
-    #if 1
-        static CYTHON_INLINE float __Pyx_c_abs_float(__pyx_t_float_complex z) {
-          #if !defined(HAVE_HYPOT) || defined(_MSC_VER)
-            return sqrtf(z.real*z.real + z.imag*z.imag);
-          #else
-            return hypotf(z.real, z.imag);
-          #endif
-        }
-        static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_pow_float(__pyx_t_float_complex a, __pyx_t_float_complex b) {
-            __pyx_t_float_complex z;
-            float r, lnr, theta, z_r, z_theta;
-            if (b.imag == 0 && b.real == (int)b.real) {
-                if (b.real < 0) {
-                    float denom = a.real * a.real + a.imag * a.imag;
-                    a.real = a.real / denom;
-                    a.imag = -a.imag / denom;
-                    b.real = -b.real;
-                }
-                switch ((int)b.real) {
-                    case 0:
-                        z.real = 1;
-                        z.imag = 0;
-                        return z;
-                    case 1:
-                        return a;
-                    case 2:
-                        z = __Pyx_c_prod_float(a, a);
-                        return __Pyx_c_prod_float(a, a);
-                    case 3:
-                        z = __Pyx_c_prod_float(a, a);
-                        return __Pyx_c_prod_float(z, a);
-                    case 4:
-                        z = __Pyx_c_prod_float(a, a);
-                        return __Pyx_c_prod_float(z, z);
-                }
-            }
-            if (a.imag == 0) {
-                if (a.real == 0) {
-                    return a;
-                } else if (b.imag == 0) {
-                    z.real = powf(a.real, b.real);
-                    z.imag = 0;
-                    return z;
-                } else if (a.real > 0) {
-                    r = a.real;
-                    theta = 0;
-                } else {
-                    r = -a.real;
-                    theta = atan2f(0, -1);
-                }
-            } else {
-                r = __Pyx_c_abs_float(a);
-                theta = atan2f(a.imag, a.real);
-            }
-            lnr = logf(r);
-            z_r = expf(lnr * b.real - theta * b.imag);
-            z_theta = theta * b.real + lnr * b.imag;
-            z.real = z_r * cosf(z_theta);
-            z.imag = z_r * sinf(z_theta);
-            return z;
-        }
-    #endif
-#endif
-
-/* Declarations */
-    #if CYTHON_CCOMPLEX
-  #ifdef __cplusplus
-    static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double x, double y) {
-      return ::std::complex< double >(x, y);
-    }
-  #else
-    static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double x, double y) {
-      return x + y*(__pyx_t_double_complex)_Complex_I;
-    }
-  #endif
-#else
-    static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double x, double y) {
-      __pyx_t_double_complex z;
-      z.real = x;
-      z.imag = y;
-      return z;
-    }
-#endif
-
-/* Arithmetic */
-    #if CYTHON_CCOMPLEX
-#else
-    static CYTHON_INLINE int __Pyx_c_eq_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
-       return (a.real == b.real) && (a.imag == b.imag);
-    }
-    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_sum_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
-        __pyx_t_double_complex z;
-        z.real = a.real + b.real;
-        z.imag = a.imag + b.imag;
-        return z;
-    }
-    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_diff_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
-        __pyx_t_double_complex z;
-        z.real = a.real - b.real;
-        z.imag = a.imag - b.imag;
-        return z;
-    }
-    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_prod_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
-        __pyx_t_double_complex z;
-        z.real = a.real * b.real - a.imag * b.imag;
-        z.imag = a.real * b.imag + a.imag * b.real;
-        return z;
-    }
-    #if 1
-    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_quot_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
-        if (b.imag == 0) {
-            return __pyx_t_double_complex_from_parts(a.real / b.real, a.imag / b.real);
-        } else if (fabs(b.real) >= fabs(b.imag)) {
-            if (b.real == 0 && b.imag == 0) {
-                return __pyx_t_double_complex_from_parts(a.real / b.real, a.imag / b.imag);
-            } else {
-                double r = b.imag / b.real;
-                double s = 1.0 / (b.real + b.imag * r);
-                return __pyx_t_double_complex_from_parts(
-                    (a.real + a.imag * r) * s, (a.imag - a.real * r) * s);
-            }
-        } else {
-            double r = b.real / b.imag;
-            double s = 1.0 / (b.imag + b.real * r);
-            return __pyx_t_double_complex_from_parts(
-                (a.real * r + a.imag) * s, (a.imag * r - a.real) * s);
-        }
-    }
-    #else
-    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_quot_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
-        if (b.imag == 0) {
-            return __pyx_t_double_complex_from_parts(a.real / b.real, a.imag / b.real);
-        } else {
-            double denom = b.real * b.real + b.imag * b.imag;
-            return __pyx_t_double_complex_from_parts(
-                (a.real * b.real + a.imag * b.imag) / denom,
-                (a.imag * b.real - a.real * b.imag) / denom);
-        }
-    }
-    #endif
-    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_neg_double(__pyx_t_double_complex a) {
-        __pyx_t_double_complex z;
-        z.real = -a.real;
-        z.imag = -a.imag;
-        return z;
-    }
-    static CYTHON_INLINE int __Pyx_c_is_zero_double(__pyx_t_double_complex a) {
-       return (a.real == 0) && (a.imag == 0);
-    }
-    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_conj_double(__pyx_t_double_complex a) {
-        __pyx_t_double_complex z;
-        z.real =  a.real;
-        z.imag = -a.imag;
-        return z;
-    }
-    #if 1
-        static CYTHON_INLINE double __Pyx_c_abs_double(__pyx_t_double_complex z) {
-          #if !defined(HAVE_HYPOT) || defined(_MSC_VER)
-            return sqrt(z.real*z.real + z.imag*z.imag);
-          #else
-            return hypot(z.real, z.imag);
-          #endif
-        }
-        static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_pow_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
-            __pyx_t_double_complex z;
-            double r, lnr, theta, z_r, z_theta;
-            if (b.imag == 0 && b.real == (int)b.real) {
-                if (b.real < 0) {
-                    double denom = a.real * a.real + a.imag * a.imag;
-                    a.real = a.real / denom;
-                    a.imag = -a.imag / denom;
-                    b.real = -b.real;
-                }
-                switch ((int)b.real) {
-                    case 0:
-                        z.real = 1;
-                        z.imag = 0;
-                        return z;
-                    case 1:
-                        return a;
-                    case 2:
-                        z = __Pyx_c_prod_double(a, a);
-                        return __Pyx_c_prod_double(a, a);
-                    case 3:
-                        z = __Pyx_c_prod_double(a, a);
-                        return __Pyx_c_prod_double(z, a);
-                    case 4:
-                        z = __Pyx_c_prod_double(a, a);
-                        return __Pyx_c_prod_double(z, z);
-                }
-            }
-            if (a.imag == 0) {
-                if (a.real == 0) {
-                    return a;
-                } else if (b.imag == 0) {
-                    z.real = pow(a.real, b.real);
-                    z.imag = 0;
-                    return z;
-                } else if (a.real > 0) {
-                    r = a.real;
-                    theta = 0;
-                } else {
-                    r = -a.real;
-                    theta = atan2(0, -1);
-                }
-            } else {
-                r = __Pyx_c_abs_double(a);
-                theta = atan2(a.imag, a.real);
-            }
-            lnr = log(r);
-            z_r = exp(lnr * b.real - theta * b.imag);
-            z_theta = theta * b.real + lnr * b.imag;
-            z.real = z_r * cos(z_theta);
-            z.imag = z_r * sin(z_theta);
-            return z;
-        }
-    #endif
-#endif
-
-/* CIntToPy */
-    static CYTHON_INLINE PyObject* __Pyx_PyInt_From_int(int value) {
-    const int neg_one = (int) -1, const_zero = (int) 0;
-    const int is_unsigned = neg_one > const_zero;
-    if (is_unsigned) {
-        if (sizeof(int) < sizeof(long)) {
-            return PyInt_FromLong((long) value);
-        } else if (sizeof(int) <= sizeof(unsigned long)) {
-            return PyLong_FromUnsignedLong((unsigned long) value);
-#ifdef HAVE_LONG_LONG
-        } else if (sizeof(int) <= sizeof(unsigned PY_LONG_LONG)) {
-            return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value);
-#endif
-        }
-    } else {
-        if (sizeof(int) <= sizeof(long)) {
-            return PyInt_FromLong((long) value);
-#ifdef HAVE_LONG_LONG
-        } else if (sizeof(int) <= sizeof(PY_LONG_LONG)) {
-            return PyLong_FromLongLong((PY_LONG_LONG) value);
-#endif
-        }
-    }
-    {
-        int one = 1; int little = (int)*(unsigned char *)&one;
-        unsigned char *bytes = (unsigned char *)&value;
-        return _PyLong_FromByteArray(bytes, sizeof(int),
-                                     little, !is_unsigned);
-    }
-}
-
-/* CIntToPy */
-    static CYTHON_INLINE PyObject* __Pyx_PyInt_From_enum__NPY_TYPES(enum NPY_TYPES value) {
-    const enum NPY_TYPES neg_one = (enum NPY_TYPES) -1, const_zero = (enum NPY_TYPES) 0;
-    const int is_unsigned = neg_one > const_zero;
-    if (is_unsigned) {
-        if (sizeof(enum NPY_TYPES) < sizeof(long)) {
-            return PyInt_FromLong((long) value);
-        } else if (sizeof(enum NPY_TYPES) <= sizeof(unsigned long)) {
-            return PyLong_FromUnsignedLong((unsigned long) value);
-#ifdef HAVE_LONG_LONG
-        } else if (sizeof(enum NPY_TYPES) <= sizeof(unsigned PY_LONG_LONG)) {
-            return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value);
-#endif
-        }
-    } else {
-        if (sizeof(enum NPY_TYPES) <= sizeof(long)) {
-            return PyInt_FromLong((long) value);
-#ifdef HAVE_LONG_LONG
-        } else if (sizeof(enum NPY_TYPES) <= sizeof(PY_LONG_LONG)) {
-            return PyLong_FromLongLong((PY_LONG_LONG) value);
-#endif
-        }
-    }
-    {
-        int one = 1; int little = (int)*(unsigned char *)&one;
-        unsigned char *bytes = (unsigned char *)&value;
-        return _PyLong_FromByteArray(bytes, sizeof(enum NPY_TYPES),
-                                     little, !is_unsigned);
-    }
-}
-
-/* CIntFromPy */
-    static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *x) {
-    const int neg_one = (int) -1, const_zero = (int) 0;
-    const int is_unsigned = neg_one > const_zero;
-#if PY_MAJOR_VERSION < 3
-    if (likely(PyInt_Check(x))) {
-        if (sizeof(int) < sizeof(long)) {
-            __PYX_VERIFY_RETURN_INT(int, long, PyInt_AS_LONG(x))
-        } else {
-            long val = PyInt_AS_LONG(x);
-            if (is_unsigned && unlikely(val < 0)) {
-                goto raise_neg_overflow;
-            }
-            return (int) val;
-        }
-    } else
-#endif
-    if (likely(PyLong_Check(x))) {
-        if (is_unsigned) {
-#if CYTHON_USE_PYLONG_INTERNALS
-            const digit* digits = ((PyLongObject*)x)->ob_digit;
-            switch (Py_SIZE(x)) {
-                case  0: return (int) 0;
-                case  1: __PYX_VERIFY_RETURN_INT(int, digit, digits[0])
-                case 2:
-                    if (8 * sizeof(int) > 1 * PyLong_SHIFT) {
-                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
-                            __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                        } else if (8 * sizeof(int) >= 2 * PyLong_SHIFT) {
-                            return (int) (((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0]));
-                        }
-                    }
-                    break;
-                case 3:
-                    if (8 * sizeof(int) > 2 * PyLong_SHIFT) {
-                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
-                            __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                        } else if (8 * sizeof(int) >= 3 * PyLong_SHIFT) {
-                            return (int) (((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0]));
-                        }
-                    }
-                    break;
-                case 4:
-                    if (8 * sizeof(int) > 3 * PyLong_SHIFT) {
-                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
-                            __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                        } else if (8 * sizeof(int) >= 4 * PyLong_SHIFT) {
-                            return (int) (((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0]));
-                        }
-                    }
-                    break;
-            }
-#endif
-#if CYTHON_COMPILING_IN_CPYTHON
-            if (unlikely(Py_SIZE(x) < 0)) {
-                goto raise_neg_overflow;
-            }
-#else
-            {
-                int result = PyObject_RichCompareBool(x, Py_False, Py_LT);
-                if (unlikely(result < 0))
-                    return (int) -1;
-                if (unlikely(result == 1))
-                    goto raise_neg_overflow;
-            }
-#endif
-            if (sizeof(int) <= sizeof(unsigned long)) {
-                __PYX_VERIFY_RETURN_INT_EXC(int, unsigned long, PyLong_AsUnsignedLong(x))
-#ifdef HAVE_LONG_LONG
-            } else if (sizeof(int) <= sizeof(unsigned PY_LONG_LONG)) {
-                __PYX_VERIFY_RETURN_INT_EXC(int, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x))
-#endif
-            }
-        } else {
-#if CYTHON_USE_PYLONG_INTERNALS
-            const digit* digits = ((PyLongObject*)x)->ob_digit;
-            switch (Py_SIZE(x)) {
-                case  0: return (int) 0;
-                case -1: __PYX_VERIFY_RETURN_INT(int, sdigit, (sdigit) (-(sdigit)digits[0]))
-                case  1: __PYX_VERIFY_RETURN_INT(int,  digit, +digits[0])
-                case -2:
-                    if (8 * sizeof(int) - 1 > 1 * PyLong_SHIFT) {
-                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
-                            __PYX_VERIFY_RETURN_INT(int, long, -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                        } else if (8 * sizeof(int) - 1 > 2 * PyLong_SHIFT) {
-                            return (int) (((int)-1)*(((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
-                        }
-                    }
-                    break;
-                case 2:
-                    if (8 * sizeof(int) > 1 * PyLong_SHIFT) {
-                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
-                            __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                        } else if (8 * sizeof(int) - 1 > 2 * PyLong_SHIFT) {
-                            return (int) ((((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
-                        }
-                    }
-                    break;
-                case -3:
-                    if (8 * sizeof(int) - 1 > 2 * PyLong_SHIFT) {
-                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
-                            __PYX_VERIFY_RETURN_INT(int, long, -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                        } else if (8 * sizeof(int) - 1 > 3 * PyLong_SHIFT) {
-                            return (int) (((int)-1)*(((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
-                        }
-                    }
-                    break;
-                case 3:
-                    if (8 * sizeof(int) > 2 * PyLong_SHIFT) {
-                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
-                            __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                        } else if (8 * sizeof(int) - 1 > 3 * PyLong_SHIFT) {
-                            return (int) ((((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
-                        }
-                    }
-                    break;
-                case -4:
-                    if (8 * sizeof(int) - 1 > 3 * PyLong_SHIFT) {
-                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
-                            __PYX_VERIFY_RETURN_INT(int, long, -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                        } else if (8 * sizeof(int) - 1 > 4 * PyLong_SHIFT) {
-                            return (int) (((int)-1)*(((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
-                        }
-                    }
-                    break;
-                case 4:
-                    if (8 * sizeof(int) > 3 * PyLong_SHIFT) {
-                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
-                            __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                        } else if (8 * sizeof(int) - 1 > 4 * PyLong_SHIFT) {
-                            return (int) ((((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
-                        }
-                    }
-                    break;
-            }
-#endif
-            if (sizeof(int) <= sizeof(long)) {
-                __PYX_VERIFY_RETURN_INT_EXC(int, long, PyLong_AsLong(x))
-#ifdef HAVE_LONG_LONG
-            } else if (sizeof(int) <= sizeof(PY_LONG_LONG)) {
-                __PYX_VERIFY_RETURN_INT_EXC(int, PY_LONG_LONG, PyLong_AsLongLong(x))
-#endif
-            }
-        }
-        {
-#if CYTHON_COMPILING_IN_PYPY && !defined(_PyLong_AsByteArray)
-            PyErr_SetString(PyExc_RuntimeError,
-                            "_PyLong_AsByteArray() not available in PyPy, cannot convert large numbers");
-#else
-            int val;
-            PyObject *v = __Pyx_PyNumber_IntOrLong(x);
- #if PY_MAJOR_VERSION < 3
-            if (likely(v) && !PyLong_Check(v)) {
-                PyObject *tmp = v;
-                v = PyNumber_Long(tmp);
-                Py_DECREF(tmp);
-            }
- #endif
-            if (likely(v)) {
-                int one = 1; int is_little = (int)*(unsigned char *)&one;
-                unsigned char *bytes = (unsigned char *)&val;
-                int ret = _PyLong_AsByteArray((PyLongObject *)v,
-                                              bytes, sizeof(val),
-                                              is_little, !is_unsigned);
-                Py_DECREF(v);
-                if (likely(!ret))
-                    return val;
-            }
-#endif
-            return (int) -1;
-        }
-    } else {
-        int val;
-        PyObject *tmp = __Pyx_PyNumber_IntOrLong(x);
-        if (!tmp) return (int) -1;
-        val = __Pyx_PyInt_As_int(tmp);
-        Py_DECREF(tmp);
-        return val;
-    }
-raise_overflow:
-    PyErr_SetString(PyExc_OverflowError,
-        "value too large to convert to int");
-    return (int) -1;
-raise_neg_overflow:
-    PyErr_SetString(PyExc_OverflowError,
-        "can't convert negative value to int");
-    return (int) -1;
-}
-
-/* CIntToPy */
-    static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value) {
-    const long neg_one = (long) -1, const_zero = (long) 0;
-    const int is_unsigned = neg_one > const_zero;
-    if (is_unsigned) {
-        if (sizeof(long) < sizeof(long)) {
-            return PyInt_FromLong((long) value);
-        } else if (sizeof(long) <= sizeof(unsigned long)) {
-            return PyLong_FromUnsignedLong((unsigned long) value);
-#ifdef HAVE_LONG_LONG
-        } else if (sizeof(long) <= sizeof(unsigned PY_LONG_LONG)) {
-            return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value);
-#endif
-        }
-    } else {
-        if (sizeof(long) <= sizeof(long)) {
-            return PyInt_FromLong((long) value);
-#ifdef HAVE_LONG_LONG
-        } else if (sizeof(long) <= sizeof(PY_LONG_LONG)) {
-            return PyLong_FromLongLong((PY_LONG_LONG) value);
-#endif
-        }
-    }
-    {
-        int one = 1; int little = (int)*(unsigned char *)&one;
-        unsigned char *bytes = (unsigned char *)&value;
-        return _PyLong_FromByteArray(bytes, sizeof(long),
-                                     little, !is_unsigned);
-    }
-}
-
-/* CIntFromPy */
-    static CYTHON_INLINE long __Pyx_PyInt_As_long(PyObject *x) {
-    const long neg_one = (long) -1, const_zero = (long) 0;
-    const int is_unsigned = neg_one > const_zero;
-#if PY_MAJOR_VERSION < 3
-    if (likely(PyInt_Check(x))) {
-        if (sizeof(long) < sizeof(long)) {
-            __PYX_VERIFY_RETURN_INT(long, long, PyInt_AS_LONG(x))
-        } else {
-            long val = PyInt_AS_LONG(x);
-            if (is_unsigned && unlikely(val < 0)) {
-                goto raise_neg_overflow;
-            }
-            return (long) val;
-        }
-    } else
-#endif
-    if (likely(PyLong_Check(x))) {
-        if (is_unsigned) {
-#if CYTHON_USE_PYLONG_INTERNALS
-            const digit* digits = ((PyLongObject*)x)->ob_digit;
-            switch (Py_SIZE(x)) {
-                case  0: return (long) 0;
-                case  1: __PYX_VERIFY_RETURN_INT(long, digit, digits[0])
-                case 2:
-                    if (8 * sizeof(long) > 1 * PyLong_SHIFT) {
-                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
-                            __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                        } else if (8 * sizeof(long) >= 2 * PyLong_SHIFT) {
-                            return (long) (((((long)digits[1]) << PyLong_SHIFT) | (long)digits[0]));
-                        }
-                    }
-                    break;
-                case 3:
-                    if (8 * sizeof(long) > 2 * PyLong_SHIFT) {
-                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
-                            __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                        } else if (8 * sizeof(long) >= 3 * PyLong_SHIFT) {
-                            return (long) (((((((long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0]));
-                        }
-                    }
-                    break;
-                case 4:
-                    if (8 * sizeof(long) > 3 * PyLong_SHIFT) {
-                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
-                            __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                        } else if (8 * sizeof(long) >= 4 * PyLong_SHIFT) {
-                            return (long) (((((((((long)digits[3]) << PyLong_SHIFT) | (long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0]));
-                        }
-                    }
-                    break;
-            }
-#endif
-#if CYTHON_COMPILING_IN_CPYTHON
-            if (unlikely(Py_SIZE(x) < 0)) {
-                goto raise_neg_overflow;
-            }
-#else
-            {
-                int result = PyObject_RichCompareBool(x, Py_False, Py_LT);
-                if (unlikely(result < 0))
-                    return (long) -1;
-                if (unlikely(result == 1))
-                    goto raise_neg_overflow;
-            }
-#endif
-            if (sizeof(long) <= sizeof(unsigned long)) {
-                __PYX_VERIFY_RETURN_INT_EXC(long, unsigned long, PyLong_AsUnsignedLong(x))
-#ifdef HAVE_LONG_LONG
-            } else if (sizeof(long) <= sizeof(unsigned PY_LONG_LONG)) {
-                __PYX_VERIFY_RETURN_INT_EXC(long, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x))
-#endif
-            }
-        } else {
-#if CYTHON_USE_PYLONG_INTERNALS
-            const digit* digits = ((PyLongObject*)x)->ob_digit;
-            switch (Py_SIZE(x)) {
-                case  0: return (long) 0;
-                case -1: __PYX_VERIFY_RETURN_INT(long, sdigit, (sdigit) (-(sdigit)digits[0]))
-                case  1: __PYX_VERIFY_RETURN_INT(long,  digit, +digits[0])
-                case -2:
-                    if (8 * sizeof(long) - 1 > 1 * PyLong_SHIFT) {
-                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
-                            __PYX_VERIFY_RETURN_INT(long, long, -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                        } else if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
-                            return (long) (((long)-1)*(((((long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
-                        }
-                    }
-                    break;
-                case 2:
-                    if (8 * sizeof(long) > 1 * PyLong_SHIFT) {
-                        if (8 * sizeof(unsigned long) > 2 * PyLong_SHIFT) {
-                            __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                        } else if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
-                            return (long) ((((((long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
-                        }
-                    }
-                    break;
-                case -3:
-                    if (8 * sizeof(long) - 1 > 2 * PyLong_SHIFT) {
-                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
-                            __PYX_VERIFY_RETURN_INT(long, long, -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                        } else if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
-                            return (long) (((long)-1)*(((((((long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
-                        }
-                    }
-                    break;
-                case 3:
-                    if (8 * sizeof(long) > 2 * PyLong_SHIFT) {
-                        if (8 * sizeof(unsigned long) > 3 * PyLong_SHIFT) {
-                            __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                        } else if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
-                            return (long) ((((((((long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
-                        }
-                    }
-                    break;
-                case -4:
-                    if (8 * sizeof(long) - 1 > 3 * PyLong_SHIFT) {
-                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
-                            __PYX_VERIFY_RETURN_INT(long, long, -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                        } else if (8 * sizeof(long) - 1 > 4 * PyLong_SHIFT) {
-                            return (long) (((long)-1)*(((((((((long)digits[3]) << PyLong_SHIFT) | (long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
-                        }
-                    }
-                    break;
-                case 4:
-                    if (8 * sizeof(long) > 3 * PyLong_SHIFT) {
-                        if (8 * sizeof(unsigned long) > 4 * PyLong_SHIFT) {
-                            __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                        } else if (8 * sizeof(long) - 1 > 4 * PyLong_SHIFT) {
-                            return (long) ((((((((((long)digits[3]) << PyLong_SHIFT) | (long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
-                        }
-                    }
-                    break;
-            }
-#endif
-            if (sizeof(long) <= sizeof(long)) {
-                __PYX_VERIFY_RETURN_INT_EXC(long, long, PyLong_AsLong(x))
-#ifdef HAVE_LONG_LONG
-            } else if (sizeof(long) <= sizeof(PY_LONG_LONG)) {
-                __PYX_VERIFY_RETURN_INT_EXC(long, PY_LONG_LONG, PyLong_AsLongLong(x))
-#endif
-            }
-        }
-        {
-#if CYTHON_COMPILING_IN_PYPY && !defined(_PyLong_AsByteArray)
-            PyErr_SetString(PyExc_RuntimeError,
-                            "_PyLong_AsByteArray() not available in PyPy, cannot convert large numbers");
-#else
-            long val;
-            PyObject *v = __Pyx_PyNumber_IntOrLong(x);
- #if PY_MAJOR_VERSION < 3
-            if (likely(v) && !PyLong_Check(v)) {
-                PyObject *tmp = v;
-                v = PyNumber_Long(tmp);
-                Py_DECREF(tmp);
-            }
- #endif
-            if (likely(v)) {
-                int one = 1; int is_little = (int)*(unsigned char *)&one;
-                unsigned char *bytes = (unsigned char *)&val;
-                int ret = _PyLong_AsByteArray((PyLongObject *)v,
-                                              bytes, sizeof(val),
-                                              is_little, !is_unsigned);
-                Py_DECREF(v);
-                if (likely(!ret))
-                    return val;
-            }
-#endif
-            return (long) -1;
-        }
-    } else {
-        long val;
-        PyObject *tmp = __Pyx_PyNumber_IntOrLong(x);
-        if (!tmp) return (long) -1;
-        val = __Pyx_PyInt_As_long(tmp);
-        Py_DECREF(tmp);
-        return val;
-    }
-raise_overflow:
-    PyErr_SetString(PyExc_OverflowError,
-        "value too large to convert to long");
-    return (long) -1;
-raise_neg_overflow:
-    PyErr_SetString(PyExc_OverflowError,
-        "can't convert negative value to long");
-    return (long) -1;
-}
-
-/* FastTypeChecks */
-    #if CYTHON_COMPILING_IN_CPYTHON
-static int __Pyx_InBases(PyTypeObject *a, PyTypeObject *b) {
-    while (a) {
-        a = a->tp_base;
-        if (a == b)
-            return 1;
-    }
-    return b == &PyBaseObject_Type;
-}
-static CYTHON_INLINE int __Pyx_IsSubtype(PyTypeObject *a, PyTypeObject *b) {
-    PyObject *mro;
-    if (a == b) return 1;
-    mro = a->tp_mro;
-    if (likely(mro)) {
-        Py_ssize_t i, n;
-        n = PyTuple_GET_SIZE(mro);
-        for (i = 0; i < n; i++) {
-            if (PyTuple_GET_ITEM(mro, i) == (PyObject *)b)
-                return 1;
-        }
-        return 0;
-    }
-    return __Pyx_InBases(a, b);
-}
-#if PY_MAJOR_VERSION == 2
-static int __Pyx_inner_PyErr_GivenExceptionMatches2(PyObject *err, PyObject* exc_type1, PyObject* exc_type2) {
-    PyObject *exception, *value, *tb;
-    int res;
-    __Pyx_PyThreadState_declare
-    __Pyx_PyThreadState_assign
-    __Pyx_ErrFetch(&exception, &value, &tb);
-    res = exc_type1 ? PyObject_IsSubclass(err, exc_type1) : 0;
-    if (unlikely(res == -1)) {
-        PyErr_WriteUnraisable(err);
-        res = 0;
-    }
-    if (!res) {
-        res = PyObject_IsSubclass(err, exc_type2);
-        if (unlikely(res == -1)) {
-            PyErr_WriteUnraisable(err);
-            res = 0;
-        }
-    }
-    __Pyx_ErrRestore(exception, value, tb);
-    return res;
-}
-#else
-static CYTHON_INLINE int __Pyx_inner_PyErr_GivenExceptionMatches2(PyObject *err, PyObject* exc_type1, PyObject *exc_type2) {
-    int res = exc_type1 ? __Pyx_IsSubtype((PyTypeObject*)err, (PyTypeObject*)exc_type1) : 0;
-    if (!res) {
-        res = __Pyx_IsSubtype((PyTypeObject*)err, (PyTypeObject*)exc_type2);
-    }
-    return res;
-}
-#endif
-static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches(PyObject *err, PyObject* exc_type) {
-    if (likely(err == exc_type)) return 1;
-    if (likely(PyExceptionClass_Check(err))) {
-        return __Pyx_inner_PyErr_GivenExceptionMatches2(err, NULL, exc_type);
-    }
-    return PyErr_GivenExceptionMatches(err, exc_type);
-}
-static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches2(PyObject *err, PyObject *exc_type1, PyObject *exc_type2) {
-    if (likely(err == exc_type1 || err == exc_type2)) return 1;
-    if (likely(PyExceptionClass_Check(err))) {
-        return __Pyx_inner_PyErr_GivenExceptionMatches2(err, exc_type1, exc_type2);
-    }
-    return (PyErr_GivenExceptionMatches(err, exc_type1) || PyErr_GivenExceptionMatches(err, exc_type2));
-}
-#endif
-
-/* CheckBinaryVersion */
-    static int __Pyx_check_binary_version(void) {
-    char ctversion[4], rtversion[4];
-    PyOS_snprintf(ctversion, 4, "%d.%d", PY_MAJOR_VERSION, PY_MINOR_VERSION);
-    PyOS_snprintf(rtversion, 4, "%s", Py_GetVersion());
-    if (ctversion[0] != rtversion[0] || ctversion[2] != rtversion[2]) {
-        char message[200];
-        PyOS_snprintf(message, sizeof(message),
-                      "compiletime version %s of module '%.100s' "
-                      "does not match runtime version %s",
-                      ctversion, __Pyx_MODULE_NAME, rtversion);
-        return PyErr_WarnEx(NULL, message, 1);
-    }
-    return 0;
-}
-
-/* ModuleImport */
-    #ifndef __PYX_HAVE_RT_ImportModule
-#define __PYX_HAVE_RT_ImportModule
-static PyObject *__Pyx_ImportModule(const char *name) {
-    PyObject *py_name = 0;
-    PyObject *py_module = 0;
-    py_name = __Pyx_PyIdentifier_FromString(name);
-    if (!py_name)
-        goto bad;
-    py_module = PyImport_Import(py_name);
-    Py_DECREF(py_name);
-    return py_module;
-bad:
-    Py_XDECREF(py_name);
-    return 0;
-}
-#endif
-
-/* TypeImport */
-    #ifndef __PYX_HAVE_RT_ImportType
-#define __PYX_HAVE_RT_ImportType
-static PyTypeObject *__Pyx_ImportType(const char *module_name, const char *class_name,
-    size_t size, int strict)
-{
-    PyObject *py_module = 0;
-    PyObject *result = 0;
-    PyObject *py_name = 0;
-    char warning[200];
-    Py_ssize_t basicsize;
-#ifdef Py_LIMITED_API
-    PyObject *py_basicsize;
-#endif
-    py_module = __Pyx_ImportModule(module_name);
-    if (!py_module)
-        goto bad;
-    py_name = __Pyx_PyIdentifier_FromString(class_name);
-    if (!py_name)
-        goto bad;
-    result = PyObject_GetAttr(py_module, py_name);
-    Py_DECREF(py_name);
-    py_name = 0;
-    Py_DECREF(py_module);
-    py_module = 0;
-    if (!result)
-        goto bad;
-    if (!PyType_Check(result)) {
-        PyErr_Format(PyExc_TypeError,
-            "%.200s.%.200s is not a type object",
-            module_name, class_name);
-        goto bad;
-    }
-#ifndef Py_LIMITED_API
-    basicsize = ((PyTypeObject *)result)->tp_basicsize;
-#else
-    py_basicsize = PyObject_GetAttrString(result, "__basicsize__");
-    if (!py_basicsize)
-        goto bad;
-    basicsize = PyLong_AsSsize_t(py_basicsize);
-    Py_DECREF(py_basicsize);
-    py_basicsize = 0;
-    if (basicsize == (Py_ssize_t)-1 && PyErr_Occurred())
-        goto bad;
-#endif
-    if (!strict && (size_t)basicsize > size) {
-        PyOS_snprintf(warning, sizeof(warning),
-            "%s.%s size changed, may indicate binary incompatibility. Expected %zd, got %zd",
-            module_name, class_name, basicsize, size);
-        if (PyErr_WarnEx(NULL, warning, 0) < 0) goto bad;
-    }
-    else if ((size_t)basicsize != size) {
-        PyErr_Format(PyExc_ValueError,
-            "%.200s.%.200s has the wrong size, try recompiling. Expected %zd, got %zd",
-            module_name, class_name, basicsize, size);
-        goto bad;
-    }
-    return (PyTypeObject *)result;
-bad:
-    Py_XDECREF(py_module);
-    Py_XDECREF(result);
-    return NULL;
-}
-#endif
-
-/* InitStrings */
-    static int __Pyx_InitStrings(__Pyx_StringTabEntry *t) {
-    while (t->p) {
-        #if PY_MAJOR_VERSION < 3
-        if (t->is_unicode) {
-            *t->p = PyUnicode_DecodeUTF8(t->s, t->n - 1, NULL);
-        } else if (t->intern) {
-            *t->p = PyString_InternFromString(t->s);
-        } else {
-            *t->p = PyString_FromStringAndSize(t->s, t->n - 1);
-        }
-        #else
-        if (t->is_unicode | t->is_str) {
-            if (t->intern) {
-                *t->p = PyUnicode_InternFromString(t->s);
-            } else if (t->encoding) {
-                *t->p = PyUnicode_Decode(t->s, t->n - 1, t->encoding, NULL);
-            } else {
-                *t->p = PyUnicode_FromStringAndSize(t->s, t->n - 1);
-            }
-        } else {
-            *t->p = PyBytes_FromStringAndSize(t->s, t->n - 1);
-        }
-        #endif
-        if (!*t->p)
-            return -1;
-        if (PyObject_Hash(*t->p) == -1)
-            return -1;
-        ++t;
-    }
-    return 0;
-}
-
-static CYTHON_INLINE PyObject* __Pyx_PyUnicode_FromString(const char* c_str) {
-    return __Pyx_PyUnicode_FromStringAndSize(c_str, (Py_ssize_t)strlen(c_str));
-}
-static CYTHON_INLINE const char* __Pyx_PyObject_AsString(PyObject* o) {
-    Py_ssize_t ignore;
-    return __Pyx_PyObject_AsStringAndSize(o, &ignore);
-}
-#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII || __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT
-#if !CYTHON_PEP393_ENABLED
-static const char* __Pyx_PyUnicode_AsStringAndSize(PyObject* o, Py_ssize_t *length) {
-    char* defenc_c;
-    PyObject* defenc = _PyUnicode_AsDefaultEncodedString(o, NULL);
-    if (!defenc) return NULL;
-    defenc_c = PyBytes_AS_STRING(defenc);
-#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
-    {
-        char* end = defenc_c + PyBytes_GET_SIZE(defenc);
-        char* c;
-        for (c = defenc_c; c < end; c++) {
-            if ((unsigned char) (*c) >= 128) {
-                PyUnicode_AsASCIIString(o);
-                return NULL;
-            }
-        }
-    }
-#endif
-    *length = PyBytes_GET_SIZE(defenc);
-    return defenc_c;
-}
-#else
-static CYTHON_INLINE const char* __Pyx_PyUnicode_AsStringAndSize(PyObject* o, Py_ssize_t *length) {
-    if (unlikely(__Pyx_PyUnicode_READY(o) == -1)) return NULL;
-#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
-    if (likely(PyUnicode_IS_ASCII(o))) {
-        *length = PyUnicode_GET_LENGTH(o);
-        return PyUnicode_AsUTF8(o);
-    } else {
-        PyUnicode_AsASCIIString(o);
-        return NULL;
-    }
-#else
-    return PyUnicode_AsUTF8AndSize(o, length);
-#endif
-}
-#endif
-#endif
-static CYTHON_INLINE const char* __Pyx_PyObject_AsStringAndSize(PyObject* o, Py_ssize_t *length) {
-#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII || __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT
-    if (
-#if PY_MAJOR_VERSION < 3 && __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
-            __Pyx_sys_getdefaultencoding_not_ascii &&
-#endif
-            PyUnicode_Check(o)) {
-        return __Pyx_PyUnicode_AsStringAndSize(o, length);
-    } else
-#endif
-#if (!CYTHON_COMPILING_IN_PYPY) || (defined(PyByteArray_AS_STRING) && defined(PyByteArray_GET_SIZE))
-    if (PyByteArray_Check(o)) {
-        *length = PyByteArray_GET_SIZE(o);
-        return PyByteArray_AS_STRING(o);
-    } else
-#endif
-    {
-        char* result;
-        int r = PyBytes_AsStringAndSize(o, &result, length);
-        if (unlikely(r < 0)) {
-            return NULL;
-        } else {
-            return result;
-        }
-    }
-}
-static CYTHON_INLINE int __Pyx_PyObject_IsTrue(PyObject* x) {
-   int is_true = x == Py_True;
-   if (is_true | (x == Py_False) | (x == Py_None)) return is_true;
-   else return PyObject_IsTrue(x);
-}
-static PyObject* __Pyx_PyNumber_IntOrLongWrongResultType(PyObject* result, const char* type_name) {
-#if PY_MAJOR_VERSION >= 3
-    if (PyLong_Check(result)) {
-        if (PyErr_WarnFormat(PyExc_DeprecationWarning, 1,
-                "__int__ returned non-int (type %.200s).  "
-                "The ability to return an instance of a strict subclass of int "
-                "is deprecated, and may be removed in a future version of Python.",
-                Py_TYPE(result)->tp_name)) {
-            Py_DECREF(result);
-            return NULL;
-        }
-        return result;
-    }
-#endif
-    PyErr_Format(PyExc_TypeError,
-                 "__%.4s__ returned non-%.4s (type %.200s)",
-                 type_name, type_name, Py_TYPE(result)->tp_name);
-    Py_DECREF(result);
-    return NULL;
-}
-static CYTHON_INLINE PyObject* __Pyx_PyNumber_IntOrLong(PyObject* x) {
-#if CYTHON_USE_TYPE_SLOTS
-  PyNumberMethods *m;
-#endif
-  const char *name = NULL;
-  PyObject *res = NULL;
-#if PY_MAJOR_VERSION < 3
-  if (likely(PyInt_Check(x) || PyLong_Check(x)))
-#else
-  if (likely(PyLong_Check(x)))
-#endif
-    return __Pyx_NewRef(x);
-#if CYTHON_USE_TYPE_SLOTS
-  m = Py_TYPE(x)->tp_as_number;
-  #if PY_MAJOR_VERSION < 3
-  if (m && m->nb_int) {
-    name = "int";
-    res = m->nb_int(x);
-  }
-  else if (m && m->nb_long) {
-    name = "long";
-    res = m->nb_long(x);
-  }
-  #else
-  if (likely(m && m->nb_int)) {
-    name = "int";
-    res = m->nb_int(x);
-  }
-  #endif
-#else
-  if (!PyBytes_CheckExact(x) && !PyUnicode_CheckExact(x)) {
-    res = PyNumber_Int(x);
-  }
-#endif
-  if (likely(res)) {
-#if PY_MAJOR_VERSION < 3
-    if (unlikely(!PyInt_Check(res) && !PyLong_Check(res))) {
-#else
-    if (unlikely(!PyLong_CheckExact(res))) {
-#endif
-        return __Pyx_PyNumber_IntOrLongWrongResultType(res, name);
-    }
-  }
-  else if (!PyErr_Occurred()) {
-    PyErr_SetString(PyExc_TypeError,
-                    "an integer is required");
-  }
-  return res;
-}
-static CYTHON_INLINE Py_ssize_t __Pyx_PyIndex_AsSsize_t(PyObject* b) {
-  Py_ssize_t ival;
-  PyObject *x;
-#if PY_MAJOR_VERSION < 3
-  if (likely(PyInt_CheckExact(b))) {
-    if (sizeof(Py_ssize_t) >= sizeof(long))
-        return PyInt_AS_LONG(b);
-    else
-        return PyInt_AsSsize_t(x);
-  }
-#endif
-  if (likely(PyLong_CheckExact(b))) {
-    #if CYTHON_USE_PYLONG_INTERNALS
-    const digit* digits = ((PyLongObject*)b)->ob_digit;
-    const Py_ssize_t size = Py_SIZE(b);
-    if (likely(__Pyx_sst_abs(size) <= 1)) {
-        ival = likely(size) ? digits[0] : 0;
-        if (size == -1) ival = -ival;
-        return ival;
-    } else {
-      switch (size) {
-         case 2:
-           if (8 * sizeof(Py_ssize_t) > 2 * PyLong_SHIFT) {
-             return (Py_ssize_t) (((((size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
-           }
-           break;
-         case -2:
-           if (8 * sizeof(Py_ssize_t) > 2 * PyLong_SHIFT) {
-             return -(Py_ssize_t) (((((size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
-           }
-           break;
-         case 3:
-           if (8 * sizeof(Py_ssize_t) > 3 * PyLong_SHIFT) {
-             return (Py_ssize_t) (((((((size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
-           }
-           break;
-         case -3:
-           if (8 * sizeof(Py_ssize_t) > 3 * PyLong_SHIFT) {
-             return -(Py_ssize_t) (((((((size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
-           }
-           break;
-         case 4:
-           if (8 * sizeof(Py_ssize_t) > 4 * PyLong_SHIFT) {
-             return (Py_ssize_t) (((((((((size_t)digits[3]) << PyLong_SHIFT) | (size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
-           }
-           break;
-         case -4:
-           if (8 * sizeof(Py_ssize_t) > 4 * PyLong_SHIFT) {
-             return -(Py_ssize_t) (((((((((size_t)digits[3]) << PyLong_SHIFT) | (size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
-           }
-           break;
-      }
-    }
-    #endif
-    return PyLong_AsSsize_t(b);
-  }
-  x = PyNumber_Index(b);
-  if (!x) return -1;
-  ival = PyInt_AsSsize_t(x);
-  Py_DECREF(x);
-  return ival;
-}
-static CYTHON_INLINE PyObject * __Pyx_PyInt_FromSize_t(size_t ival) {
-    return PyInt_FromSize_t(ival);
-}
-
-
-#endif /* Py_PYTHON_H */
diff --git a/faceswapimg_data/insightface/thirdparty/face3d/mesh/cython/mesh_core_cython.cpp b/faceswapimg_data/insightface/thirdparty/face3d/mesh/cython/mesh_core_cython.cpp
deleted file mode 100644
index d2d12d77d6824e1ae1e04b31595102bfbebbb4d1..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/thirdparty/face3d/mesh/cython/mesh_core_cython.cpp
+++ /dev/null
@@ -1,12395 +0,0 @@
-/* Generated by Cython 3.0.10 */
-
-/* BEGIN: Cython Metadata
-{
-    "distutils": {
-        "depends": [
-            "insightface/thirdparty/face3d/mesh/cython/mesh_core.h"
-        ],
-        "include_dirs": [
-            "insightface/thirdparty/face3d/mesh/cython"
-        ],
-        "language": "c++",
-        "name": "insightface.thirdparty.face3d.mesh.cython.mesh_core_cython",
-        "sources": [
-            "insightface/thirdparty/face3d/mesh/cython/mesh_core_cython.pyx",
-            "insightface/thirdparty/face3d/mesh/cython/mesh_core.cpp"
-        ]
-    },
-    "module_name": "insightface.thirdparty.face3d.mesh.cython.mesh_core_cython"
-}
-END: Cython Metadata */
-
-#ifndef PY_SSIZE_T_CLEAN
-#define PY_SSIZE_T_CLEAN
-#endif /* PY_SSIZE_T_CLEAN */
-#if defined(CYTHON_LIMITED_API) && 0
-  #ifndef Py_LIMITED_API
-    #if CYTHON_LIMITED_API+0 > 0x03030000
-      #define Py_LIMITED_API CYTHON_LIMITED_API
-    #else
-      #define Py_LIMITED_API 0x03030000
-    #endif
-  #endif
-#endif
-
-#include "Python.h"
-#ifndef Py_PYTHON_H
-    #error Python headers needed to compile C extensions, please install development version of Python.
-#elif PY_VERSION_HEX < 0x02070000 || (0x03000000 <= PY_VERSION_HEX && PY_VERSION_HEX < 0x03030000)
-    #error Cython requires Python 2.7+ or Python 3.3+.
-#else
-#if defined(CYTHON_LIMITED_API) && CYTHON_LIMITED_API
-#define __PYX_EXTRA_ABI_MODULE_NAME "limited"
-#else
-#define __PYX_EXTRA_ABI_MODULE_NAME ""
-#endif
-#define CYTHON_ABI "3_0_10" __PYX_EXTRA_ABI_MODULE_NAME
-#define __PYX_ABI_MODULE_NAME "_cython_" CYTHON_ABI
-#define __PYX_TYPE_MODULE_PREFIX __PYX_ABI_MODULE_NAME "."
-#define CYTHON_HEX_VERSION 0x03000AF0
-#define CYTHON_FUTURE_DIVISION 1
-#include <stddef.h>
-#ifndef offsetof
-  #define offsetof(type, member) ( (size_t) & ((type*)0) -> member )
-#endif
-#if !defined(_WIN32) && !defined(WIN32) && !defined(MS_WINDOWS)
-  #ifndef __stdcall
-    #define __stdcall
-  #endif
-  #ifndef __cdecl
-    #define __cdecl
-  #endif
-  #ifndef __fastcall
-    #define __fastcall
-  #endif
-#endif
-#ifndef DL_IMPORT
-  #define DL_IMPORT(t) t
-#endif
-#ifndef DL_EXPORT
-  #define DL_EXPORT(t) t
-#endif
-#define __PYX_COMMA ,
-#ifndef HAVE_LONG_LONG
-  #define HAVE_LONG_LONG
-#endif
-#ifndef PY_LONG_LONG
-  #define PY_LONG_LONG LONG_LONG
-#endif
-#ifndef Py_HUGE_VAL
-  #define Py_HUGE_VAL HUGE_VAL
-#endif
-#define __PYX_LIMITED_VERSION_HEX PY_VERSION_HEX
-#if defined(GRAALVM_PYTHON)
-  /* For very preliminary testing purposes. Most variables are set the same as PyPy.
-     The existence of this section does not imply that anything works or is even tested */
-  #define CYTHON_COMPILING_IN_PYPY 0
-  #define CYTHON_COMPILING_IN_CPYTHON 0
-  #define CYTHON_COMPILING_IN_LIMITED_API 0
-  #define CYTHON_COMPILING_IN_GRAAL 1
-  #define CYTHON_COMPILING_IN_NOGIL 0
-  #undef CYTHON_USE_TYPE_SLOTS
-  #define CYTHON_USE_TYPE_SLOTS 0
-  #undef CYTHON_USE_TYPE_SPECS
-  #define CYTHON_USE_TYPE_SPECS 0
-  #undef CYTHON_USE_PYTYPE_LOOKUP
-  #define CYTHON_USE_PYTYPE_LOOKUP 0
-  #if PY_VERSION_HEX < 0x03050000
-    #undef CYTHON_USE_ASYNC_SLOTS
-    #define CYTHON_USE_ASYNC_SLOTS 0
-  #elif !defined(CYTHON_USE_ASYNC_SLOTS)
-    #define CYTHON_USE_ASYNC_SLOTS 1
-  #endif
-  #undef CYTHON_USE_PYLIST_INTERNALS
-  #define CYTHON_USE_PYLIST_INTERNALS 0
-  #undef CYTHON_USE_UNICODE_INTERNALS
-  #define CYTHON_USE_UNICODE_INTERNALS 0
-  #undef CYTHON_USE_UNICODE_WRITER
-  #define CYTHON_USE_UNICODE_WRITER 0
-  #undef CYTHON_USE_PYLONG_INTERNALS
-  #define CYTHON_USE_PYLONG_INTERNALS 0
-  #undef CYTHON_AVOID_BORROWED_REFS
-  #define CYTHON_AVOID_BORROWED_REFS 1
-  #undef CYTHON_ASSUME_SAFE_MACROS
-  #define CYTHON_ASSUME_SAFE_MACROS 0
-  #undef CYTHON_UNPACK_METHODS
-  #define CYTHON_UNPACK_METHODS 0
-  #undef CYTHON_FAST_THREAD_STATE
-  #define CYTHON_FAST_THREAD_STATE 0
-  #undef CYTHON_FAST_GIL
-  #define CYTHON_FAST_GIL 0
-  #undef CYTHON_METH_FASTCALL
-  #define CYTHON_METH_FASTCALL 0
-  #undef CYTHON_FAST_PYCALL
-  #define CYTHON_FAST_PYCALL 0
-  #ifndef CYTHON_PEP487_INIT_SUBCLASS
-    #define CYTHON_PEP487_INIT_SUBCLASS (PY_MAJOR_VERSION >= 3)
-  #endif
-  #undef CYTHON_PEP489_MULTI_PHASE_INIT
-  #define CYTHON_PEP489_MULTI_PHASE_INIT 1
-  #undef CYTHON_USE_MODULE_STATE
-  #define CYTHON_USE_MODULE_STATE 0
-  #undef CYTHON_USE_TP_FINALIZE
-  #define CYTHON_USE_TP_FINALIZE 0
-  #undef CYTHON_USE_DICT_VERSIONS
-  #define CYTHON_USE_DICT_VERSIONS 0
-  #undef CYTHON_USE_EXC_INFO_STACK
-  #define CYTHON_USE_EXC_INFO_STACK 0
-  #ifndef CYTHON_UPDATE_DESCRIPTOR_DOC
-    #define CYTHON_UPDATE_DESCRIPTOR_DOC 0
-  #endif
-  #undef CYTHON_USE_FREELISTS
-  #define CYTHON_USE_FREELISTS 0
-#elif defined(PYPY_VERSION)
-  #define CYTHON_COMPILING_IN_PYPY 1
-  #define CYTHON_COMPILING_IN_CPYTHON 0
-  #define CYTHON_COMPILING_IN_LIMITED_API 0
-  #define CYTHON_COMPILING_IN_GRAAL 0
-  #define CYTHON_COMPILING_IN_NOGIL 0
-  #undef CYTHON_USE_TYPE_SLOTS
-  #define CYTHON_USE_TYPE_SLOTS 0
-  #ifndef CYTHON_USE_TYPE_SPECS
-    #define CYTHON_USE_TYPE_SPECS 0
-  #endif
-  #undef CYTHON_USE_PYTYPE_LOOKUP
-  #define CYTHON_USE_PYTYPE_LOOKUP 0
-  #if PY_VERSION_HEX < 0x03050000
-    #undef CYTHON_USE_ASYNC_SLOTS
-    #define CYTHON_USE_ASYNC_SLOTS 0
-  #elif !defined(CYTHON_USE_ASYNC_SLOTS)
-    #define CYTHON_USE_ASYNC_SLOTS 1
-  #endif
-  #undef CYTHON_USE_PYLIST_INTERNALS
-  #define CYTHON_USE_PYLIST_INTERNALS 0
-  #undef CYTHON_USE_UNICODE_INTERNALS
-  #define CYTHON_USE_UNICODE_INTERNALS 0
-  #undef CYTHON_USE_UNICODE_WRITER
-  #define CYTHON_USE_UNICODE_WRITER 0
-  #undef CYTHON_USE_PYLONG_INTERNALS
-  #define CYTHON_USE_PYLONG_INTERNALS 0
-  #undef CYTHON_AVOID_BORROWED_REFS
-  #define CYTHON_AVOID_BORROWED_REFS 1
-  #undef CYTHON_ASSUME_SAFE_MACROS
-  #define CYTHON_ASSUME_SAFE_MACROS 0
-  #undef CYTHON_UNPACK_METHODS
-  #define CYTHON_UNPACK_METHODS 0
-  #undef CYTHON_FAST_THREAD_STATE
-  #define CYTHON_FAST_THREAD_STATE 0
-  #undef CYTHON_FAST_GIL
-  #define CYTHON_FAST_GIL 0
-  #undef CYTHON_METH_FASTCALL
-  #define CYTHON_METH_FASTCALL 0
-  #undef CYTHON_FAST_PYCALL
-  #define CYTHON_FAST_PYCALL 0
-  #ifndef CYTHON_PEP487_INIT_SUBCLASS
-    #define CYTHON_PEP487_INIT_SUBCLASS (PY_MAJOR_VERSION >= 3)
-  #endif
-  #if PY_VERSION_HEX < 0x03090000
-    #undef CYTHON_PEP489_MULTI_PHASE_INIT
-    #define CYTHON_PEP489_MULTI_PHASE_INIT 0
-  #elif !defined(CYTHON_PEP489_MULTI_PHASE_INIT)
-    #define CYTHON_PEP489_MULTI_PHASE_INIT 1
-  #endif
-  #undef CYTHON_USE_MODULE_STATE
-  #define CYTHON_USE_MODULE_STATE 0
-  #undef CYTHON_USE_TP_FINALIZE
-  #define CYTHON_USE_TP_FINALIZE (PY_VERSION_HEX >= 0x030400a1 && PYPY_VERSION_NUM >= 0x07030C00)
-  #undef CYTHON_USE_DICT_VERSIONS
-  #define CYTHON_USE_DICT_VERSIONS 0
-  #undef CYTHON_USE_EXC_INFO_STACK
-  #define CYTHON_USE_EXC_INFO_STACK 0
-  #ifndef CYTHON_UPDATE_DESCRIPTOR_DOC
-    #define CYTHON_UPDATE_DESCRIPTOR_DOC 0
-  #endif
-  #undef CYTHON_USE_FREELISTS
-  #define CYTHON_USE_FREELISTS 0
-#elif defined(CYTHON_LIMITED_API)
-  #ifdef Py_LIMITED_API
-    #undef __PYX_LIMITED_VERSION_HEX
-    #define __PYX_LIMITED_VERSION_HEX Py_LIMITED_API
-  #endif
-  #define CYTHON_COMPILING_IN_PYPY 0
-  #define CYTHON_COMPILING_IN_CPYTHON 0
-  #define CYTHON_COMPILING_IN_LIMITED_API 1
-  #define CYTHON_COMPILING_IN_GRAAL 0
-  #define CYTHON_COMPILING_IN_NOGIL 0
-  #undef CYTHON_CLINE_IN_TRACEBACK
-  #define CYTHON_CLINE_IN_TRACEBACK 0
-  #undef CYTHON_USE_TYPE_SLOTS
-  #define CYTHON_USE_TYPE_SLOTS 0
-  #undef CYTHON_USE_TYPE_SPECS
-  #define CYTHON_USE_TYPE_SPECS 1
-  #undef CYTHON_USE_PYTYPE_LOOKUP
-  #define CYTHON_USE_PYTYPE_LOOKUP 0
-  #undef CYTHON_USE_ASYNC_SLOTS
-  #define CYTHON_USE_ASYNC_SLOTS 0
-  #undef CYTHON_USE_PYLIST_INTERNALS
-  #define CYTHON_USE_PYLIST_INTERNALS 0
-  #undef CYTHON_USE_UNICODE_INTERNALS
-  #define CYTHON_USE_UNICODE_INTERNALS 0
-  #ifndef CYTHON_USE_UNICODE_WRITER
-    #define CYTHON_USE_UNICODE_WRITER 0
-  #endif
-  #undef CYTHON_USE_PYLONG_INTERNALS
-  #define CYTHON_USE_PYLONG_INTERNALS 0
-  #ifndef CYTHON_AVOID_BORROWED_REFS
-    #define CYTHON_AVOID_BORROWED_REFS 0
-  #endif
-  #undef CYTHON_ASSUME_SAFE_MACROS
-  #define CYTHON_ASSUME_SAFE_MACROS 0
-  #undef CYTHON_UNPACK_METHODS
-  #define CYTHON_UNPACK_METHODS 0
-  #undef CYTHON_FAST_THREAD_STATE
-  #define CYTHON_FAST_THREAD_STATE 0
-  #undef CYTHON_FAST_GIL
-  #define CYTHON_FAST_GIL 0
-  #undef CYTHON_METH_FASTCALL
-  #define CYTHON_METH_FASTCALL 0
-  #undef CYTHON_FAST_PYCALL
-  #define CYTHON_FAST_PYCALL 0
-  #ifndef CYTHON_PEP487_INIT_SUBCLASS
-    #define CYTHON_PEP487_INIT_SUBCLASS 1
-  #endif
-  #undef CYTHON_PEP489_MULTI_PHASE_INIT
-  #define CYTHON_PEP489_MULTI_PHASE_INIT 0
-  #undef CYTHON_USE_MODULE_STATE
-  #define CYTHON_USE_MODULE_STATE 1
-  #ifndef CYTHON_USE_TP_FINALIZE
-    #define CYTHON_USE_TP_FINALIZE 0
-  #endif
-  #undef CYTHON_USE_DICT_VERSIONS
-  #define CYTHON_USE_DICT_VERSIONS 0
-  #undef CYTHON_USE_EXC_INFO_STACK
-  #define CYTHON_USE_EXC_INFO_STACK 0
-  #ifndef CYTHON_UPDATE_DESCRIPTOR_DOC
-    #define CYTHON_UPDATE_DESCRIPTOR_DOC 0
-  #endif
-  #undef CYTHON_USE_FREELISTS
-  #define CYTHON_USE_FREELISTS 0
-#elif defined(Py_GIL_DISABLED) || defined(Py_NOGIL)
-  #define CYTHON_COMPILING_IN_PYPY 0
-  #define CYTHON_COMPILING_IN_CPYTHON 0
-  #define CYTHON_COMPILING_IN_LIMITED_API 0
-  #define CYTHON_COMPILING_IN_GRAAL 0
-  #define CYTHON_COMPILING_IN_NOGIL 1
-  #ifndef CYTHON_USE_TYPE_SLOTS
-    #define CYTHON_USE_TYPE_SLOTS 1
-  #endif
-  #ifndef CYTHON_USE_TYPE_SPECS
-    #define CYTHON_USE_TYPE_SPECS 0
-  #endif
-  #undef CYTHON_USE_PYTYPE_LOOKUP
-  #define CYTHON_USE_PYTYPE_LOOKUP 0
-  #ifndef CYTHON_USE_ASYNC_SLOTS
-    #define CYTHON_USE_ASYNC_SLOTS 1
-  #endif
-  #ifndef CYTHON_USE_PYLONG_INTERNALS
-    #define CYTHON_USE_PYLONG_INTERNALS 0
-  #endif
-  #undef CYTHON_USE_PYLIST_INTERNALS
-  #define CYTHON_USE_PYLIST_INTERNALS 0
-  #ifndef CYTHON_USE_UNICODE_INTERNALS
-    #define CYTHON_USE_UNICODE_INTERNALS 1
-  #endif
-  #undef CYTHON_USE_UNICODE_WRITER
-  #define CYTHON_USE_UNICODE_WRITER 0
-  #ifndef CYTHON_AVOID_BORROWED_REFS
-    #define CYTHON_AVOID_BORROWED_REFS 0
-  #endif
-  #ifndef CYTHON_ASSUME_SAFE_MACROS
-    #define CYTHON_ASSUME_SAFE_MACROS 1
-  #endif
-  #ifndef CYTHON_UNPACK_METHODS
-    #define CYTHON_UNPACK_METHODS 1
-  #endif
-  #undef CYTHON_FAST_THREAD_STATE
-  #define CYTHON_FAST_THREAD_STATE 0
-  #undef CYTHON_FAST_GIL
-  #define CYTHON_FAST_GIL 0
-  #ifndef CYTHON_METH_FASTCALL
-    #define CYTHON_METH_FASTCALL 1
-  #endif
-  #undef CYTHON_FAST_PYCALL
-  #define CYTHON_FAST_PYCALL 0
-  #ifndef CYTHON_PEP487_INIT_SUBCLASS
-    #define CYTHON_PEP487_INIT_SUBCLASS 1
-  #endif
-  #ifndef CYTHON_PEP489_MULTI_PHASE_INIT
-    #define CYTHON_PEP489_MULTI_PHASE_INIT 1
-  #endif
-  #ifndef CYTHON_USE_MODULE_STATE
-    #define CYTHON_USE_MODULE_STATE 0
-  #endif
-  #ifndef CYTHON_USE_TP_FINALIZE
-    #define CYTHON_USE_TP_FINALIZE 1
-  #endif
-  #undef CYTHON_USE_DICT_VERSIONS
-  #define CYTHON_USE_DICT_VERSIONS 0
-  #undef CYTHON_USE_EXC_INFO_STACK
-  #define CYTHON_USE_EXC_INFO_STACK 0
-  #ifndef CYTHON_UPDATE_DESCRIPTOR_DOC
-    #define CYTHON_UPDATE_DESCRIPTOR_DOC 1
-  #endif
-  #ifndef CYTHON_USE_FREELISTS
-    #define CYTHON_USE_FREELISTS 0
-  #endif
-#else
-  #define CYTHON_COMPILING_IN_PYPY 0
-  #define CYTHON_COMPILING_IN_CPYTHON 1
-  #define CYTHON_COMPILING_IN_LIMITED_API 0
-  #define CYTHON_COMPILING_IN_GRAAL 0
-  #define CYTHON_COMPILING_IN_NOGIL 0
-  #ifndef CYTHON_USE_TYPE_SLOTS
-    #define CYTHON_USE_TYPE_SLOTS 1
-  #endif
-  #ifndef CYTHON_USE_TYPE_SPECS
-    #define CYTHON_USE_TYPE_SPECS 0
-  #endif
-  #ifndef CYTHON_USE_PYTYPE_LOOKUP
-    #define CYTHON_USE_PYTYPE_LOOKUP 1
-  #endif
-  #if PY_MAJOR_VERSION < 3
-    #undef CYTHON_USE_ASYNC_SLOTS
-    #define CYTHON_USE_ASYNC_SLOTS 0
-  #elif !defined(CYTHON_USE_ASYNC_SLOTS)
-    #define CYTHON_USE_ASYNC_SLOTS 1
-  #endif
-  #ifndef CYTHON_USE_PYLONG_INTERNALS
-    #define CYTHON_USE_PYLONG_INTERNALS 1
-  #endif
-  #ifndef CYTHON_USE_PYLIST_INTERNALS
-    #define CYTHON_USE_PYLIST_INTERNALS 1
-  #endif
-  #ifndef CYTHON_USE_UNICODE_INTERNALS
-    #define CYTHON_USE_UNICODE_INTERNALS 1
-  #endif
-  #if PY_VERSION_HEX < 0x030300F0 || PY_VERSION_HEX >= 0x030B00A2
-    #undef CYTHON_USE_UNICODE_WRITER
-    #define CYTHON_USE_UNICODE_WRITER 0
-  #elif !defined(CYTHON_USE_UNICODE_WRITER)
-    #define CYTHON_USE_UNICODE_WRITER 1
-  #endif
-  #ifndef CYTHON_AVOID_BORROWED_REFS
-    #define CYTHON_AVOID_BORROWED_REFS 0
-  #endif
-  #ifndef CYTHON_ASSUME_SAFE_MACROS
-    #define CYTHON_ASSUME_SAFE_MACROS 1
-  #endif
-  #ifndef CYTHON_UNPACK_METHODS
-    #define CYTHON_UNPACK_METHODS 1
-  #endif
-  #ifndef CYTHON_FAST_THREAD_STATE
-    #define CYTHON_FAST_THREAD_STATE 1
-  #endif
-  #ifndef CYTHON_FAST_GIL
-    #define CYTHON_FAST_GIL (PY_MAJOR_VERSION < 3 || PY_VERSION_HEX >= 0x03060000 && PY_VERSION_HEX < 0x030C00A6)
-  #endif
-  #ifndef CYTHON_METH_FASTCALL
-    #define CYTHON_METH_FASTCALL (PY_VERSION_HEX >= 0x030700A1)
-  #endif
-  #ifndef CYTHON_FAST_PYCALL
-    #define CYTHON_FAST_PYCALL 1
-  #endif
-  #ifndef CYTHON_PEP487_INIT_SUBCLASS
-    #define CYTHON_PEP487_INIT_SUBCLASS 1
-  #endif
-  #if PY_VERSION_HEX < 0x03050000
-    #undef CYTHON_PEP489_MULTI_PHASE_INIT
-    #define CYTHON_PEP489_MULTI_PHASE_INIT 0
-  #elif !defined(CYTHON_PEP489_MULTI_PHASE_INIT)
-    #define CYTHON_PEP489_MULTI_PHASE_INIT 1
-  #endif
-  #ifndef CYTHON_USE_MODULE_STATE
-    #define CYTHON_USE_MODULE_STATE 0
-  #endif
-  #if PY_VERSION_HEX < 0x030400a1
-    #undef CYTHON_USE_TP_FINALIZE
-    #define CYTHON_USE_TP_FINALIZE 0
-  #elif !defined(CYTHON_USE_TP_FINALIZE)
-    #define CYTHON_USE_TP_FINALIZE 1
-  #endif
-  #if PY_VERSION_HEX < 0x030600B1
-    #undef CYTHON_USE_DICT_VERSIONS
-    #define CYTHON_USE_DICT_VERSIONS 0
-  #elif !defined(CYTHON_USE_DICT_VERSIONS)
-    #define CYTHON_USE_DICT_VERSIONS  (PY_VERSION_HEX < 0x030C00A5)
-  #endif
-  #if PY_VERSION_HEX < 0x030700A3
-    #undef CYTHON_USE_EXC_INFO_STACK
-    #define CYTHON_USE_EXC_INFO_STACK 0
-  #elif !defined(CYTHON_USE_EXC_INFO_STACK)
-    #define CYTHON_USE_EXC_INFO_STACK 1
-  #endif
-  #ifndef CYTHON_UPDATE_DESCRIPTOR_DOC
-    #define CYTHON_UPDATE_DESCRIPTOR_DOC 1
-  #endif
-  #ifndef CYTHON_USE_FREELISTS
-    #define CYTHON_USE_FREELISTS 1
-  #endif
-#endif
-#if !defined(CYTHON_FAST_PYCCALL)
-#define CYTHON_FAST_PYCCALL  (CYTHON_FAST_PYCALL && PY_VERSION_HEX >= 0x030600B1)
-#endif
-#if !defined(CYTHON_VECTORCALL)
-#define CYTHON_VECTORCALL  (CYTHON_FAST_PYCCALL && PY_VERSION_HEX >= 0x030800B1)
-#endif
-#define CYTHON_BACKPORT_VECTORCALL (CYTHON_METH_FASTCALL && PY_VERSION_HEX < 0x030800B1)
-#if CYTHON_USE_PYLONG_INTERNALS
-  #if PY_MAJOR_VERSION < 3
-    #include "longintrepr.h"
-  #endif
-  #undef SHIFT
-  #undef BASE
-  #undef MASK
-  #ifdef SIZEOF_VOID_P
-    enum { __pyx_check_sizeof_voidp = 1 / (int)(SIZEOF_VOID_P == sizeof(void*)) };
-  #endif
-#endif
-#ifndef __has_attribute
-  #define __has_attribute(x) 0
-#endif
-#ifndef __has_cpp_attribute
-  #define __has_cpp_attribute(x) 0
-#endif
-#ifndef CYTHON_RESTRICT
-  #if defined(__GNUC__)
-    #define CYTHON_RESTRICT __restrict__
-  #elif defined(_MSC_VER) && _MSC_VER >= 1400
-    #define CYTHON_RESTRICT __restrict
-  #elif defined (__STDC_VERSION__) && __STDC_VERSION__ >= 199901L
-    #define CYTHON_RESTRICT restrict
-  #else
-    #define CYTHON_RESTRICT
-  #endif
-#endif
-#ifndef CYTHON_UNUSED
-  #if defined(__cplusplus)
-    /* for clang __has_cpp_attribute(maybe_unused) is true even before C++17
-     * but leads to warnings with -pedantic, since it is a C++17 feature */
-    #if ((defined(_MSVC_LANG) && _MSVC_LANG >= 201703L) || __cplusplus >= 201703L)
-      #if __has_cpp_attribute(maybe_unused)
-        #define CYTHON_UNUSED [[maybe_unused]]
-      #endif
-    #endif
-  #endif
-#endif
-#ifndef CYTHON_UNUSED
-# if defined(__GNUC__)
-#   if !(defined(__cplusplus)) || (__GNUC__ > 3 || (__GNUC__ == 3 && __GNUC_MINOR__ >= 4))
-#     define CYTHON_UNUSED __attribute__ ((__unused__))
-#   else
-#     define CYTHON_UNUSED
-#   endif
-# elif defined(__ICC) || (defined(__INTEL_COMPILER) && !defined(_MSC_VER))
-#   define CYTHON_UNUSED __attribute__ ((__unused__))
-# else
-#   define CYTHON_UNUSED
-# endif
-#endif
-#ifndef CYTHON_UNUSED_VAR
-#  if defined(__cplusplus)
-     template<class T> void CYTHON_UNUSED_VAR( const T& ) { }
-#  else
-#    define CYTHON_UNUSED_VAR(x) (void)(x)
-#  endif
-#endif
-#ifndef CYTHON_MAYBE_UNUSED_VAR
-  #define CYTHON_MAYBE_UNUSED_VAR(x) CYTHON_UNUSED_VAR(x)
-#endif
-#ifndef CYTHON_NCP_UNUSED
-# if CYTHON_COMPILING_IN_CPYTHON
-#  define CYTHON_NCP_UNUSED
-# else
-#  define CYTHON_NCP_UNUSED CYTHON_UNUSED
-# endif
-#endif
-#ifndef CYTHON_USE_CPP_STD_MOVE
-  #if defined(__cplusplus) && (\
-    __cplusplus >= 201103L || (defined(_MSC_VER) && _MSC_VER >= 1600))
-    #define CYTHON_USE_CPP_STD_MOVE 1
-  #else
-    #define CYTHON_USE_CPP_STD_MOVE 0
-  #endif
-#endif
-#define __Pyx_void_to_None(void_result) ((void)(void_result), Py_INCREF(Py_None), Py_None)
-#ifdef _MSC_VER
-    #ifndef _MSC_STDINT_H_
-        #if _MSC_VER < 1300
-            typedef unsigned char     uint8_t;
-            typedef unsigned short    uint16_t;
-            typedef unsigned int      uint32_t;
-        #else
-            typedef unsigned __int8   uint8_t;
-            typedef unsigned __int16  uint16_t;
-            typedef unsigned __int32  uint32_t;
-        #endif
-    #endif
-    #if _MSC_VER < 1300
-        #ifdef _WIN64
-            typedef unsigned long long  __pyx_uintptr_t;
-        #else
-            typedef unsigned int        __pyx_uintptr_t;
-        #endif
-    #else
-        #ifdef _WIN64
-            typedef unsigned __int64    __pyx_uintptr_t;
-        #else
-            typedef unsigned __int32    __pyx_uintptr_t;
-        #endif
-    #endif
-#else
-    #include <stdint.h>
-    typedef uintptr_t  __pyx_uintptr_t;
-#endif
-#ifndef CYTHON_FALLTHROUGH
-  #if defined(__cplusplus)
-    /* for clang __has_cpp_attribute(fallthrough) is true even before C++17
-     * but leads to warnings with -pedantic, since it is a C++17 feature */
-    #if ((defined(_MSVC_LANG) && _MSVC_LANG >= 201703L) || __cplusplus >= 201703L)
-      #if __has_cpp_attribute(fallthrough)
-        #define CYTHON_FALLTHROUGH [[fallthrough]]
-      #endif
-    #endif
-    #ifndef CYTHON_FALLTHROUGH
-      #if __has_cpp_attribute(clang::fallthrough)
-        #define CYTHON_FALLTHROUGH [[clang::fallthrough]]
-      #elif __has_cpp_attribute(gnu::fallthrough)
-        #define CYTHON_FALLTHROUGH [[gnu::fallthrough]]
-      #endif
-    #endif
-  #endif
-  #ifndef CYTHON_FALLTHROUGH
-    #if __has_attribute(fallthrough)
-      #define CYTHON_FALLTHROUGH __attribute__((fallthrough))
-    #else
-      #define CYTHON_FALLTHROUGH
-    #endif
-  #endif
-  #if defined(__clang__) && defined(__apple_build_version__)
-    #if __apple_build_version__ < 7000000
-      #undef  CYTHON_FALLTHROUGH
-      #define CYTHON_FALLTHROUGH
-    #endif
-  #endif
-#endif
-#ifdef __cplusplus
-  template <typename T>
-  struct __PYX_IS_UNSIGNED_IMPL {static const bool value = T(0) < T(-1);};
-  #define __PYX_IS_UNSIGNED(type) (__PYX_IS_UNSIGNED_IMPL<type>::value)
-#else
-  #define __PYX_IS_UNSIGNED(type) (((type)-1) > 0)
-#endif
-#if CYTHON_COMPILING_IN_PYPY == 1
-  #define __PYX_NEED_TP_PRINT_SLOT  (PY_VERSION_HEX >= 0x030800b4 && PY_VERSION_HEX < 0x030A0000)
-#else
-  #define __PYX_NEED_TP_PRINT_SLOT  (PY_VERSION_HEX >= 0x030800b4 && PY_VERSION_HEX < 0x03090000)
-#endif
-#define __PYX_REINTERPRET_FUNCION(func_pointer, other_pointer) ((func_pointer)(void(*)(void))(other_pointer))
-
-#ifndef __cplusplus
-  #error "Cython files generated with the C++ option must be compiled with a C++ compiler."
-#endif
-#ifndef CYTHON_INLINE
-  #if defined(__clang__)
-    #define CYTHON_INLINE __inline__ __attribute__ ((__unused__))
-  #else
-    #define CYTHON_INLINE inline
-  #endif
-#endif
-template<typename T>
-void __Pyx_call_destructor(T& x) {
-    x.~T();
-}
-template<typename T>
-class __Pyx_FakeReference {
-  public:
-    __Pyx_FakeReference() : ptr(NULL) { }
-    __Pyx_FakeReference(const T& ref) : ptr(const_cast<T*>(&ref)) { }
-    T *operator->() { return ptr; }
-    T *operator&() { return ptr; }
-    operator T&() { return *ptr; }
-    template<typename U> bool operator ==(const U& other) const { return *ptr == other; }
-    template<typename U> bool operator !=(const U& other) const { return *ptr != other; }
-    template<typename U> bool operator==(const __Pyx_FakeReference<U>& other) const { return *ptr == *other.ptr; }
-    template<typename U> bool operator!=(const __Pyx_FakeReference<U>& other) const { return *ptr != *other.ptr; }
-  private:
-    T *ptr;
-};
-
-#define __PYX_BUILD_PY_SSIZE_T "n"
-#define CYTHON_FORMAT_SSIZE_T "z"
-#if PY_MAJOR_VERSION < 3
-  #define __Pyx_BUILTIN_MODULE_NAME "__builtin__"
-  #define __Pyx_DefaultClassType PyClass_Type
-  #define __Pyx_PyCode_New(a, p, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)\
-          PyCode_New(a+k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)
-#else
-  #define __Pyx_BUILTIN_MODULE_NAME "builtins"
-  #define __Pyx_DefaultClassType PyType_Type
-#if CYTHON_COMPILING_IN_LIMITED_API
-    static CYTHON_INLINE PyObject* __Pyx_PyCode_New(int a, int p, int k, int l, int s, int f,
-                                                    PyObject *code, PyObject *c, PyObject* n, PyObject *v,
-                                                    PyObject *fv, PyObject *cell, PyObject* fn,
-                                                    PyObject *name, int fline, PyObject *lnos) {
-        PyObject *exception_table = NULL;
-        PyObject *types_module=NULL, *code_type=NULL, *result=NULL;
-        #if __PYX_LIMITED_VERSION_HEX < 0x030B0000
-        PyObject *version_info;
-        PyObject *py_minor_version = NULL;
-        #endif
-        long minor_version = 0;
-        PyObject *type, *value, *traceback;
-        PyErr_Fetch(&type, &value, &traceback);
-        #if __PYX_LIMITED_VERSION_HEX >= 0x030B0000
-        minor_version = 11;
-        #else
-        if (!(version_info = PySys_GetObject("version_info"))) goto end;
-        if (!(py_minor_version = PySequence_GetItem(version_info, 1))) goto end;
-        minor_version = PyLong_AsLong(py_minor_version);
-        Py_DECREF(py_minor_version);
-        if (minor_version == -1 && PyErr_Occurred()) goto end;
-        #endif
-        if (!(types_module = PyImport_ImportModule("types"))) goto end;
-        if (!(code_type = PyObject_GetAttrString(types_module, "CodeType"))) goto end;
-        if (minor_version <= 7) {
-            (void)p;
-            result = PyObject_CallFunction(code_type, "iiiiiOOOOOOiOO", a, k, l, s, f, code,
-                          c, n, v, fn, name, fline, lnos, fv, cell);
-        } else if (minor_version <= 10) {
-            result = PyObject_CallFunction(code_type, "iiiiiiOOOOOOiOO", a,p, k, l, s, f, code,
-                          c, n, v, fn, name, fline, lnos, fv, cell);
-        } else {
-            if (!(exception_table = PyBytes_FromStringAndSize(NULL, 0))) goto end;
-            result = PyObject_CallFunction(code_type, "iiiiiiOOOOOOOiOO", a,p, k, l, s, f, code,
-                          c, n, v, fn, name, name, fline, lnos, exception_table, fv, cell);
-        }
-    end:
-        Py_XDECREF(code_type);
-        Py_XDECREF(exception_table);
-        Py_XDECREF(types_module);
-        if (type) {
-            PyErr_Restore(type, value, traceback);
-        }
-        return result;
-    }
-    #ifndef CO_OPTIMIZED
-    #define CO_OPTIMIZED 0x0001
-    #endif
-    #ifndef CO_NEWLOCALS
-    #define CO_NEWLOCALS 0x0002
-    #endif
-    #ifndef CO_VARARGS
-    #define CO_VARARGS 0x0004
-    #endif
-    #ifndef CO_VARKEYWORDS
-    #define CO_VARKEYWORDS 0x0008
-    #endif
-    #ifndef CO_ASYNC_GENERATOR
-    #define CO_ASYNC_GENERATOR 0x0200
-    #endif
-    #ifndef CO_GENERATOR
-    #define CO_GENERATOR 0x0020
-    #endif
-    #ifndef CO_COROUTINE
-    #define CO_COROUTINE 0x0080
-    #endif
-#elif PY_VERSION_HEX >= 0x030B0000
-  static CYTHON_INLINE PyCodeObject* __Pyx_PyCode_New(int a, int p, int k, int l, int s, int f,
-                                                    PyObject *code, PyObject *c, PyObject* n, PyObject *v,
-                                                    PyObject *fv, PyObject *cell, PyObject* fn,
-                                                    PyObject *name, int fline, PyObject *lnos) {
-    PyCodeObject *result;
-    PyObject *empty_bytes = PyBytes_FromStringAndSize("", 0);
-    if (!empty_bytes) return NULL;
-    result =
-      #if PY_VERSION_HEX >= 0x030C0000
-        PyUnstable_Code_NewWithPosOnlyArgs
-      #else
-        PyCode_NewWithPosOnlyArgs
-      #endif
-        (a, p, k, l, s, f, code, c, n, v, fv, cell, fn, name, name, fline, lnos, empty_bytes);
-    Py_DECREF(empty_bytes);
-    return result;
-  }
-#elif PY_VERSION_HEX >= 0x030800B2 && !CYTHON_COMPILING_IN_PYPY
-  #define __Pyx_PyCode_New(a, p, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)\
-          PyCode_NewWithPosOnlyArgs(a, p, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)
-#else
-  #define __Pyx_PyCode_New(a, p, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)\
-          PyCode_New(a, k, l, s, f, code, c, n, v, fv, cell, fn, name, fline, lnos)
-#endif
-#endif
-#if PY_VERSION_HEX >= 0x030900A4 || defined(Py_IS_TYPE)
-  #define __Pyx_IS_TYPE(ob, type) Py_IS_TYPE(ob, type)
-#else
-  #define __Pyx_IS_TYPE(ob, type) (((const PyObject*)ob)->ob_type == (type))
-#endif
-#if PY_VERSION_HEX >= 0x030A00B1 || defined(Py_Is)
-  #define __Pyx_Py_Is(x, y)  Py_Is(x, y)
-#else
-  #define __Pyx_Py_Is(x, y) ((x) == (y))
-#endif
-#if PY_VERSION_HEX >= 0x030A00B1 || defined(Py_IsNone)
-  #define __Pyx_Py_IsNone(ob) Py_IsNone(ob)
-#else
-  #define __Pyx_Py_IsNone(ob) __Pyx_Py_Is((ob), Py_None)
-#endif
-#if PY_VERSION_HEX >= 0x030A00B1 || defined(Py_IsTrue)
-  #define __Pyx_Py_IsTrue(ob) Py_IsTrue(ob)
-#else
-  #define __Pyx_Py_IsTrue(ob) __Pyx_Py_Is((ob), Py_True)
-#endif
-#if PY_VERSION_HEX >= 0x030A00B1 || defined(Py_IsFalse)
-  #define __Pyx_Py_IsFalse(ob) Py_IsFalse(ob)
-#else
-  #define __Pyx_Py_IsFalse(ob) __Pyx_Py_Is((ob), Py_False)
-#endif
-#define __Pyx_NoneAsNull(obj)  (__Pyx_Py_IsNone(obj) ? NULL : (obj))
-#if PY_VERSION_HEX >= 0x030900F0 && !CYTHON_COMPILING_IN_PYPY
-  #define __Pyx_PyObject_GC_IsFinalized(o) PyObject_GC_IsFinalized(o)
-#else
-  #define __Pyx_PyObject_GC_IsFinalized(o) _PyGC_FINALIZED(o)
-#endif
-#ifndef CO_COROUTINE
-  #define CO_COROUTINE 0x80
-#endif
-#ifndef CO_ASYNC_GENERATOR
-  #define CO_ASYNC_GENERATOR 0x200
-#endif
-#ifndef Py_TPFLAGS_CHECKTYPES
-  #define Py_TPFLAGS_CHECKTYPES 0
-#endif
-#ifndef Py_TPFLAGS_HAVE_INDEX
-  #define Py_TPFLAGS_HAVE_INDEX 0
-#endif
-#ifndef Py_TPFLAGS_HAVE_NEWBUFFER
-  #define Py_TPFLAGS_HAVE_NEWBUFFER 0
-#endif
-#ifndef Py_TPFLAGS_HAVE_FINALIZE
-  #define Py_TPFLAGS_HAVE_FINALIZE 0
-#endif
-#ifndef Py_TPFLAGS_SEQUENCE
-  #define Py_TPFLAGS_SEQUENCE 0
-#endif
-#ifndef Py_TPFLAGS_MAPPING
-  #define Py_TPFLAGS_MAPPING 0
-#endif
-#ifndef METH_STACKLESS
-  #define METH_STACKLESS 0
-#endif
-#if PY_VERSION_HEX <= 0x030700A3 || !defined(METH_FASTCALL)
-  #ifndef METH_FASTCALL
-     #define METH_FASTCALL 0x80
-  #endif
-  typedef PyObject *(*__Pyx_PyCFunctionFast) (PyObject *self, PyObject *const *args, Py_ssize_t nargs);
-  typedef PyObject *(*__Pyx_PyCFunctionFastWithKeywords) (PyObject *self, PyObject *const *args,
-                                                          Py_ssize_t nargs, PyObject *kwnames);
-#else
-  #if PY_VERSION_HEX >= 0x030d00A4
-  #  define __Pyx_PyCFunctionFast PyCFunctionFast
-  #  define __Pyx_PyCFunctionFastWithKeywords PyCFunctionFastWithKeywords
-  #else
-  #  define __Pyx_PyCFunctionFast _PyCFunctionFast
-  #  define __Pyx_PyCFunctionFastWithKeywords _PyCFunctionFastWithKeywords
-  #endif
-#endif
-#if CYTHON_METH_FASTCALL
-  #define __Pyx_METH_FASTCALL METH_FASTCALL
-  #define __Pyx_PyCFunction_FastCall __Pyx_PyCFunctionFast
-  #define __Pyx_PyCFunction_FastCallWithKeywords __Pyx_PyCFunctionFastWithKeywords
-#else
-  #define __Pyx_METH_FASTCALL METH_VARARGS
-  #define __Pyx_PyCFunction_FastCall PyCFunction
-  #define __Pyx_PyCFunction_FastCallWithKeywords PyCFunctionWithKeywords
-#endif
-#if CYTHON_VECTORCALL
-  #define __pyx_vectorcallfunc vectorcallfunc
-  #define __Pyx_PY_VECTORCALL_ARGUMENTS_OFFSET  PY_VECTORCALL_ARGUMENTS_OFFSET
-  #define __Pyx_PyVectorcall_NARGS(n)  PyVectorcall_NARGS((size_t)(n))
-#elif CYTHON_BACKPORT_VECTORCALL
-  typedef PyObject *(*__pyx_vectorcallfunc)(PyObject *callable, PyObject *const *args,
-                                            size_t nargsf, PyObject *kwnames);
-  #define __Pyx_PY_VECTORCALL_ARGUMENTS_OFFSET  ((size_t)1 << (8 * sizeof(size_t) - 1))
-  #define __Pyx_PyVectorcall_NARGS(n)  ((Py_ssize_t)(((size_t)(n)) & ~__Pyx_PY_VECTORCALL_ARGUMENTS_OFFSET))
-#else
-  #define __Pyx_PY_VECTORCALL_ARGUMENTS_OFFSET  0
-  #define __Pyx_PyVectorcall_NARGS(n)  ((Py_ssize_t)(n))
-#endif
-#if PY_MAJOR_VERSION >= 0x030900B1
-#define __Pyx_PyCFunction_CheckExact(func)  PyCFunction_CheckExact(func)
-#else
-#define __Pyx_PyCFunction_CheckExact(func)  PyCFunction_Check(func)
-#endif
-#define __Pyx_CyOrPyCFunction_Check(func)  PyCFunction_Check(func)
-#if CYTHON_COMPILING_IN_CPYTHON
-#define __Pyx_CyOrPyCFunction_GET_FUNCTION(func)  (((PyCFunctionObject*)(func))->m_ml->ml_meth)
-#elif !CYTHON_COMPILING_IN_LIMITED_API
-#define __Pyx_CyOrPyCFunction_GET_FUNCTION(func)  PyCFunction_GET_FUNCTION(func)
-#endif
-#if CYTHON_COMPILING_IN_CPYTHON
-#define __Pyx_CyOrPyCFunction_GET_FLAGS(func)  (((PyCFunctionObject*)(func))->m_ml->ml_flags)
-static CYTHON_INLINE PyObject* __Pyx_CyOrPyCFunction_GET_SELF(PyObject *func) {
-    return (__Pyx_CyOrPyCFunction_GET_FLAGS(func) & METH_STATIC) ? NULL : ((PyCFunctionObject*)func)->m_self;
-}
-#endif
-static CYTHON_INLINE int __Pyx__IsSameCFunction(PyObject *func, void *cfunc) {
-#if CYTHON_COMPILING_IN_LIMITED_API
-    return PyCFunction_Check(func) && PyCFunction_GetFunction(func) == (PyCFunction) cfunc;
-#else
-    return PyCFunction_Check(func) && PyCFunction_GET_FUNCTION(func) == (PyCFunction) cfunc;
-#endif
-}
-#define __Pyx_IsSameCFunction(func, cfunc)   __Pyx__IsSameCFunction(func, cfunc)
-#if __PYX_LIMITED_VERSION_HEX < 0x030900B1
-  #define __Pyx_PyType_FromModuleAndSpec(m, s, b)  ((void)m, PyType_FromSpecWithBases(s, b))
-  typedef PyObject *(*__Pyx_PyCMethod)(PyObject *, PyTypeObject *, PyObject *const *, size_t, PyObject *);
-#else
-  #define __Pyx_PyType_FromModuleAndSpec(m, s, b)  PyType_FromModuleAndSpec(m, s, b)
-  #define __Pyx_PyCMethod  PyCMethod
-#endif
-#ifndef METH_METHOD
-  #define METH_METHOD 0x200
-#endif
-#if CYTHON_COMPILING_IN_PYPY && !defined(PyObject_Malloc)
-  #define PyObject_Malloc(s)   PyMem_Malloc(s)
-  #define PyObject_Free(p)     PyMem_Free(p)
-  #define PyObject_Realloc(p)  PyMem_Realloc(p)
-#endif
-#if CYTHON_COMPILING_IN_LIMITED_API
-  #define __Pyx_PyCode_HasFreeVars(co)  (PyCode_GetNumFree(co) > 0)
-  #define __Pyx_PyFrame_SetLineNumber(frame, lineno)
-#else
-  #define __Pyx_PyCode_HasFreeVars(co)  (PyCode_GetNumFree(co) > 0)
-  #define __Pyx_PyFrame_SetLineNumber(frame, lineno)  (frame)->f_lineno = (lineno)
-#endif
-#if CYTHON_COMPILING_IN_LIMITED_API
-  #define __Pyx_PyThreadState_Current PyThreadState_Get()
-#elif !CYTHON_FAST_THREAD_STATE
-  #define __Pyx_PyThreadState_Current PyThreadState_GET()
-#elif PY_VERSION_HEX >= 0x030d00A1
-  #define __Pyx_PyThreadState_Current PyThreadState_GetUnchecked()
-#elif PY_VERSION_HEX >= 0x03060000
-  #define __Pyx_PyThreadState_Current _PyThreadState_UncheckedGet()
-#elif PY_VERSION_HEX >= 0x03000000
-  #define __Pyx_PyThreadState_Current PyThreadState_GET()
-#else
-  #define __Pyx_PyThreadState_Current _PyThreadState_Current
-#endif
-#if CYTHON_COMPILING_IN_LIMITED_API
-static CYTHON_INLINE void *__Pyx_PyModule_GetState(PyObject *op)
-{
-    void *result;
-    result = PyModule_GetState(op);
-    if (!result)
-        Py_FatalError("Couldn't find the module state");
-    return result;
-}
-#endif
-#define __Pyx_PyObject_GetSlot(obj, name, func_ctype)  __Pyx_PyType_GetSlot(Py_TYPE(obj), name, func_ctype)
-#if CYTHON_COMPILING_IN_LIMITED_API
-  #define __Pyx_PyType_GetSlot(type, name, func_ctype)  ((func_ctype) PyType_GetSlot((type), Py_##name))
-#else
-  #define __Pyx_PyType_GetSlot(type, name, func_ctype)  ((type)->name)
-#endif
-#if PY_VERSION_HEX < 0x030700A2 && !defined(PyThread_tss_create) && !defined(Py_tss_NEEDS_INIT)
-#include "pythread.h"
-#define Py_tss_NEEDS_INIT 0
-typedef int Py_tss_t;
-static CYTHON_INLINE int PyThread_tss_create(Py_tss_t *key) {
-  *key = PyThread_create_key();
-  return 0;
-}
-static CYTHON_INLINE Py_tss_t * PyThread_tss_alloc(void) {
-  Py_tss_t *key = (Py_tss_t *)PyObject_Malloc(sizeof(Py_tss_t));
-  *key = Py_tss_NEEDS_INIT;
-  return key;
-}
-static CYTHON_INLINE void PyThread_tss_free(Py_tss_t *key) {
-  PyObject_Free(key);
-}
-static CYTHON_INLINE int PyThread_tss_is_created(Py_tss_t *key) {
-  return *key != Py_tss_NEEDS_INIT;
-}
-static CYTHON_INLINE void PyThread_tss_delete(Py_tss_t *key) {
-  PyThread_delete_key(*key);
-  *key = Py_tss_NEEDS_INIT;
-}
-static CYTHON_INLINE int PyThread_tss_set(Py_tss_t *key, void *value) {
-  return PyThread_set_key_value(*key, value);
-}
-static CYTHON_INLINE void * PyThread_tss_get(Py_tss_t *key) {
-  return PyThread_get_key_value(*key);
-}
-#endif
-#if PY_MAJOR_VERSION < 3
-    #if CYTHON_COMPILING_IN_PYPY
-        #if PYPY_VERSION_NUM < 0x07030600
-            #if defined(__cplusplus) && __cplusplus >= 201402L
-                [[deprecated("`with nogil:` inside a nogil function will not release the GIL in PyPy2 < 7.3.6")]]
-            #elif defined(__GNUC__) || defined(__clang__)
-                __attribute__ ((__deprecated__("`with nogil:` inside a nogil function will not release the GIL in PyPy2 < 7.3.6")))
-            #elif defined(_MSC_VER)
-                __declspec(deprecated("`with nogil:` inside a nogil function will not release the GIL in PyPy2 < 7.3.6"))
-            #endif
-            static CYTHON_INLINE int PyGILState_Check(void) {
-                return 0;
-            }
-        #else  // PYPY_VERSION_NUM < 0x07030600
-        #endif  // PYPY_VERSION_NUM < 0x07030600
-    #else
-        static CYTHON_INLINE int PyGILState_Check(void) {
-            PyThreadState * tstate = _PyThreadState_Current;
-            return tstate && (tstate == PyGILState_GetThisThreadState());
-        }
-    #endif
-#endif
-#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX < 0x030d0000 || defined(_PyDict_NewPresized)
-#define __Pyx_PyDict_NewPresized(n)  ((n <= 8) ? PyDict_New() : _PyDict_NewPresized(n))
-#else
-#define __Pyx_PyDict_NewPresized(n)  PyDict_New()
-#endif
-#if PY_MAJOR_VERSION >= 3 || CYTHON_FUTURE_DIVISION
-  #define __Pyx_PyNumber_Divide(x,y)         PyNumber_TrueDivide(x,y)
-  #define __Pyx_PyNumber_InPlaceDivide(x,y)  PyNumber_InPlaceTrueDivide(x,y)
-#else
-  #define __Pyx_PyNumber_Divide(x,y)         PyNumber_Divide(x,y)
-  #define __Pyx_PyNumber_InPlaceDivide(x,y)  PyNumber_InPlaceDivide(x,y)
-#endif
-#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX > 0x030600B4 && PY_VERSION_HEX < 0x030d0000 && CYTHON_USE_UNICODE_INTERNALS
-#define __Pyx_PyDict_GetItemStrWithError(dict, name)  _PyDict_GetItem_KnownHash(dict, name, ((PyASCIIObject *) name)->hash)
-static CYTHON_INLINE PyObject * __Pyx_PyDict_GetItemStr(PyObject *dict, PyObject *name) {
-    PyObject *res = __Pyx_PyDict_GetItemStrWithError(dict, name);
-    if (res == NULL) PyErr_Clear();
-    return res;
-}
-#elif PY_MAJOR_VERSION >= 3 && (!CYTHON_COMPILING_IN_PYPY || PYPY_VERSION_NUM >= 0x07020000)
-#define __Pyx_PyDict_GetItemStrWithError  PyDict_GetItemWithError
-#define __Pyx_PyDict_GetItemStr           PyDict_GetItem
-#else
-static CYTHON_INLINE PyObject * __Pyx_PyDict_GetItemStrWithError(PyObject *dict, PyObject *name) {
-#if CYTHON_COMPILING_IN_PYPY
-    return PyDict_GetItem(dict, name);
-#else
-    PyDictEntry *ep;
-    PyDictObject *mp = (PyDictObject*) dict;
-    long hash = ((PyStringObject *) name)->ob_shash;
-    assert(hash != -1);
-    ep = (mp->ma_lookup)(mp, name, hash);
-    if (ep == NULL) {
-        return NULL;
-    }
-    return ep->me_value;
-#endif
-}
-#define __Pyx_PyDict_GetItemStr           PyDict_GetItem
-#endif
-#if CYTHON_USE_TYPE_SLOTS
-  #define __Pyx_PyType_GetFlags(tp)   (((PyTypeObject *)tp)->tp_flags)
-  #define __Pyx_PyType_HasFeature(type, feature)  ((__Pyx_PyType_GetFlags(type) & (feature)) != 0)
-  #define __Pyx_PyObject_GetIterNextFunc(obj)  (Py_TYPE(obj)->tp_iternext)
-#else
-  #define __Pyx_PyType_GetFlags(tp)   (PyType_GetFlags((PyTypeObject *)tp))
-  #define __Pyx_PyType_HasFeature(type, feature)  PyType_HasFeature(type, feature)
-  #define __Pyx_PyObject_GetIterNextFunc(obj)  PyIter_Next
-#endif
-#if CYTHON_COMPILING_IN_LIMITED_API
-  #define __Pyx_SetItemOnTypeDict(tp, k, v) PyObject_GenericSetAttr((PyObject*)tp, k, v)
-#else
-  #define __Pyx_SetItemOnTypeDict(tp, k, v) PyDict_SetItem(tp->tp_dict, k, v)
-#endif
-#if CYTHON_USE_TYPE_SPECS && PY_VERSION_HEX >= 0x03080000
-#define __Pyx_PyHeapTypeObject_GC_Del(obj)  {\
-    PyTypeObject *type = Py_TYPE((PyObject*)obj);\
-    assert(__Pyx_PyType_HasFeature(type, Py_TPFLAGS_HEAPTYPE));\
-    PyObject_GC_Del(obj);\
-    Py_DECREF(type);\
-}
-#else
-#define __Pyx_PyHeapTypeObject_GC_Del(obj)  PyObject_GC_Del(obj)
-#endif
-#if CYTHON_COMPILING_IN_LIMITED_API
-  #define CYTHON_PEP393_ENABLED 1
-  #define __Pyx_PyUnicode_READY(op)       (0)
-  #define __Pyx_PyUnicode_GET_LENGTH(u)   PyUnicode_GetLength(u)
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-  #define __Pyx_PyUnicode_KIND(u)         ((void)u, (0))
-  #define __Pyx_PyUnicode_DATA(u)         ((void*)u)
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-    #define __Pyx_PyUnicode_READY(op)       (likely(PyUnicode_IS_READY(op)) ?\
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-  #define __Pyx_PyUnicode_GET_LENGTH(u)   PyUnicode_GET_LENGTH(u)
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-  #define __Pyx_PyUnicode_MAX_CHAR_VALUE(u)   PyUnicode_MAX_CHAR_VALUE(u)
-  #define __Pyx_PyUnicode_KIND(u)         ((int)PyUnicode_KIND(u))
-  #define __Pyx_PyUnicode_DATA(u)         PyUnicode_DATA(u)
-  #define __Pyx_PyUnicode_READ(k, d, i)   PyUnicode_READ(k, d, i)
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-    #define __Pyx_PyUnicode_IS_TRUE(u)      (0 != (likely(PyUnicode_IS_READY(u)) ? PyUnicode_GET_LENGTH(u) : ((PyCompactUnicodeObject *)(u))->wstr_length))
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-  #define PyUnicode_2BYTE_KIND  2
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-  #define __Pyx_PyUnicode_GET_LENGTH(u)   PyUnicode_GET_SIZE(u)
-  #define __Pyx_PyUnicode_READ_CHAR(u, i) ((Py_UCS4)(PyUnicode_AS_UNICODE(u)[i]))
-  #define __Pyx_PyUnicode_MAX_CHAR_VALUE(u)   ((sizeof(Py_UNICODE) == 2) ? 65535U : 1114111U)
-  #define __Pyx_PyUnicode_KIND(u)         ((int)sizeof(Py_UNICODE))
-  #define __Pyx_PyUnicode_DATA(u)         ((void*)PyUnicode_AS_UNICODE(u))
-  #define __Pyx_PyUnicode_READ(k, d, i)   ((void)(k), (Py_UCS4)(((Py_UNICODE*)d)[i]))
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-  #define PyString_Type                PyUnicode_Type
-  #define PyString_Check               PyUnicode_Check
-  #define PyString_CheckExact          PyUnicode_CheckExact
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-  #define __Pyx_PyBaseString_Check(obj) PyUnicode_Check(obj)
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-  #define __Pyx_PySet_GET_SIZE(o) PySet_GET_SIZE(o)
-  #define __Pyx_PyBytes_GET_SIZE(o) PyBytes_GET_SIZE(o)
-  #define __Pyx_PyByteArray_GET_SIZE(o) PyByteArray_GET_SIZE(o)
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-  #define __Pyx_PySequence_ITEM(o, i) PySequence_GetItem(o, i)
-  #define __Pyx_PySequence_SIZE(seq)  PySequence_Size(seq)
-  #define __Pyx_PyTuple_SET_ITEM(o, i, v) PyTuple_SetItem(o, i, v)
-  #define __Pyx_PyList_SET_ITEM(o, i, v) PyList_SetItem(o, i, v)
-  #define __Pyx_PyTuple_GET_SIZE(o) PyTuple_Size(o)
-  #define __Pyx_PyList_GET_SIZE(o) PyList_Size(o)
-  #define __Pyx_PySet_GET_SIZE(o) PySet_Size(o)
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-  #define __Pyx_Py3Int_Check(op)       PyLong_Check(op)
-  #define __Pyx_Py3Int_CheckExact(op)  PyLong_CheckExact(op)
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-  #define PyInt_FromSize_t             PyLong_FromSize_t
-  #define PyInt_FromSsize_t            PyLong_FromSsize_t
-  #define PyInt_AsLong                 PyLong_AsLong
-  #define PyInt_AS_LONG                PyLong_AS_LONG
-  #define PyInt_AsSsize_t              PyLong_AsSsize_t
-  #define PyInt_AsUnsignedLongMask     PyLong_AsUnsignedLongMask
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-  #define PyBoolObject                 PyLongObject
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-#if PY_MAJOR_VERSION >= 3 && CYTHON_COMPILING_IN_PYPY
-  #ifndef PyUnicode_InternFromString
-    #define PyUnicode_InternFromString(s) PyUnicode_FromString(s)
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-  typedef long Py_hash_t;
-  #define __Pyx_PyInt_FromHash_t PyInt_FromLong
-  #define __Pyx_PyInt_AsHash_t   __Pyx_PyIndex_AsHash_t
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-  #define __Pyx_PyInt_FromHash_t PyInt_FromSsize_t
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-    #define __Pyx_PyAsyncMethodsStruct PyAsyncMethods
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-#define __PYX_HAVE__insightface__thirdparty__face3d__mesh__cython__mesh_core_cython
-#define __PYX_HAVE_API__insightface__thirdparty__face3d__mesh__cython__mesh_core_cython
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-#include <string.h>
-#include <stdio.h>
-
-    /* Using NumPy API declarations from "numpy/__init__.cython-30.pxd" */
-    
-#include "numpy/arrayobject.h"
-#include "numpy/ndarrayobject.h"
-#include "numpy/ndarraytypes.h"
-#include "numpy/arrayscalars.h"
-#include "numpy/ufuncobject.h"
-#include <string>
-#include "ios"
-#include "new"
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-#include "typeinfo"
-#include "mesh_core.h"
-#ifdef _OPENMP
-#include <omp.h>
-#endif /* _OPENMP */
-
-#if defined(PYREX_WITHOUT_ASSERTIONS) && !defined(CYTHON_WITHOUT_ASSERTIONS)
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-typedef struct {PyObject **p; const char *s; const Py_ssize_t n; const char* encoding;
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-#define __PYX_DEFAULT_STRING_ENCODING_IS_ASCII 0
-#define __PYX_DEFAULT_STRING_ENCODING_IS_UTF8 0
-#define __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT (PY_MAJOR_VERSION >= 3 && __PYX_DEFAULT_STRING_ENCODING_IS_UTF8)
-#define __PYX_DEFAULT_STRING_ENCODING ""
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-#define __Pyx_PyObject_FromStringAndSize __Pyx_PyBytes_FromStringAndSize
-#define __Pyx_uchar_cast(c) ((unsigned char)c)
-#define __Pyx_long_cast(x) ((long)x)
-#define __Pyx_fits_Py_ssize_t(v, type, is_signed)  (\
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-static CYTHON_INLINE int __Pyx_is_valid_index(Py_ssize_t i, Py_ssize_t limit) {
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-    #define __Pyx_sst_abs(value) labs(value)
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-#elif defined (__STDC_VERSION__) && __STDC_VERSION__ >= 199901L
-    #define __Pyx_sst_abs(value) llabs(value)
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-    #define __Pyx_sst_abs(value) __builtin_llabs(value)
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-    #define __Pyx_sst_abs(value) ((value<0) ? -value : value)
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-static CYTHON_INLINE const char* __Pyx_PyObject_AsString(PyObject*);
-static CYTHON_INLINE const char* __Pyx_PyObject_AsStringAndSize(PyObject*, Py_ssize_t* length);
-static CYTHON_INLINE PyObject* __Pyx_PyByteArray_FromString(const char*);
-#define __Pyx_PyByteArray_FromStringAndSize(s, l) PyByteArray_FromStringAndSize((const char*)s, l)
-#define __Pyx_PyBytes_FromString        PyBytes_FromString
-#define __Pyx_PyBytes_FromStringAndSize PyBytes_FromStringAndSize
-static CYTHON_INLINE PyObject* __Pyx_PyUnicode_FromString(const char*);
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-    #define __Pyx_PyStr_FromString        __Pyx_PyBytes_FromString
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-#define __Pyx_PyBytes_AsWritableUString(s)    ((unsigned char*) PyBytes_AS_STRING(s))
-#define __Pyx_PyBytes_AsString(s)     ((const char*) PyBytes_AS_STRING(s))
-#define __Pyx_PyBytes_AsSString(s)    ((const signed char*) PyBytes_AS_STRING(s))
-#define __Pyx_PyBytes_AsUString(s)    ((const unsigned char*) PyBytes_AS_STRING(s))
-#define __Pyx_PyObject_AsWritableString(s)    ((char*)(__pyx_uintptr_t) __Pyx_PyObject_AsString(s))
-#define __Pyx_PyObject_AsWritableSString(s)    ((signed char*)(__pyx_uintptr_t) __Pyx_PyObject_AsString(s))
-#define __Pyx_PyObject_AsWritableUString(s)    ((unsigned char*)(__pyx_uintptr_t) __Pyx_PyObject_AsString(s))
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-#define __Pyx_PyObject_AsUString(s)    ((const unsigned char*) __Pyx_PyObject_AsString(s))
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-  #if PY_VERSION_HEX >= 0x030C00A7
-  #ifndef _PyLong_SIGN_MASK
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-  #ifndef _PyLong_NON_SIZE_BITS
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-  #define __Pyx_PyLong_Sign(x)  (((PyLongObject*)x)->long_value.lv_tag & _PyLong_SIGN_MASK)
-  #define __Pyx_PyLong_IsNeg(x)  ((__Pyx_PyLong_Sign(x) & 2) != 0)
-  #define __Pyx_PyLong_IsNonNeg(x)  (!__Pyx_PyLong_IsNeg(x))
-  #define __Pyx_PyLong_IsZero(x)  (__Pyx_PyLong_Sign(x) & 1)
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-  #define __Pyx_PyLong_CompactValueUnsigned(x)  (__Pyx_PyLong_Digits(x)[0])
-  #define __Pyx_PyLong_DigitCount(x)  ((Py_ssize_t) (((PyLongObject*)x)->long_value.lv_tag >> _PyLong_NON_SIZE_BITS))
-  #define __Pyx_PyLong_SignedDigitCount(x)\
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-  #if defined(PyUnstable_Long_IsCompact) && defined(PyUnstable_Long_CompactValue)
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-    Py_DECREF(sys);
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-        r = v; __Pyx_DECREF(tmp);\
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-#define __Pyx_CLEAR(r)    do { PyObject* tmp = ((PyObject*)(r)); r = NULL; __Pyx_DECREF(tmp);} while(0)
-#define __Pyx_XCLEAR(r)   do { if((r) != NULL) {PyObject* tmp = ((PyObject*)(r)); r = NULL; __Pyx_DECREF(tmp);}} while(0)
-
-/* PyErrExceptionMatches.proto */
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-#define __Pyx_PyErr_ExceptionMatches(err) __Pyx_PyErr_ExceptionMatchesInState(__pyx_tstate, err)
-static CYTHON_INLINE int __Pyx_PyErr_ExceptionMatchesInState(PyThreadState* tstate, PyObject* err);
-#else
-#define __Pyx_PyErr_ExceptionMatches(err)  PyErr_ExceptionMatches(err)
-#endif
-
-/* PyThreadStateGet.proto */
-#if CYTHON_FAST_THREAD_STATE
-#define __Pyx_PyThreadState_declare  PyThreadState *__pyx_tstate;
-#define __Pyx_PyThreadState_assign  __pyx_tstate = __Pyx_PyThreadState_Current;
-#if PY_VERSION_HEX >= 0x030C00A6
-#define __Pyx_PyErr_Occurred()  (__pyx_tstate->current_exception != NULL)
-#define __Pyx_PyErr_CurrentExceptionType()  (__pyx_tstate->current_exception ? (PyObject*) Py_TYPE(__pyx_tstate->current_exception) : (PyObject*) NULL)
-#else
-#define __Pyx_PyErr_Occurred()  (__pyx_tstate->curexc_type != NULL)
-#define __Pyx_PyErr_CurrentExceptionType()  (__pyx_tstate->curexc_type)
-#endif
-#else
-#define __Pyx_PyThreadState_declare
-#define __Pyx_PyThreadState_assign
-#define __Pyx_PyErr_Occurred()  (PyErr_Occurred() != NULL)
-#define __Pyx_PyErr_CurrentExceptionType()  PyErr_Occurred()
-#endif
-
-/* PyErrFetchRestore.proto */
-#if CYTHON_FAST_THREAD_STATE
-#define __Pyx_PyErr_Clear() __Pyx_ErrRestore(NULL, NULL, NULL)
-#define __Pyx_ErrRestoreWithState(type, value, tb)  __Pyx_ErrRestoreInState(PyThreadState_GET(), type, value, tb)
-#define __Pyx_ErrFetchWithState(type, value, tb)    __Pyx_ErrFetchInState(PyThreadState_GET(), type, value, tb)
-#define __Pyx_ErrRestore(type, value, tb)  __Pyx_ErrRestoreInState(__pyx_tstate, type, value, tb)
-#define __Pyx_ErrFetch(type, value, tb)    __Pyx_ErrFetchInState(__pyx_tstate, type, value, tb)
-static CYTHON_INLINE void __Pyx_ErrRestoreInState(PyThreadState *tstate, PyObject *type, PyObject *value, PyObject *tb);
-static CYTHON_INLINE void __Pyx_ErrFetchInState(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb);
-#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX < 0x030C00A6
-#define __Pyx_PyErr_SetNone(exc) (Py_INCREF(exc), __Pyx_ErrRestore((exc), NULL, NULL))
-#else
-#define __Pyx_PyErr_SetNone(exc) PyErr_SetNone(exc)
-#endif
-#else
-#define __Pyx_PyErr_Clear() PyErr_Clear()
-#define __Pyx_PyErr_SetNone(exc) PyErr_SetNone(exc)
-#define __Pyx_ErrRestoreWithState(type, value, tb)  PyErr_Restore(type, value, tb)
-#define __Pyx_ErrFetchWithState(type, value, tb)  PyErr_Fetch(type, value, tb)
-#define __Pyx_ErrRestoreInState(tstate, type, value, tb)  PyErr_Restore(type, value, tb)
-#define __Pyx_ErrFetchInState(tstate, type, value, tb)  PyErr_Fetch(type, value, tb)
-#define __Pyx_ErrRestore(type, value, tb)  PyErr_Restore(type, value, tb)
-#define __Pyx_ErrFetch(type, value, tb)  PyErr_Fetch(type, value, tb)
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-/* PyObjectGetAttrStr.proto */
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-static CYTHON_INLINE PyObject* __Pyx_PyObject_GetAttrStr(PyObject* obj, PyObject* attr_name);
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-#define __Pyx_PyObject_GetAttrStr(o,n) PyObject_GetAttr(o,n)
-#endif
-
-/* PyObjectGetAttrStrNoError.proto */
-static CYTHON_INLINE PyObject* __Pyx_PyObject_GetAttrStrNoError(PyObject* obj, PyObject* attr_name);
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-/* GetBuiltinName.proto */
-static PyObject *__Pyx_GetBuiltinName(PyObject *name);
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-/* GetTopmostException.proto */
-#if CYTHON_USE_EXC_INFO_STACK && CYTHON_FAST_THREAD_STATE
-static _PyErr_StackItem * __Pyx_PyErr_GetTopmostException(PyThreadState *tstate);
-#endif
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-/* SaveResetException.proto */
-#if CYTHON_FAST_THREAD_STATE
-#define __Pyx_ExceptionSave(type, value, tb)  __Pyx__ExceptionSave(__pyx_tstate, type, value, tb)
-static CYTHON_INLINE void __Pyx__ExceptionSave(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb);
-#define __Pyx_ExceptionReset(type, value, tb)  __Pyx__ExceptionReset(__pyx_tstate, type, value, tb)
-static CYTHON_INLINE void __Pyx__ExceptionReset(PyThreadState *tstate, PyObject *type, PyObject *value, PyObject *tb);
-#else
-#define __Pyx_ExceptionSave(type, value, tb)   PyErr_GetExcInfo(type, value, tb)
-#define __Pyx_ExceptionReset(type, value, tb)  PyErr_SetExcInfo(type, value, tb)
-#endif
-
-/* GetException.proto */
-#if CYTHON_FAST_THREAD_STATE
-#define __Pyx_GetException(type, value, tb)  __Pyx__GetException(__pyx_tstate, type, value, tb)
-static int __Pyx__GetException(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb);
-#else
-static int __Pyx_GetException(PyObject **type, PyObject **value, PyObject **tb);
-#endif
-
-/* PyObjectCall.proto */
-#if CYTHON_COMPILING_IN_CPYTHON
-static CYTHON_INLINE PyObject* __Pyx_PyObject_Call(PyObject *func, PyObject *arg, PyObject *kw);
-#else
-#define __Pyx_PyObject_Call(func, arg, kw) PyObject_Call(func, arg, kw)
-#endif
-
-/* RaiseException.proto */
-static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb, PyObject *cause);
-
-/* TupleAndListFromArray.proto */
-#if CYTHON_COMPILING_IN_CPYTHON
-static CYTHON_INLINE PyObject* __Pyx_PyList_FromArray(PyObject *const *src, Py_ssize_t n);
-static CYTHON_INLINE PyObject* __Pyx_PyTuple_FromArray(PyObject *const *src, Py_ssize_t n);
-#endif
-
-/* IncludeStringH.proto */
-#include <string.h>
-
-/* BytesEquals.proto */
-static CYTHON_INLINE int __Pyx_PyBytes_Equals(PyObject* s1, PyObject* s2, int equals);
-
-/* UnicodeEquals.proto */
-static CYTHON_INLINE int __Pyx_PyUnicode_Equals(PyObject* s1, PyObject* s2, int equals);
-
-/* fastcall.proto */
-#if CYTHON_AVOID_BORROWED_REFS
-    #define __Pyx_Arg_VARARGS(args, i) PySequence_GetItem(args, i)
-#elif CYTHON_ASSUME_SAFE_MACROS
-    #define __Pyx_Arg_VARARGS(args, i) PyTuple_GET_ITEM(args, i)
-#else
-    #define __Pyx_Arg_VARARGS(args, i) PyTuple_GetItem(args, i)
-#endif
-#if CYTHON_AVOID_BORROWED_REFS
-    #define __Pyx_Arg_NewRef_VARARGS(arg) __Pyx_NewRef(arg)
-    #define __Pyx_Arg_XDECREF_VARARGS(arg) Py_XDECREF(arg)
-#else
-    #define __Pyx_Arg_NewRef_VARARGS(arg) arg
-    #define __Pyx_Arg_XDECREF_VARARGS(arg)
-#endif
-#define __Pyx_NumKwargs_VARARGS(kwds) PyDict_Size(kwds)
-#define __Pyx_KwValues_VARARGS(args, nargs) NULL
-#define __Pyx_GetKwValue_VARARGS(kw, kwvalues, s) __Pyx_PyDict_GetItemStrWithError(kw, s)
-#define __Pyx_KwargsAsDict_VARARGS(kw, kwvalues) PyDict_Copy(kw)
-#if CYTHON_METH_FASTCALL
-    #define __Pyx_Arg_FASTCALL(args, i) args[i]
-    #define __Pyx_NumKwargs_FASTCALL(kwds) PyTuple_GET_SIZE(kwds)
-    #define __Pyx_KwValues_FASTCALL(args, nargs) ((args) + (nargs))
-    static CYTHON_INLINE PyObject * __Pyx_GetKwValue_FASTCALL(PyObject *kwnames, PyObject *const *kwvalues, PyObject *s);
-#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x030d0000
-    CYTHON_UNUSED static PyObject *__Pyx_KwargsAsDict_FASTCALL(PyObject *kwnames, PyObject *const *kwvalues);
-  #else
-    #define __Pyx_KwargsAsDict_FASTCALL(kw, kwvalues) _PyStack_AsDict(kwvalues, kw)
-  #endif
-    #define __Pyx_Arg_NewRef_FASTCALL(arg) arg  /* no-op, __Pyx_Arg_FASTCALL is direct and this needs
-                                                   to have the same reference counting */
-    #define __Pyx_Arg_XDECREF_FASTCALL(arg)
-#else
-    #define __Pyx_Arg_FASTCALL __Pyx_Arg_VARARGS
-    #define __Pyx_NumKwargs_FASTCALL __Pyx_NumKwargs_VARARGS
-    #define __Pyx_KwValues_FASTCALL __Pyx_KwValues_VARARGS
-    #define __Pyx_GetKwValue_FASTCALL __Pyx_GetKwValue_VARARGS
-    #define __Pyx_KwargsAsDict_FASTCALL __Pyx_KwargsAsDict_VARARGS
-    #define __Pyx_Arg_NewRef_FASTCALL(arg) __Pyx_Arg_NewRef_VARARGS(arg)
-    #define __Pyx_Arg_XDECREF_FASTCALL(arg) __Pyx_Arg_XDECREF_VARARGS(arg)
-#endif
-#if CYTHON_COMPILING_IN_CPYTHON && CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
-#define __Pyx_ArgsSlice_VARARGS(args, start, stop) __Pyx_PyTuple_FromArray(&__Pyx_Arg_VARARGS(args, start), stop - start)
-#define __Pyx_ArgsSlice_FASTCALL(args, start, stop) __Pyx_PyTuple_FromArray(&__Pyx_Arg_FASTCALL(args, start), stop - start)
-#else
-#define __Pyx_ArgsSlice_VARARGS(args, start, stop) PyTuple_GetSlice(args, start, stop)
-#define __Pyx_ArgsSlice_FASTCALL(args, start, stop) PyTuple_GetSlice(args, start, stop)
-#endif
-
-/* RaiseArgTupleInvalid.proto */
-static void __Pyx_RaiseArgtupleInvalid(const char* func_name, int exact,
-    Py_ssize_t num_min, Py_ssize_t num_max, Py_ssize_t num_found);
-
-/* RaiseDoubleKeywords.proto */
-static void __Pyx_RaiseDoubleKeywordsError(const char* func_name, PyObject* kw_name);
-
-/* ParseKeywords.proto */
-static int __Pyx_ParseOptionalKeywords(PyObject *kwds, PyObject *const *kwvalues,
-    PyObject **argnames[],
-    PyObject *kwds2, PyObject *values[], Py_ssize_t num_pos_args,
-    const char* function_name);
-
-/* ArgTypeTest.proto */
-#define __Pyx_ArgTypeTest(obj, type, none_allowed, name, exact)\
-    ((likely(__Pyx_IS_TYPE(obj, type) | (none_allowed && (obj == Py_None)))) ? 1 :\
-        __Pyx__ArgTypeTest(obj, type, name, exact))
-static int __Pyx__ArgTypeTest(PyObject *obj, PyTypeObject *type, const char *name, int exact);
-
-/* IsLittleEndian.proto */
-static CYTHON_INLINE int __Pyx_Is_Little_Endian(void);
-
-/* BufferFormatCheck.proto */
-static const char* __Pyx_BufFmt_CheckString(__Pyx_BufFmt_Context* ctx, const char* ts);
-static void __Pyx_BufFmt_Init(__Pyx_BufFmt_Context* ctx,
-                              __Pyx_BufFmt_StackElem* stack,
-                              __Pyx_TypeInfo* type);
-
-/* BufferGetAndValidate.proto */
-#define __Pyx_GetBufferAndValidate(buf, obj, dtype, flags, nd, cast, stack)\
-    ((obj == Py_None || obj == NULL) ?\
-    (__Pyx_ZeroBuffer(buf), 0) :\
-    __Pyx__GetBufferAndValidate(buf, obj, dtype, flags, nd, cast, stack))
-static int  __Pyx__GetBufferAndValidate(Py_buffer* buf, PyObject* obj,
-    __Pyx_TypeInfo* dtype, int flags, int nd, int cast, __Pyx_BufFmt_StackElem* stack);
-static void __Pyx_ZeroBuffer(Py_buffer* buf);
-static CYTHON_INLINE void __Pyx_SafeReleaseBuffer(Py_buffer* info);
-static Py_ssize_t __Pyx_minusones[] = { -1, -1, -1, -1, -1, -1, -1, -1 };
-static Py_ssize_t __Pyx_zeros[] = { 0, 0, 0, 0, 0, 0, 0, 0 };
-
-/* MoveIfSupported.proto */
-#if CYTHON_USE_CPP_STD_MOVE
-  #include <utility>
-  #define __PYX_STD_MOVE_IF_SUPPORTED(x) std::move(x)
-#else
-  #define __PYX_STD_MOVE_IF_SUPPORTED(x) x
-#endif
-
-/* TypeImport.proto */
-#ifndef __PYX_HAVE_RT_ImportType_proto_3_0_10
-#define __PYX_HAVE_RT_ImportType_proto_3_0_10
-#if defined (__STDC_VERSION__) && __STDC_VERSION__ >= 201112L
-#include <stdalign.h>
-#endif
-#if (defined (__STDC_VERSION__) && __STDC_VERSION__ >= 201112L) || __cplusplus >= 201103L
-#define __PYX_GET_STRUCT_ALIGNMENT_3_0_10(s) alignof(s)
-#else
-#define __PYX_GET_STRUCT_ALIGNMENT_3_0_10(s) sizeof(void*)
-#endif
-enum __Pyx_ImportType_CheckSize_3_0_10 {
-   __Pyx_ImportType_CheckSize_Error_3_0_10 = 0,
-   __Pyx_ImportType_CheckSize_Warn_3_0_10 = 1,
-   __Pyx_ImportType_CheckSize_Ignore_3_0_10 = 2
-};
-static PyTypeObject *__Pyx_ImportType_3_0_10(PyObject* module, const char *module_name, const char *class_name, size_t size, size_t alignment, enum __Pyx_ImportType_CheckSize_3_0_10 check_size);
-#endif
-
-/* Import.proto */
-static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, int level);
-
-/* ImportDottedModule.proto */
-static PyObject *__Pyx_ImportDottedModule(PyObject *name, PyObject *parts_tuple);
-#if PY_MAJOR_VERSION >= 3
-static PyObject *__Pyx_ImportDottedModule_WalkParts(PyObject *module, PyObject *name, PyObject *parts_tuple);
-#endif
-
-/* IncludeStructmemberH.proto */
-#include <structmember.h>
-
-/* FixUpExtensionType.proto */
-#if CYTHON_USE_TYPE_SPECS
-static int __Pyx_fix_up_extension_type_from_spec(PyType_Spec *spec, PyTypeObject *type);
-#endif
-
-/* FetchSharedCythonModule.proto */
-static PyObject *__Pyx_FetchSharedCythonABIModule(void);
-
-/* FetchCommonType.proto */
-#if !CYTHON_USE_TYPE_SPECS
-static PyTypeObject* __Pyx_FetchCommonType(PyTypeObject* type);
-#else
-static PyTypeObject* __Pyx_FetchCommonTypeFromSpec(PyObject *module, PyType_Spec *spec, PyObject *bases);
-#endif
-
-/* PyMethodNew.proto */
-#if CYTHON_COMPILING_IN_LIMITED_API
-static PyObject *__Pyx_PyMethod_New(PyObject *func, PyObject *self, PyObject *typ) {
-    PyObject *typesModule=NULL, *methodType=NULL, *result=NULL;
-    CYTHON_UNUSED_VAR(typ);
-    if (!self)
-        return __Pyx_NewRef(func);
-    typesModule = PyImport_ImportModule("types");
-    if (!typesModule) return NULL;
-    methodType = PyObject_GetAttrString(typesModule, "MethodType");
-    Py_DECREF(typesModule);
-    if (!methodType) return NULL;
-    result = PyObject_CallFunctionObjArgs(methodType, func, self, NULL);
-    Py_DECREF(methodType);
-    return result;
-}
-#elif PY_MAJOR_VERSION >= 3
-static PyObject *__Pyx_PyMethod_New(PyObject *func, PyObject *self, PyObject *typ) {
-    CYTHON_UNUSED_VAR(typ);
-    if (!self)
-        return __Pyx_NewRef(func);
-    return PyMethod_New(func, self);
-}
-#else
-    #define __Pyx_PyMethod_New PyMethod_New
-#endif
-
-/* PyVectorcallFastCallDict.proto */
-#if CYTHON_METH_FASTCALL
-static CYTHON_INLINE PyObject *__Pyx_PyVectorcall_FastCallDict(PyObject *func, __pyx_vectorcallfunc vc, PyObject *const *args, size_t nargs, PyObject *kw);
-#endif
-
-/* CythonFunctionShared.proto */
-#define __Pyx_CyFunction_USED
-#define __Pyx_CYFUNCTION_STATICMETHOD  0x01
-#define __Pyx_CYFUNCTION_CLASSMETHOD   0x02
-#define __Pyx_CYFUNCTION_CCLASS        0x04
-#define __Pyx_CYFUNCTION_COROUTINE     0x08
-#define __Pyx_CyFunction_GetClosure(f)\
-    (((__pyx_CyFunctionObject *) (f))->func_closure)
-#if PY_VERSION_HEX < 0x030900B1 || CYTHON_COMPILING_IN_LIMITED_API
-  #define __Pyx_CyFunction_GetClassObj(f)\
-      (((__pyx_CyFunctionObject *) (f))->func_classobj)
-#else
-  #define __Pyx_CyFunction_GetClassObj(f)\
-      ((PyObject*) ((PyCMethodObject *) (f))->mm_class)
-#endif
-#define __Pyx_CyFunction_SetClassObj(f, classobj)\
-    __Pyx__CyFunction_SetClassObj((__pyx_CyFunctionObject *) (f), (classobj))
-#define __Pyx_CyFunction_Defaults(type, f)\
-    ((type *)(((__pyx_CyFunctionObject *) (f))->defaults))
-#define __Pyx_CyFunction_SetDefaultsGetter(f, g)\
-    ((__pyx_CyFunctionObject *) (f))->defaults_getter = (g)
-typedef struct {
-#if CYTHON_COMPILING_IN_LIMITED_API
-    PyObject_HEAD
-    PyObject *func;
-#elif PY_VERSION_HEX < 0x030900B1
-    PyCFunctionObject func;
-#else
-    PyCMethodObject func;
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-#if CYTHON_BACKPORT_VECTORCALL
-    __pyx_vectorcallfunc func_vectorcall;
-#endif
-#if PY_VERSION_HEX < 0x030500A0 || CYTHON_COMPILING_IN_LIMITED_API
-    PyObject *func_weakreflist;
-#endif
-    PyObject *func_dict;
-    PyObject *func_name;
-    PyObject *func_qualname;
-    PyObject *func_doc;
-    PyObject *func_globals;
-    PyObject *func_code;
-    PyObject *func_closure;
-#if PY_VERSION_HEX < 0x030900B1 || CYTHON_COMPILING_IN_LIMITED_API
-    PyObject *func_classobj;
-#endif
-    void *defaults;
-    int defaults_pyobjects;
-    size_t defaults_size;
-    int flags;
-    PyObject *defaults_tuple;
-    PyObject *defaults_kwdict;
-    PyObject *(*defaults_getter)(PyObject *);
-    PyObject *func_annotations;
-    PyObject *func_is_coroutine;
-} __pyx_CyFunctionObject;
-#undef __Pyx_CyOrPyCFunction_Check
-#define __Pyx_CyFunction_Check(obj)  __Pyx_TypeCheck(obj, __pyx_CyFunctionType)
-#define __Pyx_CyOrPyCFunction_Check(obj)  __Pyx_TypeCheck2(obj, __pyx_CyFunctionType, &PyCFunction_Type)
-#define __Pyx_CyFunction_CheckExact(obj)  __Pyx_IS_TYPE(obj, __pyx_CyFunctionType)
-static CYTHON_INLINE int __Pyx__IsSameCyOrCFunction(PyObject *func, void *cfunc);
-#undef __Pyx_IsSameCFunction
-#define __Pyx_IsSameCFunction(func, cfunc)   __Pyx__IsSameCyOrCFunction(func, cfunc)
-static PyObject *__Pyx_CyFunction_Init(__pyx_CyFunctionObject* op, PyMethodDef *ml,
-                                      int flags, PyObject* qualname,
-                                      PyObject *closure,
-                                      PyObject *module, PyObject *globals,
-                                      PyObject* code);
-static CYTHON_INLINE void __Pyx__CyFunction_SetClassObj(__pyx_CyFunctionObject* f, PyObject* classobj);
-static CYTHON_INLINE void *__Pyx_CyFunction_InitDefaults(PyObject *m,
-                                                         size_t size,
-                                                         int pyobjects);
-static CYTHON_INLINE void __Pyx_CyFunction_SetDefaultsTuple(PyObject *m,
-                                                            PyObject *tuple);
-static CYTHON_INLINE void __Pyx_CyFunction_SetDefaultsKwDict(PyObject *m,
-                                                             PyObject *dict);
-static CYTHON_INLINE void __Pyx_CyFunction_SetAnnotationsDict(PyObject *m,
-                                                              PyObject *dict);
-static int __pyx_CyFunction_init(PyObject *module);
-#if CYTHON_METH_FASTCALL
-static PyObject * __Pyx_CyFunction_Vectorcall_NOARGS(PyObject *func, PyObject *const *args, size_t nargsf, PyObject *kwnames);
-static PyObject * __Pyx_CyFunction_Vectorcall_O(PyObject *func, PyObject *const *args, size_t nargsf, PyObject *kwnames);
-static PyObject * __Pyx_CyFunction_Vectorcall_FASTCALL_KEYWORDS(PyObject *func, PyObject *const *args, size_t nargsf, PyObject *kwnames);
-static PyObject * __Pyx_CyFunction_Vectorcall_FASTCALL_KEYWORDS_METHOD(PyObject *func, PyObject *const *args, size_t nargsf, PyObject *kwnames);
-#if CYTHON_BACKPORT_VECTORCALL
-#define __Pyx_CyFunction_func_vectorcall(f) (((__pyx_CyFunctionObject*)f)->func_vectorcall)
-#else
-#define __Pyx_CyFunction_func_vectorcall(f) (((PyCFunctionObject*)f)->vectorcall)
-#endif
-#endif
-
-/* CythonFunction.proto */
-static PyObject *__Pyx_CyFunction_New(PyMethodDef *ml,
-                                      int flags, PyObject* qualname,
-                                      PyObject *closure,
-                                      PyObject *module, PyObject *globals,
-                                      PyObject* code);
-
-/* PyDictVersioning.proto */
-#if CYTHON_USE_DICT_VERSIONS && CYTHON_USE_TYPE_SLOTS
-#define __PYX_DICT_VERSION_INIT  ((PY_UINT64_T) -1)
-#define __PYX_GET_DICT_VERSION(dict)  (((PyDictObject*)(dict))->ma_version_tag)
-#define __PYX_UPDATE_DICT_CACHE(dict, value, cache_var, version_var)\
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-    (cache_var) = (value);
-#define __PYX_PY_DICT_LOOKUP_IF_MODIFIED(VAR, DICT, LOOKUP) {\
-    static PY_UINT64_T __pyx_dict_version = 0;\
-    static PyObject *__pyx_dict_cached_value = NULL;\
-    if (likely(__PYX_GET_DICT_VERSION(DICT) == __pyx_dict_version)) {\
-        (VAR) = __pyx_dict_cached_value;\
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-        (VAR) = __pyx_dict_cached_value = (LOOKUP);\
-        __pyx_dict_version = __PYX_GET_DICT_VERSION(DICT);\
-    }\
-}
-static CYTHON_INLINE PY_UINT64_T __Pyx_get_tp_dict_version(PyObject *obj);
-static CYTHON_INLINE PY_UINT64_T __Pyx_get_object_dict_version(PyObject *obj);
-static CYTHON_INLINE int __Pyx_object_dict_version_matches(PyObject* obj, PY_UINT64_T tp_dict_version, PY_UINT64_T obj_dict_version);
-#else
-#define __PYX_GET_DICT_VERSION(dict)  (0)
-#define __PYX_UPDATE_DICT_CACHE(dict, value, cache_var, version_var)
-#define __PYX_PY_DICT_LOOKUP_IF_MODIFIED(VAR, DICT, LOOKUP)  (VAR) = (LOOKUP);
-#endif
-
-/* CLineInTraceback.proto */
-#ifdef CYTHON_CLINE_IN_TRACEBACK
-#define __Pyx_CLineForTraceback(tstate, c_line)  (((CYTHON_CLINE_IN_TRACEBACK)) ? c_line : 0)
-#else
-static int __Pyx_CLineForTraceback(PyThreadState *tstate, int c_line);
-#endif
-
-/* CodeObjectCache.proto */
-#if !CYTHON_COMPILING_IN_LIMITED_API
-typedef struct {
-    PyCodeObject* code_object;
-    int code_line;
-} __Pyx_CodeObjectCacheEntry;
-struct __Pyx_CodeObjectCache {
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-        static CYTHON_INLINE double __Pyx_c_abs_double(__pyx_t_double_complex);
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-    #define __Pyx_c_eq_long__double(a, b)   ((a)==(b))
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-    #define __Pyx_c_prod_long__double(a, b) ((a)*(b))
-    #define __Pyx_c_quot_long__double(a, b) ((a)/(b))
-    #define __Pyx_c_neg_long__double(a)     (-(a))
-  #ifdef __cplusplus
-    #define __Pyx_c_is_zero_long__double(z) ((z)==(long double)0)
-    #define __Pyx_c_conj_long__double(z)    (::std::conj(z))
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-        #define __Pyx_c_abs_long__double(z)     (::std::abs(z))
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-        #define __Pyx_c_abs_long__double(z)     (cabsl(z))
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-#ifndef __Pyx_CppExn2PyErr
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-/* InitStrings.proto */
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-static CYTHON_INLINE npy_intp *__pyx_f_5numpy_9broadcast_10dimensions_dimensions(PyArrayMultiIterObject *__pyx_v_self); /* proto*/
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-static CYTHON_INLINE npy_intp *__pyx_f_5numpy_7ndarray_5shape_shape(PyArrayObject *__pyx_v_self); /* proto*/
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-static const char __pyx_k_ImportError[] = "ImportError";
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-static const char __pyx_k_initializing[] = "_initializing";
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-static const char __pyx_k_mapping_type[] = "mapping_type";
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-static const char __pyx_k_get_normal_core[] = "get_normal_core";
-static const char __pyx_k_triangle_buffer[] = "triangle_buffer";
-static const char __pyx_k_asyncio_coroutines[] = "asyncio.coroutines";
-static const char __pyx_k_barycentric_weight[] = "barycentric_weight";
-static const char __pyx_k_cline_in_traceback[] = "cline_in_traceback";
-static const char __pyx_k_render_colors_core[] = "render_colors_core";
-static const char __pyx_k_render_texture_core[] = "render_texture_core";
-static const char __pyx_k_rasterize_triangles_core[] = "rasterize_triangles_core";
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-static const char __pyx_k_write_obj_with_colors_texture_co[] = "write_obj_with_colors_texture_core";
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-#endif
-    for (i=0; i<n; i++) {
-        if (__Pyx_PyErr_GivenExceptionMatches(exc_type, PyTuple_GET_ITEM(tuple, i))) return 1;
-    }
-    return 0;
-}
-static CYTHON_INLINE int __Pyx_PyErr_ExceptionMatchesInState(PyThreadState* tstate, PyObject* err) {
-    int result;
-    PyObject *exc_type;
-#if PY_VERSION_HEX >= 0x030C00A6
-    PyObject *current_exception = tstate->current_exception;
-    if (unlikely(!current_exception)) return 0;
-    exc_type = (PyObject*) Py_TYPE(current_exception);
-    if (exc_type == err) return 1;
-#else
-    exc_type = tstate->curexc_type;
-    if (exc_type == err) return 1;
-    if (unlikely(!exc_type)) return 0;
-#endif
-    #if CYTHON_AVOID_BORROWED_REFS
-    Py_INCREF(exc_type);
-    #endif
-    if (unlikely(PyTuple_Check(err))) {
-        result = __Pyx_PyErr_ExceptionMatchesTuple(exc_type, err);
-    } else {
-        result = __Pyx_PyErr_GivenExceptionMatches(exc_type, err);
-    }
-    #if CYTHON_AVOID_BORROWED_REFS
-    Py_DECREF(exc_type);
-    #endif
-    return result;
-}
-#endif
-
-/* PyErrFetchRestore */
-#if CYTHON_FAST_THREAD_STATE
-static CYTHON_INLINE void __Pyx_ErrRestoreInState(PyThreadState *tstate, PyObject *type, PyObject *value, PyObject *tb) {
-#if PY_VERSION_HEX >= 0x030C00A6
-    PyObject *tmp_value;
-    assert(type == NULL || (value != NULL && type == (PyObject*) Py_TYPE(value)));
-    if (value) {
-        #if CYTHON_COMPILING_IN_CPYTHON
-        if (unlikely(((PyBaseExceptionObject*) value)->traceback != tb))
-        #endif
-            PyException_SetTraceback(value, tb);
-    }
-    tmp_value = tstate->current_exception;
-    tstate->current_exception = value;
-    Py_XDECREF(tmp_value);
-    Py_XDECREF(type);
-    Py_XDECREF(tb);
-#else
-    PyObject *tmp_type, *tmp_value, *tmp_tb;
-    tmp_type = tstate->curexc_type;
-    tmp_value = tstate->curexc_value;
-    tmp_tb = tstate->curexc_traceback;
-    tstate->curexc_type = type;
-    tstate->curexc_value = value;
-    tstate->curexc_traceback = tb;
-    Py_XDECREF(tmp_type);
-    Py_XDECREF(tmp_value);
-    Py_XDECREF(tmp_tb);
-#endif
-}
-static CYTHON_INLINE void __Pyx_ErrFetchInState(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb) {
-#if PY_VERSION_HEX >= 0x030C00A6
-    PyObject* exc_value;
-    exc_value = tstate->current_exception;
-    tstate->current_exception = 0;
-    *value = exc_value;
-    *type = NULL;
-    *tb = NULL;
-    if (exc_value) {
-        *type = (PyObject*) Py_TYPE(exc_value);
-        Py_INCREF(*type);
-        #if CYTHON_COMPILING_IN_CPYTHON
-        *tb = ((PyBaseExceptionObject*) exc_value)->traceback;
-        Py_XINCREF(*tb);
-        #else
-        *tb = PyException_GetTraceback(exc_value);
-        #endif
-    }
-#else
-    *type = tstate->curexc_type;
-    *value = tstate->curexc_value;
-    *tb = tstate->curexc_traceback;
-    tstate->curexc_type = 0;
-    tstate->curexc_value = 0;
-    tstate->curexc_traceback = 0;
-#endif
-}
-#endif
-
-/* PyObjectGetAttrStr */
-#if CYTHON_USE_TYPE_SLOTS
-static CYTHON_INLINE PyObject* __Pyx_PyObject_GetAttrStr(PyObject* obj, PyObject* attr_name) {
-    PyTypeObject* tp = Py_TYPE(obj);
-    if (likely(tp->tp_getattro))
-        return tp->tp_getattro(obj, attr_name);
-#if PY_MAJOR_VERSION < 3
-    if (likely(tp->tp_getattr))
-        return tp->tp_getattr(obj, PyString_AS_STRING(attr_name));
-#endif
-    return PyObject_GetAttr(obj, attr_name);
-}
-#endif
-
-/* PyObjectGetAttrStrNoError */
-#if __PYX_LIMITED_VERSION_HEX < 0x030d00A1
-static void __Pyx_PyObject_GetAttrStr_ClearAttributeError(void) {
-    __Pyx_PyThreadState_declare
-    __Pyx_PyThreadState_assign
-    if (likely(__Pyx_PyErr_ExceptionMatches(PyExc_AttributeError)))
-        __Pyx_PyErr_Clear();
-}
-#endif
-static CYTHON_INLINE PyObject* __Pyx_PyObject_GetAttrStrNoError(PyObject* obj, PyObject* attr_name) {
-    PyObject *result;
-#if __PYX_LIMITED_VERSION_HEX >= 0x030d00A1
-    (void) PyObject_GetOptionalAttr(obj, attr_name, &result);
-    return result;
-#else
-#if CYTHON_COMPILING_IN_CPYTHON && CYTHON_USE_TYPE_SLOTS && PY_VERSION_HEX >= 0x030700B1
-    PyTypeObject* tp = Py_TYPE(obj);
-    if (likely(tp->tp_getattro == PyObject_GenericGetAttr)) {
-        return _PyObject_GenericGetAttrWithDict(obj, attr_name, NULL, 1);
-    }
-#endif
-    result = __Pyx_PyObject_GetAttrStr(obj, attr_name);
-    if (unlikely(!result)) {
-        __Pyx_PyObject_GetAttrStr_ClearAttributeError();
-    }
-    return result;
-#endif
-}
-
-/* GetBuiltinName */
-static PyObject *__Pyx_GetBuiltinName(PyObject *name) {
-    PyObject* result = __Pyx_PyObject_GetAttrStrNoError(__pyx_b, name);
-    if (unlikely(!result) && !PyErr_Occurred()) {
-        PyErr_Format(PyExc_NameError,
-#if PY_MAJOR_VERSION >= 3
-            "name '%U' is not defined", name);
-#else
-            "name '%.200s' is not defined", PyString_AS_STRING(name));
-#endif
-    }
-    return result;
-}
-
-/* GetTopmostException */
-#if CYTHON_USE_EXC_INFO_STACK && CYTHON_FAST_THREAD_STATE
-static _PyErr_StackItem *
-__Pyx_PyErr_GetTopmostException(PyThreadState *tstate)
-{
-    _PyErr_StackItem *exc_info = tstate->exc_info;
-    while ((exc_info->exc_value == NULL || exc_info->exc_value == Py_None) &&
-           exc_info->previous_item != NULL)
-    {
-        exc_info = exc_info->previous_item;
-    }
-    return exc_info;
-}
-#endif
-
-/* SaveResetException */
-#if CYTHON_FAST_THREAD_STATE
-static CYTHON_INLINE void __Pyx__ExceptionSave(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb) {
-  #if CYTHON_USE_EXC_INFO_STACK && PY_VERSION_HEX >= 0x030B00a4
-    _PyErr_StackItem *exc_info = __Pyx_PyErr_GetTopmostException(tstate);
-    PyObject *exc_value = exc_info->exc_value;
-    if (exc_value == NULL || exc_value == Py_None) {
-        *value = NULL;
-        *type = NULL;
-        *tb = NULL;
-    } else {
-        *value = exc_value;
-        Py_INCREF(*value);
-        *type = (PyObject*) Py_TYPE(exc_value);
-        Py_INCREF(*type);
-        *tb = PyException_GetTraceback(exc_value);
-    }
-  #elif CYTHON_USE_EXC_INFO_STACK
-    _PyErr_StackItem *exc_info = __Pyx_PyErr_GetTopmostException(tstate);
-    *type = exc_info->exc_type;
-    *value = exc_info->exc_value;
-    *tb = exc_info->exc_traceback;
-    Py_XINCREF(*type);
-    Py_XINCREF(*value);
-    Py_XINCREF(*tb);
-  #else
-    *type = tstate->exc_type;
-    *value = tstate->exc_value;
-    *tb = tstate->exc_traceback;
-    Py_XINCREF(*type);
-    Py_XINCREF(*value);
-    Py_XINCREF(*tb);
-  #endif
-}
-static CYTHON_INLINE void __Pyx__ExceptionReset(PyThreadState *tstate, PyObject *type, PyObject *value, PyObject *tb) {
-  #if CYTHON_USE_EXC_INFO_STACK && PY_VERSION_HEX >= 0x030B00a4
-    _PyErr_StackItem *exc_info = tstate->exc_info;
-    PyObject *tmp_value = exc_info->exc_value;
-    exc_info->exc_value = value;
-    Py_XDECREF(tmp_value);
-    Py_XDECREF(type);
-    Py_XDECREF(tb);
-  #else
-    PyObject *tmp_type, *tmp_value, *tmp_tb;
-    #if CYTHON_USE_EXC_INFO_STACK
-    _PyErr_StackItem *exc_info = tstate->exc_info;
-    tmp_type = exc_info->exc_type;
-    tmp_value = exc_info->exc_value;
-    tmp_tb = exc_info->exc_traceback;
-    exc_info->exc_type = type;
-    exc_info->exc_value = value;
-    exc_info->exc_traceback = tb;
-    #else
-    tmp_type = tstate->exc_type;
-    tmp_value = tstate->exc_value;
-    tmp_tb = tstate->exc_traceback;
-    tstate->exc_type = type;
-    tstate->exc_value = value;
-    tstate->exc_traceback = tb;
-    #endif
-    Py_XDECREF(tmp_type);
-    Py_XDECREF(tmp_value);
-    Py_XDECREF(tmp_tb);
-  #endif
-}
-#endif
-
-/* GetException */
-#if CYTHON_FAST_THREAD_STATE
-static int __Pyx__GetException(PyThreadState *tstate, PyObject **type, PyObject **value, PyObject **tb)
-#else
-static int __Pyx_GetException(PyObject **type, PyObject **value, PyObject **tb)
-#endif
-{
-    PyObject *local_type = NULL, *local_value, *local_tb = NULL;
-#if CYTHON_FAST_THREAD_STATE
-    PyObject *tmp_type, *tmp_value, *tmp_tb;
-  #if PY_VERSION_HEX >= 0x030C00A6
-    local_value = tstate->current_exception;
-    tstate->current_exception = 0;
-    if (likely(local_value)) {
-        local_type = (PyObject*) Py_TYPE(local_value);
-        Py_INCREF(local_type);
-        local_tb = PyException_GetTraceback(local_value);
-    }
-  #else
-    local_type = tstate->curexc_type;
-    local_value = tstate->curexc_value;
-    local_tb = tstate->curexc_traceback;
-    tstate->curexc_type = 0;
-    tstate->curexc_value = 0;
-    tstate->curexc_traceback = 0;
-  #endif
-#else
-    PyErr_Fetch(&local_type, &local_value, &local_tb);
-#endif
-    PyErr_NormalizeException(&local_type, &local_value, &local_tb);
-#if CYTHON_FAST_THREAD_STATE && PY_VERSION_HEX >= 0x030C00A6
-    if (unlikely(tstate->current_exception))
-#elif CYTHON_FAST_THREAD_STATE
-    if (unlikely(tstate->curexc_type))
-#else
-    if (unlikely(PyErr_Occurred()))
-#endif
-        goto bad;
-    #if PY_MAJOR_VERSION >= 3
-    if (local_tb) {
-        if (unlikely(PyException_SetTraceback(local_value, local_tb) < 0))
-            goto bad;
-    }
-    #endif
-    Py_XINCREF(local_tb);
-    Py_XINCREF(local_type);
-    Py_XINCREF(local_value);
-    *type = local_type;
-    *value = local_value;
-    *tb = local_tb;
-#if CYTHON_FAST_THREAD_STATE
-    #if CYTHON_USE_EXC_INFO_STACK
-    {
-        _PyErr_StackItem *exc_info = tstate->exc_info;
-      #if PY_VERSION_HEX >= 0x030B00a4
-        tmp_value = exc_info->exc_value;
-        exc_info->exc_value = local_value;
-        tmp_type = NULL;
-        tmp_tb = NULL;
-        Py_XDECREF(local_type);
-        Py_XDECREF(local_tb);
-      #else
-        tmp_type = exc_info->exc_type;
-        tmp_value = exc_info->exc_value;
-        tmp_tb = exc_info->exc_traceback;
-        exc_info->exc_type = local_type;
-        exc_info->exc_value = local_value;
-        exc_info->exc_traceback = local_tb;
-      #endif
-    }
-    #else
-    tmp_type = tstate->exc_type;
-    tmp_value = tstate->exc_value;
-    tmp_tb = tstate->exc_traceback;
-    tstate->exc_type = local_type;
-    tstate->exc_value = local_value;
-    tstate->exc_traceback = local_tb;
-    #endif
-    Py_XDECREF(tmp_type);
-    Py_XDECREF(tmp_value);
-    Py_XDECREF(tmp_tb);
-#else
-    PyErr_SetExcInfo(local_type, local_value, local_tb);
-#endif
-    return 0;
-bad:
-    *type = 0;
-    *value = 0;
-    *tb = 0;
-    Py_XDECREF(local_type);
-    Py_XDECREF(local_value);
-    Py_XDECREF(local_tb);
-    return -1;
-}
-
-/* PyObjectCall */
-#if CYTHON_COMPILING_IN_CPYTHON
-static CYTHON_INLINE PyObject* __Pyx_PyObject_Call(PyObject *func, PyObject *arg, PyObject *kw) {
-    PyObject *result;
-    ternaryfunc call = Py_TYPE(func)->tp_call;
-    if (unlikely(!call))
-        return PyObject_Call(func, arg, kw);
-    #if PY_MAJOR_VERSION < 3
-    if (unlikely(Py_EnterRecursiveCall((char*)" while calling a Python object")))
-        return NULL;
-    #else
-    if (unlikely(Py_EnterRecursiveCall(" while calling a Python object")))
-        return NULL;
-    #endif
-    result = (*call)(func, arg, kw);
-    Py_LeaveRecursiveCall();
-    if (unlikely(!result) && unlikely(!PyErr_Occurred())) {
-        PyErr_SetString(
-            PyExc_SystemError,
-            "NULL result without error in PyObject_Call");
-    }
-    return result;
-}
-#endif
-
-/* RaiseException */
-#if PY_MAJOR_VERSION < 3
-static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb, PyObject *cause) {
-    __Pyx_PyThreadState_declare
-    CYTHON_UNUSED_VAR(cause);
-    Py_XINCREF(type);
-    if (!value || value == Py_None)
-        value = NULL;
-    else
-        Py_INCREF(value);
-    if (!tb || tb == Py_None)
-        tb = NULL;
-    else {
-        Py_INCREF(tb);
-        if (!PyTraceBack_Check(tb)) {
-            PyErr_SetString(PyExc_TypeError,
-                "raise: arg 3 must be a traceback or None");
-            goto raise_error;
-        }
-    }
-    if (PyType_Check(type)) {
-#if CYTHON_COMPILING_IN_PYPY
-        if (!value) {
-            Py_INCREF(Py_None);
-            value = Py_None;
-        }
-#endif
-        PyErr_NormalizeException(&type, &value, &tb);
-    } else {
-        if (value) {
-            PyErr_SetString(PyExc_TypeError,
-                "instance exception may not have a separate value");
-            goto raise_error;
-        }
-        value = type;
-        type = (PyObject*) Py_TYPE(type);
-        Py_INCREF(type);
-        if (!PyType_IsSubtype((PyTypeObject *)type, (PyTypeObject *)PyExc_BaseException)) {
-            PyErr_SetString(PyExc_TypeError,
-                "raise: exception class must be a subclass of BaseException");
-            goto raise_error;
-        }
-    }
-    __Pyx_PyThreadState_assign
-    __Pyx_ErrRestore(type, value, tb);
-    return;
-raise_error:
-    Py_XDECREF(value);
-    Py_XDECREF(type);
-    Py_XDECREF(tb);
-    return;
-}
-#else
-static void __Pyx_Raise(PyObject *type, PyObject *value, PyObject *tb, PyObject *cause) {
-    PyObject* owned_instance = NULL;
-    if (tb == Py_None) {
-        tb = 0;
-    } else if (tb && !PyTraceBack_Check(tb)) {
-        PyErr_SetString(PyExc_TypeError,
-            "raise: arg 3 must be a traceback or None");
-        goto bad;
-    }
-    if (value == Py_None)
-        value = 0;
-    if (PyExceptionInstance_Check(type)) {
-        if (value) {
-            PyErr_SetString(PyExc_TypeError,
-                "instance exception may not have a separate value");
-            goto bad;
-        }
-        value = type;
-        type = (PyObject*) Py_TYPE(value);
-    } else if (PyExceptionClass_Check(type)) {
-        PyObject *instance_class = NULL;
-        if (value && PyExceptionInstance_Check(value)) {
-            instance_class = (PyObject*) Py_TYPE(value);
-            if (instance_class != type) {
-                int is_subclass = PyObject_IsSubclass(instance_class, type);
-                if (!is_subclass) {
-                    instance_class = NULL;
-                } else if (unlikely(is_subclass == -1)) {
-                    goto bad;
-                } else {
-                    type = instance_class;
-                }
-            }
-        }
-        if (!instance_class) {
-            PyObject *args;
-            if (!value)
-                args = PyTuple_New(0);
-            else if (PyTuple_Check(value)) {
-                Py_INCREF(value);
-                args = value;
-            } else
-                args = PyTuple_Pack(1, value);
-            if (!args)
-                goto bad;
-            owned_instance = PyObject_Call(type, args, NULL);
-            Py_DECREF(args);
-            if (!owned_instance)
-                goto bad;
-            value = owned_instance;
-            if (!PyExceptionInstance_Check(value)) {
-                PyErr_Format(PyExc_TypeError,
-                             "calling %R should have returned an instance of "
-                             "BaseException, not %R",
-                             type, Py_TYPE(value));
-                goto bad;
-            }
-        }
-    } else {
-        PyErr_SetString(PyExc_TypeError,
-            "raise: exception class must be a subclass of BaseException");
-        goto bad;
-    }
-    if (cause) {
-        PyObject *fixed_cause;
-        if (cause == Py_None) {
-            fixed_cause = NULL;
-        } else if (PyExceptionClass_Check(cause)) {
-            fixed_cause = PyObject_CallObject(cause, NULL);
-            if (fixed_cause == NULL)
-                goto bad;
-        } else if (PyExceptionInstance_Check(cause)) {
-            fixed_cause = cause;
-            Py_INCREF(fixed_cause);
-        } else {
-            PyErr_SetString(PyExc_TypeError,
-                            "exception causes must derive from "
-                            "BaseException");
-            goto bad;
-        }
-        PyException_SetCause(value, fixed_cause);
-    }
-    PyErr_SetObject(type, value);
-    if (tb) {
-      #if PY_VERSION_HEX >= 0x030C00A6
-        PyException_SetTraceback(value, tb);
-      #elif CYTHON_FAST_THREAD_STATE
-        PyThreadState *tstate = __Pyx_PyThreadState_Current;
-        PyObject* tmp_tb = tstate->curexc_traceback;
-        if (tb != tmp_tb) {
-            Py_INCREF(tb);
-            tstate->curexc_traceback = tb;
-            Py_XDECREF(tmp_tb);
-        }
-#else
-        PyObject *tmp_type, *tmp_value, *tmp_tb;
-        PyErr_Fetch(&tmp_type, &tmp_value, &tmp_tb);
-        Py_INCREF(tb);
-        PyErr_Restore(tmp_type, tmp_value, tb);
-        Py_XDECREF(tmp_tb);
-#endif
-    }
-bad:
-    Py_XDECREF(owned_instance);
-    return;
-}
-#endif
-
-/* TupleAndListFromArray */
-#if CYTHON_COMPILING_IN_CPYTHON
-static CYTHON_INLINE void __Pyx_copy_object_array(PyObject *const *CYTHON_RESTRICT src, PyObject** CYTHON_RESTRICT dest, Py_ssize_t length) {
-    PyObject *v;
-    Py_ssize_t i;
-    for (i = 0; i < length; i++) {
-        v = dest[i] = src[i];
-        Py_INCREF(v);
-    }
-}
-static CYTHON_INLINE PyObject *
-__Pyx_PyTuple_FromArray(PyObject *const *src, Py_ssize_t n)
-{
-    PyObject *res;
-    if (n <= 0) {
-        Py_INCREF(__pyx_empty_tuple);
-        return __pyx_empty_tuple;
-    }
-    res = PyTuple_New(n);
-    if (unlikely(res == NULL)) return NULL;
-    __Pyx_copy_object_array(src, ((PyTupleObject*)res)->ob_item, n);
-    return res;
-}
-static CYTHON_INLINE PyObject *
-__Pyx_PyList_FromArray(PyObject *const *src, Py_ssize_t n)
-{
-    PyObject *res;
-    if (n <= 0) {
-        return PyList_New(0);
-    }
-    res = PyList_New(n);
-    if (unlikely(res == NULL)) return NULL;
-    __Pyx_copy_object_array(src, ((PyListObject*)res)->ob_item, n);
-    return res;
-}
-#endif
-
-/* BytesEquals */
-static CYTHON_INLINE int __Pyx_PyBytes_Equals(PyObject* s1, PyObject* s2, int equals) {
-#if CYTHON_COMPILING_IN_PYPY || CYTHON_COMPILING_IN_LIMITED_API
-    return PyObject_RichCompareBool(s1, s2, equals);
-#else
-    if (s1 == s2) {
-        return (equals == Py_EQ);
-    } else if (PyBytes_CheckExact(s1) & PyBytes_CheckExact(s2)) {
-        const char *ps1, *ps2;
-        Py_ssize_t length = PyBytes_GET_SIZE(s1);
-        if (length != PyBytes_GET_SIZE(s2))
-            return (equals == Py_NE);
-        ps1 = PyBytes_AS_STRING(s1);
-        ps2 = PyBytes_AS_STRING(s2);
-        if (ps1[0] != ps2[0]) {
-            return (equals == Py_NE);
-        } else if (length == 1) {
-            return (equals == Py_EQ);
-        } else {
-            int result;
-#if CYTHON_USE_UNICODE_INTERNALS && (PY_VERSION_HEX < 0x030B0000)
-            Py_hash_t hash1, hash2;
-            hash1 = ((PyBytesObject*)s1)->ob_shash;
-            hash2 = ((PyBytesObject*)s2)->ob_shash;
-            if (hash1 != hash2 && hash1 != -1 && hash2 != -1) {
-                return (equals == Py_NE);
-            }
-#endif
-            result = memcmp(ps1, ps2, (size_t)length);
-            return (equals == Py_EQ) ? (result == 0) : (result != 0);
-        }
-    } else if ((s1 == Py_None) & PyBytes_CheckExact(s2)) {
-        return (equals == Py_NE);
-    } else if ((s2 == Py_None) & PyBytes_CheckExact(s1)) {
-        return (equals == Py_NE);
-    } else {
-        int result;
-        PyObject* py_result = PyObject_RichCompare(s1, s2, equals);
-        if (!py_result)
-            return -1;
-        result = __Pyx_PyObject_IsTrue(py_result);
-        Py_DECREF(py_result);
-        return result;
-    }
-#endif
-}
-
-/* UnicodeEquals */
-static CYTHON_INLINE int __Pyx_PyUnicode_Equals(PyObject* s1, PyObject* s2, int equals) {
-#if CYTHON_COMPILING_IN_PYPY || CYTHON_COMPILING_IN_LIMITED_API
-    return PyObject_RichCompareBool(s1, s2, equals);
-#else
-#if PY_MAJOR_VERSION < 3
-    PyObject* owned_ref = NULL;
-#endif
-    int s1_is_unicode, s2_is_unicode;
-    if (s1 == s2) {
-        goto return_eq;
-    }
-    s1_is_unicode = PyUnicode_CheckExact(s1);
-    s2_is_unicode = PyUnicode_CheckExact(s2);
-#if PY_MAJOR_VERSION < 3
-    if ((s1_is_unicode & (!s2_is_unicode)) && PyString_CheckExact(s2)) {
-        owned_ref = PyUnicode_FromObject(s2);
-        if (unlikely(!owned_ref))
-            return -1;
-        s2 = owned_ref;
-        s2_is_unicode = 1;
-    } else if ((s2_is_unicode & (!s1_is_unicode)) && PyString_CheckExact(s1)) {
-        owned_ref = PyUnicode_FromObject(s1);
-        if (unlikely(!owned_ref))
-            return -1;
-        s1 = owned_ref;
-        s1_is_unicode = 1;
-    } else if (((!s2_is_unicode) & (!s1_is_unicode))) {
-        return __Pyx_PyBytes_Equals(s1, s2, equals);
-    }
-#endif
-    if (s1_is_unicode & s2_is_unicode) {
-        Py_ssize_t length;
-        int kind;
-        void *data1, *data2;
-        if (unlikely(__Pyx_PyUnicode_READY(s1) < 0) || unlikely(__Pyx_PyUnicode_READY(s2) < 0))
-            return -1;
-        length = __Pyx_PyUnicode_GET_LENGTH(s1);
-        if (length != __Pyx_PyUnicode_GET_LENGTH(s2)) {
-            goto return_ne;
-        }
-#if CYTHON_USE_UNICODE_INTERNALS
-        {
-            Py_hash_t hash1, hash2;
-        #if CYTHON_PEP393_ENABLED
-            hash1 = ((PyASCIIObject*)s1)->hash;
-            hash2 = ((PyASCIIObject*)s2)->hash;
-        #else
-            hash1 = ((PyUnicodeObject*)s1)->hash;
-            hash2 = ((PyUnicodeObject*)s2)->hash;
-        #endif
-            if (hash1 != hash2 && hash1 != -1 && hash2 != -1) {
-                goto return_ne;
-            }
-        }
-#endif
-        kind = __Pyx_PyUnicode_KIND(s1);
-        if (kind != __Pyx_PyUnicode_KIND(s2)) {
-            goto return_ne;
-        }
-        data1 = __Pyx_PyUnicode_DATA(s1);
-        data2 = __Pyx_PyUnicode_DATA(s2);
-        if (__Pyx_PyUnicode_READ(kind, data1, 0) != __Pyx_PyUnicode_READ(kind, data2, 0)) {
-            goto return_ne;
-        } else if (length == 1) {
-            goto return_eq;
-        } else {
-            int result = memcmp(data1, data2, (size_t)(length * kind));
-            #if PY_MAJOR_VERSION < 3
-            Py_XDECREF(owned_ref);
-            #endif
-            return (equals == Py_EQ) ? (result == 0) : (result != 0);
-        }
-    } else if ((s1 == Py_None) & s2_is_unicode) {
-        goto return_ne;
-    } else if ((s2 == Py_None) & s1_is_unicode) {
-        goto return_ne;
-    } else {
-        int result;
-        PyObject* py_result = PyObject_RichCompare(s1, s2, equals);
-        #if PY_MAJOR_VERSION < 3
-        Py_XDECREF(owned_ref);
-        #endif
-        if (!py_result)
-            return -1;
-        result = __Pyx_PyObject_IsTrue(py_result);
-        Py_DECREF(py_result);
-        return result;
-    }
-return_eq:
-    #if PY_MAJOR_VERSION < 3
-    Py_XDECREF(owned_ref);
-    #endif
-    return (equals == Py_EQ);
-return_ne:
-    #if PY_MAJOR_VERSION < 3
-    Py_XDECREF(owned_ref);
-    #endif
-    return (equals == Py_NE);
-#endif
-}
-
-/* fastcall */
-#if CYTHON_METH_FASTCALL
-static CYTHON_INLINE PyObject * __Pyx_GetKwValue_FASTCALL(PyObject *kwnames, PyObject *const *kwvalues, PyObject *s)
-{
-    Py_ssize_t i, n = PyTuple_GET_SIZE(kwnames);
-    for (i = 0; i < n; i++)
-    {
-        if (s == PyTuple_GET_ITEM(kwnames, i)) return kwvalues[i];
-    }
-    for (i = 0; i < n; i++)
-    {
-        int eq = __Pyx_PyUnicode_Equals(s, PyTuple_GET_ITEM(kwnames, i), Py_EQ);
-        if (unlikely(eq != 0)) {
-            if (unlikely(eq < 0)) return NULL;
-            return kwvalues[i];
-        }
-    }
-    return NULL;
-}
-#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x030d0000
-CYTHON_UNUSED static PyObject *__Pyx_KwargsAsDict_FASTCALL(PyObject *kwnames, PyObject *const *kwvalues) {
-    Py_ssize_t i, nkwargs = PyTuple_GET_SIZE(kwnames);
-    PyObject *dict;
-    dict = PyDict_New();
-    if (unlikely(!dict))
-        return NULL;
-    for (i=0; i<nkwargs; i++) {
-        PyObject *key = PyTuple_GET_ITEM(kwnames, i);
-        if (unlikely(PyDict_SetItem(dict, key, kwvalues[i]) < 0))
-            goto bad;
-    }
-    return dict;
-bad:
-    Py_DECREF(dict);
-    return NULL;
-}
-#endif
-#endif
-
-/* RaiseArgTupleInvalid */
-static void __Pyx_RaiseArgtupleInvalid(
-    const char* func_name,
-    int exact,
-    Py_ssize_t num_min,
-    Py_ssize_t num_max,
-    Py_ssize_t num_found)
-{
-    Py_ssize_t num_expected;
-    const char *more_or_less;
-    if (num_found < num_min) {
-        num_expected = num_min;
-        more_or_less = "at least";
-    } else {
-        num_expected = num_max;
-        more_or_less = "at most";
-    }
-    if (exact) {
-        more_or_less = "exactly";
-    }
-    PyErr_Format(PyExc_TypeError,
-                 "%.200s() takes %.8s %" CYTHON_FORMAT_SSIZE_T "d positional argument%.1s (%" CYTHON_FORMAT_SSIZE_T "d given)",
-                 func_name, more_or_less, num_expected,
-                 (num_expected == 1) ? "" : "s", num_found);
-}
-
-/* RaiseDoubleKeywords */
-static void __Pyx_RaiseDoubleKeywordsError(
-    const char* func_name,
-    PyObject* kw_name)
-{
-    PyErr_Format(PyExc_TypeError,
-        #if PY_MAJOR_VERSION >= 3
-        "%s() got multiple values for keyword argument '%U'", func_name, kw_name);
-        #else
-        "%s() got multiple values for keyword argument '%s'", func_name,
-        PyString_AsString(kw_name));
-        #endif
-}
-
-/* ParseKeywords */
-static int __Pyx_ParseOptionalKeywords(
-    PyObject *kwds,
-    PyObject *const *kwvalues,
-    PyObject **argnames[],
-    PyObject *kwds2,
-    PyObject *values[],
-    Py_ssize_t num_pos_args,
-    const char* function_name)
-{
-    PyObject *key = 0, *value = 0;
-    Py_ssize_t pos = 0;
-    PyObject*** name;
-    PyObject*** first_kw_arg = argnames + num_pos_args;
-    int kwds_is_tuple = CYTHON_METH_FASTCALL && likely(PyTuple_Check(kwds));
-    while (1) {
-        Py_XDECREF(key); key = NULL;
-        Py_XDECREF(value); value = NULL;
-        if (kwds_is_tuple) {
-            Py_ssize_t size;
-#if CYTHON_ASSUME_SAFE_MACROS
-            size = PyTuple_GET_SIZE(kwds);
-#else
-            size = PyTuple_Size(kwds);
-            if (size < 0) goto bad;
-#endif
-            if (pos >= size) break;
-#if CYTHON_AVOID_BORROWED_REFS
-            key = __Pyx_PySequence_ITEM(kwds, pos);
-            if (!key) goto bad;
-#elif CYTHON_ASSUME_SAFE_MACROS
-            key = PyTuple_GET_ITEM(kwds, pos);
-#else
-            key = PyTuple_GetItem(kwds, pos);
-            if (!key) goto bad;
-#endif
-            value = kwvalues[pos];
-            pos++;
-        }
-        else
-        {
-            if (!PyDict_Next(kwds, &pos, &key, &value)) break;
-#if CYTHON_AVOID_BORROWED_REFS
-            Py_INCREF(key);
-#endif
-        }
-        name = first_kw_arg;
-        while (*name && (**name != key)) name++;
-        if (*name) {
-            values[name-argnames] = value;
-#if CYTHON_AVOID_BORROWED_REFS
-            Py_INCREF(value);
-            Py_DECREF(key);
-#endif
-            key = NULL;
-            value = NULL;
-            continue;
-        }
-#if !CYTHON_AVOID_BORROWED_REFS
-        Py_INCREF(key);
-#endif
-        Py_INCREF(value);
-        name = first_kw_arg;
-        #if PY_MAJOR_VERSION < 3
-        if (likely(PyString_Check(key))) {
-            while (*name) {
-                if ((CYTHON_COMPILING_IN_PYPY || PyString_GET_SIZE(**name) == PyString_GET_SIZE(key))
-                        && _PyString_Eq(**name, key)) {
-                    values[name-argnames] = value;
-#if CYTHON_AVOID_BORROWED_REFS
-                    value = NULL;
-#endif
-                    break;
-                }
-                name++;
-            }
-            if (*name) continue;
-            else {
-                PyObject*** argname = argnames;
-                while (argname != first_kw_arg) {
-                    if ((**argname == key) || (
-                            (CYTHON_COMPILING_IN_PYPY || PyString_GET_SIZE(**argname) == PyString_GET_SIZE(key))
-                             && _PyString_Eq(**argname, key))) {
-                        goto arg_passed_twice;
-                    }
-                    argname++;
-                }
-            }
-        } else
-        #endif
-        if (likely(PyUnicode_Check(key))) {
-            while (*name) {
-                int cmp = (
-                #if !CYTHON_COMPILING_IN_PYPY && PY_MAJOR_VERSION >= 3
-                    (__Pyx_PyUnicode_GET_LENGTH(**name) != __Pyx_PyUnicode_GET_LENGTH(key)) ? 1 :
-                #endif
-                    PyUnicode_Compare(**name, key)
-                );
-                if (cmp < 0 && unlikely(PyErr_Occurred())) goto bad;
-                if (cmp == 0) {
-                    values[name-argnames] = value;
-#if CYTHON_AVOID_BORROWED_REFS
-                    value = NULL;
-#endif
-                    break;
-                }
-                name++;
-            }
-            if (*name) continue;
-            else {
-                PyObject*** argname = argnames;
-                while (argname != first_kw_arg) {
-                    int cmp = (**argname == key) ? 0 :
-                    #if !CYTHON_COMPILING_IN_PYPY && PY_MAJOR_VERSION >= 3
-                        (__Pyx_PyUnicode_GET_LENGTH(**argname) != __Pyx_PyUnicode_GET_LENGTH(key)) ? 1 :
-                    #endif
-                        PyUnicode_Compare(**argname, key);
-                    if (cmp < 0 && unlikely(PyErr_Occurred())) goto bad;
-                    if (cmp == 0) goto arg_passed_twice;
-                    argname++;
-                }
-            }
-        } else
-            goto invalid_keyword_type;
-        if (kwds2) {
-            if (unlikely(PyDict_SetItem(kwds2, key, value))) goto bad;
-        } else {
-            goto invalid_keyword;
-        }
-    }
-    Py_XDECREF(key);
-    Py_XDECREF(value);
-    return 0;
-arg_passed_twice:
-    __Pyx_RaiseDoubleKeywordsError(function_name, key);
-    goto bad;
-invalid_keyword_type:
-    PyErr_Format(PyExc_TypeError,
-        "%.200s() keywords must be strings", function_name);
-    goto bad;
-invalid_keyword:
-    #if PY_MAJOR_VERSION < 3
-    PyErr_Format(PyExc_TypeError,
-        "%.200s() got an unexpected keyword argument '%.200s'",
-        function_name, PyString_AsString(key));
-    #else
-    PyErr_Format(PyExc_TypeError,
-        "%s() got an unexpected keyword argument '%U'",
-        function_name, key);
-    #endif
-bad:
-    Py_XDECREF(key);
-    Py_XDECREF(value);
-    return -1;
-}
-
-/* ArgTypeTest */
-static int __Pyx__ArgTypeTest(PyObject *obj, PyTypeObject *type, const char *name, int exact)
-{
-    __Pyx_TypeName type_name;
-    __Pyx_TypeName obj_type_name;
-    if (unlikely(!type)) {
-        PyErr_SetString(PyExc_SystemError, "Missing type object");
-        return 0;
-    }
-    else if (exact) {
-        #if PY_MAJOR_VERSION == 2
-        if ((type == &PyBaseString_Type) && likely(__Pyx_PyBaseString_CheckExact(obj))) return 1;
-        #endif
-    }
-    else {
-        if (likely(__Pyx_TypeCheck(obj, type))) return 1;
-    }
-    type_name = __Pyx_PyType_GetName(type);
-    obj_type_name = __Pyx_PyType_GetName(Py_TYPE(obj));
-    PyErr_Format(PyExc_TypeError,
-        "Argument '%.200s' has incorrect type (expected " __Pyx_FMT_TYPENAME
-        ", got " __Pyx_FMT_TYPENAME ")", name, type_name, obj_type_name);
-    __Pyx_DECREF_TypeName(type_name);
-    __Pyx_DECREF_TypeName(obj_type_name);
-    return 0;
-}
-
-/* IsLittleEndian */
-static CYTHON_INLINE int __Pyx_Is_Little_Endian(void)
-{
-  union {
-    uint32_t u32;
-    uint8_t u8[4];
-  } S;
-  S.u32 = 0x01020304;
-  return S.u8[0] == 4;
-}
-
-/* BufferFormatCheck */
-static void __Pyx_BufFmt_Init(__Pyx_BufFmt_Context* ctx,
-                              __Pyx_BufFmt_StackElem* stack,
-                              __Pyx_TypeInfo* type) {
-  stack[0].field = &ctx->root;
-  stack[0].parent_offset = 0;
-  ctx->root.type = type;
-  ctx->root.name = "buffer dtype";
-  ctx->root.offset = 0;
-  ctx->head = stack;
-  ctx->head->field = &ctx->root;
-  ctx->fmt_offset = 0;
-  ctx->head->parent_offset = 0;
-  ctx->new_packmode = '@';
-  ctx->enc_packmode = '@';
-  ctx->new_count = 1;
-  ctx->enc_count = 0;
-  ctx->enc_type = 0;
-  ctx->is_complex = 0;
-  ctx->is_valid_array = 0;
-  ctx->struct_alignment = 0;
-  while (type->typegroup == 'S') {
-    ++ctx->head;
-    ctx->head->field = type->fields;
-    ctx->head->parent_offset = 0;
-    type = type->fields->type;
-  }
-}
-static int __Pyx_BufFmt_ParseNumber(const char** ts) {
-    int count;
-    const char* t = *ts;
-    if (*t < '0' || *t > '9') {
-      return -1;
-    } else {
-        count = *t++ - '0';
-        while (*t >= '0' && *t <= '9') {
-            count *= 10;
-            count += *t++ - '0';
-        }
-    }
-    *ts = t;
-    return count;
-}
-static int __Pyx_BufFmt_ExpectNumber(const char **ts) {
-    int number = __Pyx_BufFmt_ParseNumber(ts);
-    if (number == -1)
-        PyErr_Format(PyExc_ValueError,\
-                     "Does not understand character buffer dtype format string ('%c')", **ts);
-    return number;
-}
-static void __Pyx_BufFmt_RaiseUnexpectedChar(char ch) {
-  PyErr_Format(PyExc_ValueError,
-               "Unexpected format string character: '%c'", ch);
-}
-static const char* __Pyx_BufFmt_DescribeTypeChar(char ch, int is_complex) {
-  switch (ch) {
-    case '?': return "'bool'";
-    case 'c': return "'char'";
-    case 'b': return "'signed char'";
-    case 'B': return "'unsigned char'";
-    case 'h': return "'short'";
-    case 'H': return "'unsigned short'";
-    case 'i': return "'int'";
-    case 'I': return "'unsigned int'";
-    case 'l': return "'long'";
-    case 'L': return "'unsigned long'";
-    case 'q': return "'long long'";
-    case 'Q': return "'unsigned long long'";
-    case 'f': return (is_complex ? "'complex float'" : "'float'");
-    case 'd': return (is_complex ? "'complex double'" : "'double'");
-    case 'g': return (is_complex ? "'complex long double'" : "'long double'");
-    case 'T': return "a struct";
-    case 'O': return "Python object";
-    case 'P': return "a pointer";
-    case 's': case 'p': return "a string";
-    case 0: return "end";
-    default: return "unparsable format string";
-  }
-}
-static size_t __Pyx_BufFmt_TypeCharToStandardSize(char ch, int is_complex) {
-  switch (ch) {
-    case '?': case 'c': case 'b': case 'B': case 's': case 'p': return 1;
-    case 'h': case 'H': return 2;
-    case 'i': case 'I': case 'l': case 'L': return 4;
-    case 'q': case 'Q': return 8;
-    case 'f': return (is_complex ? 8 : 4);
-    case 'd': return (is_complex ? 16 : 8);
-    case 'g': {
-      PyErr_SetString(PyExc_ValueError, "Python does not define a standard format string size for long double ('g')..");
-      return 0;
-    }
-    case 'O': case 'P': return sizeof(void*);
-    default:
-      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
-      return 0;
-    }
-}
-static size_t __Pyx_BufFmt_TypeCharToNativeSize(char ch, int is_complex) {
-  switch (ch) {
-    case '?': case 'c': case 'b': case 'B': case 's': case 'p': return 1;
-    case 'h': case 'H': return sizeof(short);
-    case 'i': case 'I': return sizeof(int);
-    case 'l': case 'L': return sizeof(long);
-    #ifdef HAVE_LONG_LONG
-    case 'q': case 'Q': return sizeof(PY_LONG_LONG);
-    #endif
-    case 'f': return sizeof(float) * (is_complex ? 2 : 1);
-    case 'd': return sizeof(double) * (is_complex ? 2 : 1);
-    case 'g': return sizeof(long double) * (is_complex ? 2 : 1);
-    case 'O': case 'P': return sizeof(void*);
-    default: {
-      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
-      return 0;
-    }
-  }
-}
-typedef struct { char c; short x; } __Pyx_st_short;
-typedef struct { char c; int x; } __Pyx_st_int;
-typedef struct { char c; long x; } __Pyx_st_long;
-typedef struct { char c; float x; } __Pyx_st_float;
-typedef struct { char c; double x; } __Pyx_st_double;
-typedef struct { char c; long double x; } __Pyx_st_longdouble;
-typedef struct { char c; void *x; } __Pyx_st_void_p;
-#ifdef HAVE_LONG_LONG
-typedef struct { char c; PY_LONG_LONG x; } __Pyx_st_longlong;
-#endif
-static size_t __Pyx_BufFmt_TypeCharToAlignment(char ch, int is_complex) {
-  CYTHON_UNUSED_VAR(is_complex);
-  switch (ch) {
-    case '?': case 'c': case 'b': case 'B': case 's': case 'p': return 1;
-    case 'h': case 'H': return sizeof(__Pyx_st_short) - sizeof(short);
-    case 'i': case 'I': return sizeof(__Pyx_st_int) - sizeof(int);
-    case 'l': case 'L': return sizeof(__Pyx_st_long) - sizeof(long);
-#ifdef HAVE_LONG_LONG
-    case 'q': case 'Q': return sizeof(__Pyx_st_longlong) - sizeof(PY_LONG_LONG);
-#endif
-    case 'f': return sizeof(__Pyx_st_float) - sizeof(float);
-    case 'd': return sizeof(__Pyx_st_double) - sizeof(double);
-    case 'g': return sizeof(__Pyx_st_longdouble) - sizeof(long double);
-    case 'P': case 'O': return sizeof(__Pyx_st_void_p) - sizeof(void*);
-    default:
-      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
-      return 0;
-    }
-}
-/* These are for computing the padding at the end of the struct to align
-   on the first member of the struct. This will probably the same as above,
-   but we don't have any guarantees.
- */
-typedef struct { short x; char c; } __Pyx_pad_short;
-typedef struct { int x; char c; } __Pyx_pad_int;
-typedef struct { long x; char c; } __Pyx_pad_long;
-typedef struct { float x; char c; } __Pyx_pad_float;
-typedef struct { double x; char c; } __Pyx_pad_double;
-typedef struct { long double x; char c; } __Pyx_pad_longdouble;
-typedef struct { void *x; char c; } __Pyx_pad_void_p;
-#ifdef HAVE_LONG_LONG
-typedef struct { PY_LONG_LONG x; char c; } __Pyx_pad_longlong;
-#endif
-static size_t __Pyx_BufFmt_TypeCharToPadding(char ch, int is_complex) {
-  CYTHON_UNUSED_VAR(is_complex);
-  switch (ch) {
-    case '?': case 'c': case 'b': case 'B': case 's': case 'p': return 1;
-    case 'h': case 'H': return sizeof(__Pyx_pad_short) - sizeof(short);
-    case 'i': case 'I': return sizeof(__Pyx_pad_int) - sizeof(int);
-    case 'l': case 'L': return sizeof(__Pyx_pad_long) - sizeof(long);
-#ifdef HAVE_LONG_LONG
-    case 'q': case 'Q': return sizeof(__Pyx_pad_longlong) - sizeof(PY_LONG_LONG);
-#endif
-    case 'f': return sizeof(__Pyx_pad_float) - sizeof(float);
-    case 'd': return sizeof(__Pyx_pad_double) - sizeof(double);
-    case 'g': return sizeof(__Pyx_pad_longdouble) - sizeof(long double);
-    case 'P': case 'O': return sizeof(__Pyx_pad_void_p) - sizeof(void*);
-    default:
-      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
-      return 0;
-    }
-}
-static char __Pyx_BufFmt_TypeCharToGroup(char ch, int is_complex) {
-  switch (ch) {
-    case 'c':
-        return 'H';
-    case 'b': case 'h': case 'i':
-    case 'l': case 'q': case 's': case 'p':
-        return 'I';
-    case '?': case 'B': case 'H': case 'I': case 'L': case 'Q':
-        return 'U';
-    case 'f': case 'd': case 'g':
-        return (is_complex ? 'C' : 'R');
-    case 'O':
-        return 'O';
-    case 'P':
-        return 'P';
-    default: {
-      __Pyx_BufFmt_RaiseUnexpectedChar(ch);
-      return 0;
-    }
-  }
-}
-static void __Pyx_BufFmt_RaiseExpected(__Pyx_BufFmt_Context* ctx) {
-  if (ctx->head == NULL || ctx->head->field == &ctx->root) {
-    const char* expected;
-    const char* quote;
-    if (ctx->head == NULL) {
-      expected = "end";
-      quote = "";
-    } else {
-      expected = ctx->head->field->type->name;
-      quote = "'";
-    }
-    PyErr_Format(PyExc_ValueError,
-                 "Buffer dtype mismatch, expected %s%s%s but got %s",
-                 quote, expected, quote,
-                 __Pyx_BufFmt_DescribeTypeChar(ctx->enc_type, ctx->is_complex));
-  } else {
-    __Pyx_StructField* field = ctx->head->field;
-    __Pyx_StructField* parent = (ctx->head - 1)->field;
-    PyErr_Format(PyExc_ValueError,
-                 "Buffer dtype mismatch, expected '%s' but got %s in '%s.%s'",
-                 field->type->name, __Pyx_BufFmt_DescribeTypeChar(ctx->enc_type, ctx->is_complex),
-                 parent->type->name, field->name);
-  }
-}
-static int __Pyx_BufFmt_ProcessTypeChunk(__Pyx_BufFmt_Context* ctx) {
-  char group;
-  size_t size, offset, arraysize = 1;
-  if (ctx->enc_type == 0) return 0;
-  if (ctx->head->field->type->arraysize[0]) {
-    int i, ndim = 0;
-    if (ctx->enc_type == 's' || ctx->enc_type == 'p') {
-        ctx->is_valid_array = ctx->head->field->type->ndim == 1;
-        ndim = 1;
-        if (ctx->enc_count != ctx->head->field->type->arraysize[0]) {
-            PyErr_Format(PyExc_ValueError,
-                         "Expected a dimension of size %zu, got %zu",
-                         ctx->head->field->type->arraysize[0], ctx->enc_count);
-            return -1;
-        }
-    }
-    if (!ctx->is_valid_array) {
-      PyErr_Format(PyExc_ValueError, "Expected %d dimensions, got %d",
-                   ctx->head->field->type->ndim, ndim);
-      return -1;
-    }
-    for (i = 0; i < ctx->head->field->type->ndim; i++) {
-      arraysize *= ctx->head->field->type->arraysize[i];
-    }
-    ctx->is_valid_array = 0;
-    ctx->enc_count = 1;
-  }
-  group = __Pyx_BufFmt_TypeCharToGroup(ctx->enc_type, ctx->is_complex);
-  do {
-    __Pyx_StructField* field = ctx->head->field;
-    __Pyx_TypeInfo* type = field->type;
-    if (ctx->enc_packmode == '@' || ctx->enc_packmode == '^') {
-      size = __Pyx_BufFmt_TypeCharToNativeSize(ctx->enc_type, ctx->is_complex);
-    } else {
-      size = __Pyx_BufFmt_TypeCharToStandardSize(ctx->enc_type, ctx->is_complex);
-    }
-    if (ctx->enc_packmode == '@') {
-      size_t align_at = __Pyx_BufFmt_TypeCharToAlignment(ctx->enc_type, ctx->is_complex);
-      size_t align_mod_offset;
-      if (align_at == 0) return -1;
-      align_mod_offset = ctx->fmt_offset % align_at;
-      if (align_mod_offset > 0) ctx->fmt_offset += align_at - align_mod_offset;
-      if (ctx->struct_alignment == 0)
-          ctx->struct_alignment = __Pyx_BufFmt_TypeCharToPadding(ctx->enc_type,
-                                                                 ctx->is_complex);
-    }
-    if (type->size != size || type->typegroup != group) {
-      if (type->typegroup == 'C' && type->fields != NULL) {
-        size_t parent_offset = ctx->head->parent_offset + field->offset;
-        ++ctx->head;
-        ctx->head->field = type->fields;
-        ctx->head->parent_offset = parent_offset;
-        continue;
-      }
-      if ((type->typegroup == 'H' || group == 'H') && type->size == size) {
-      } else {
-          __Pyx_BufFmt_RaiseExpected(ctx);
-          return -1;
-      }
-    }
-    offset = ctx->head->parent_offset + field->offset;
-    if (ctx->fmt_offset != offset) {
-      PyErr_Format(PyExc_ValueError,
-                   "Buffer dtype mismatch; next field is at offset %" CYTHON_FORMAT_SSIZE_T "d but %" CYTHON_FORMAT_SSIZE_T "d expected",
-                   (Py_ssize_t)ctx->fmt_offset, (Py_ssize_t)offset);
-      return -1;
-    }
-    ctx->fmt_offset += size;
-    if (arraysize)
-      ctx->fmt_offset += (arraysize - 1) * size;
-    --ctx->enc_count;
-    while (1) {
-      if (field == &ctx->root) {
-        ctx->head = NULL;
-        if (ctx->enc_count != 0) {
-          __Pyx_BufFmt_RaiseExpected(ctx);
-          return -1;
-        }
-        break;
-      }
-      ctx->head->field = ++field;
-      if (field->type == NULL) {
-        --ctx->head;
-        field = ctx->head->field;
-        continue;
-      } else if (field->type->typegroup == 'S') {
-        size_t parent_offset = ctx->head->parent_offset + field->offset;
-        if (field->type->fields->type == NULL) continue;
-        field = field->type->fields;
-        ++ctx->head;
-        ctx->head->field = field;
-        ctx->head->parent_offset = parent_offset;
-        break;
-      } else {
-        break;
-      }
-    }
-  } while (ctx->enc_count);
-  ctx->enc_type = 0;
-  ctx->is_complex = 0;
-  return 0;
-}
-static int
-__pyx_buffmt_parse_array(__Pyx_BufFmt_Context* ctx, const char** tsp)
-{
-    const char *ts = *tsp;
-    int i = 0, number, ndim;
-    ++ts;
-    if (ctx->new_count != 1) {
-        PyErr_SetString(PyExc_ValueError,
-                        "Cannot handle repeated arrays in format string");
-        return -1;
-    }
-    if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return -1;
-    ndim = ctx->head->field->type->ndim;
-    while (*ts && *ts != ')') {
-        switch (*ts) {
-            case ' ': case '\f': case '\r': case '\n': case '\t': case '\v':  continue;
-            default:  break;
-        }
-        number = __Pyx_BufFmt_ExpectNumber(&ts);
-        if (number == -1) return -1;
-        if (i < ndim && (size_t) number != ctx->head->field->type->arraysize[i]) {
-            PyErr_Format(PyExc_ValueError,
-                        "Expected a dimension of size %zu, got %d",
-                        ctx->head->field->type->arraysize[i], number);
-            return -1;
-        }
-        if (*ts != ',' && *ts != ')') {
-            PyErr_Format(PyExc_ValueError,
-                                "Expected a comma in format string, got '%c'", *ts);
-            return -1;
-        }
-        if (*ts == ',') ts++;
-        i++;
-    }
-    if (i != ndim) {
-        PyErr_Format(PyExc_ValueError, "Expected %d dimension(s), got %d",
-                            ctx->head->field->type->ndim, i);
-        return -1;
-    }
-    if (!*ts) {
-        PyErr_SetString(PyExc_ValueError,
-                        "Unexpected end of format string, expected ')'");
-        return -1;
-    }
-    ctx->is_valid_array = 1;
-    ctx->new_count = 1;
-    *tsp = ++ts;
-    return 0;
-}
-static const char* __Pyx_BufFmt_CheckString(__Pyx_BufFmt_Context* ctx, const char* ts) {
-  int got_Z = 0;
-  while (1) {
-    switch(*ts) {
-      case 0:
-        if (ctx->enc_type != 0 && ctx->head == NULL) {
-          __Pyx_BufFmt_RaiseExpected(ctx);
-          return NULL;
-        }
-        if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
-        if (ctx->head != NULL) {
-          __Pyx_BufFmt_RaiseExpected(ctx);
-          return NULL;
-        }
-        return ts;
-      case ' ':
-      case '\r':
-      case '\n':
-        ++ts;
-        break;
-      case '<':
-        if (!__Pyx_Is_Little_Endian()) {
-          PyErr_SetString(PyExc_ValueError, "Little-endian buffer not supported on big-endian compiler");
-          return NULL;
-        }
-        ctx->new_packmode = '=';
-        ++ts;
-        break;
-      case '>':
-      case '!':
-        if (__Pyx_Is_Little_Endian()) {
-          PyErr_SetString(PyExc_ValueError, "Big-endian buffer not supported on little-endian compiler");
-          return NULL;
-        }
-        ctx->new_packmode = '=';
-        ++ts;
-        break;
-      case '=':
-      case '@':
-      case '^':
-        ctx->new_packmode = *ts++;
-        break;
-      case 'T':
-        {
-          const char* ts_after_sub;
-          size_t i, struct_count = ctx->new_count;
-          size_t struct_alignment = ctx->struct_alignment;
-          ctx->new_count = 1;
-          ++ts;
-          if (*ts != '{') {
-            PyErr_SetString(PyExc_ValueError, "Buffer acquisition: Expected '{' after 'T'");
-            return NULL;
-          }
-          if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
-          ctx->enc_type = 0;
-          ctx->enc_count = 0;
-          ctx->struct_alignment = 0;
-          ++ts;
-          ts_after_sub = ts;
-          for (i = 0; i != struct_count; ++i) {
-            ts_after_sub = __Pyx_BufFmt_CheckString(ctx, ts);
-            if (!ts_after_sub) return NULL;
-          }
-          ts = ts_after_sub;
-          if (struct_alignment) ctx->struct_alignment = struct_alignment;
-        }
-        break;
-      case '}':
-        {
-          size_t alignment = ctx->struct_alignment;
-          ++ts;
-          if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
-          ctx->enc_type = 0;
-          if (alignment && ctx->fmt_offset % alignment) {
-            ctx->fmt_offset += alignment - (ctx->fmt_offset % alignment);
-          }
-        }
-        return ts;
-      case 'x':
-        if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
-        ctx->fmt_offset += ctx->new_count;
-        ctx->new_count = 1;
-        ctx->enc_count = 0;
-        ctx->enc_type = 0;
-        ctx->enc_packmode = ctx->new_packmode;
-        ++ts;
-        break;
-      case 'Z':
-        got_Z = 1;
-        ++ts;
-        if (*ts != 'f' && *ts != 'd' && *ts != 'g') {
-          __Pyx_BufFmt_RaiseUnexpectedChar('Z');
-          return NULL;
-        }
-        CYTHON_FALLTHROUGH;
-      case '?': case 'c': case 'b': case 'B': case 'h': case 'H': case 'i': case 'I':
-      case 'l': case 'L': case 'q': case 'Q':
-      case 'f': case 'd': case 'g':
-      case 'O': case 'p':
-        if ((ctx->enc_type == *ts) && (got_Z == ctx->is_complex) &&
-            (ctx->enc_packmode == ctx->new_packmode) && (!ctx->is_valid_array)) {
-          ctx->enc_count += ctx->new_count;
-          ctx->new_count = 1;
-          got_Z = 0;
-          ++ts;
-          break;
-        }
-        CYTHON_FALLTHROUGH;
-      case 's':
-        if (__Pyx_BufFmt_ProcessTypeChunk(ctx) == -1) return NULL;
-        ctx->enc_count = ctx->new_count;
-        ctx->enc_packmode = ctx->new_packmode;
-        ctx->enc_type = *ts;
-        ctx->is_complex = got_Z;
-        ++ts;
-        ctx->new_count = 1;
-        got_Z = 0;
-        break;
-      case ':':
-        ++ts;
-        while(*ts != ':') ++ts;
-        ++ts;
-        break;
-      case '(':
-        if (__pyx_buffmt_parse_array(ctx, &ts) < 0) return NULL;
-        break;
-      default:
-        {
-          int number = __Pyx_BufFmt_ExpectNumber(&ts);
-          if (number == -1) return NULL;
-          ctx->new_count = (size_t)number;
-        }
-    }
-  }
-}
-
-/* BufferGetAndValidate */
-  static CYTHON_INLINE void __Pyx_SafeReleaseBuffer(Py_buffer* info) {
-  if (unlikely(info->buf == NULL)) return;
-  if (info->suboffsets == __Pyx_minusones) info->suboffsets = NULL;
-  __Pyx_ReleaseBuffer(info);
-}
-static void __Pyx_ZeroBuffer(Py_buffer* buf) {
-  buf->buf = NULL;
-  buf->obj = NULL;
-  buf->strides = __Pyx_zeros;
-  buf->shape = __Pyx_zeros;
-  buf->suboffsets = __Pyx_minusones;
-}
-static int __Pyx__GetBufferAndValidate(
-        Py_buffer* buf, PyObject* obj,  __Pyx_TypeInfo* dtype, int flags,
-        int nd, int cast, __Pyx_BufFmt_StackElem* stack)
-{
-  buf->buf = NULL;
-  if (unlikely(__Pyx_GetBuffer(obj, buf, flags) == -1)) {
-    __Pyx_ZeroBuffer(buf);
-    return -1;
-  }
-  if (unlikely(buf->ndim != nd)) {
-    PyErr_Format(PyExc_ValueError,
-                 "Buffer has wrong number of dimensions (expected %d, got %d)",
-                 nd, buf->ndim);
-    goto fail;
-  }
-  if (!cast) {
-    __Pyx_BufFmt_Context ctx;
-    __Pyx_BufFmt_Init(&ctx, stack, dtype);
-    if (!__Pyx_BufFmt_CheckString(&ctx, buf->format)) goto fail;
-  }
-  if (unlikely((size_t)buf->itemsize != dtype->size)) {
-    PyErr_Format(PyExc_ValueError,
-      "Item size of buffer (%" CYTHON_FORMAT_SSIZE_T "d byte%s) does not match size of '%s' (%" CYTHON_FORMAT_SSIZE_T "d byte%s)",
-      buf->itemsize, (buf->itemsize > 1) ? "s" : "",
-      dtype->name, (Py_ssize_t)dtype->size, (dtype->size > 1) ? "s" : "");
-    goto fail;
-  }
-  if (buf->suboffsets == NULL) buf->suboffsets = __Pyx_minusones;
-  return 0;
-fail:;
-  __Pyx_SafeReleaseBuffer(buf);
-  return -1;
-}
-
-/* TypeImport */
-  #ifndef __PYX_HAVE_RT_ImportType_3_0_10
-#define __PYX_HAVE_RT_ImportType_3_0_10
-static PyTypeObject *__Pyx_ImportType_3_0_10(PyObject *module, const char *module_name, const char *class_name,
-    size_t size, size_t alignment, enum __Pyx_ImportType_CheckSize_3_0_10 check_size)
-{
-    PyObject *result = 0;
-    char warning[200];
-    Py_ssize_t basicsize;
-    Py_ssize_t itemsize;
-#if CYTHON_COMPILING_IN_LIMITED_API
-    PyObject *py_basicsize;
-    PyObject *py_itemsize;
-#endif
-    result = PyObject_GetAttrString(module, class_name);
-    if (!result)
-        goto bad;
-    if (!PyType_Check(result)) {
-        PyErr_Format(PyExc_TypeError,
-            "%.200s.%.200s is not a type object",
-            module_name, class_name);
-        goto bad;
-    }
-#if !CYTHON_COMPILING_IN_LIMITED_API
-    basicsize = ((PyTypeObject *)result)->tp_basicsize;
-    itemsize = ((PyTypeObject *)result)->tp_itemsize;
-#else
-    py_basicsize = PyObject_GetAttrString(result, "__basicsize__");
-    if (!py_basicsize)
-        goto bad;
-    basicsize = PyLong_AsSsize_t(py_basicsize);
-    Py_DECREF(py_basicsize);
-    py_basicsize = 0;
-    if (basicsize == (Py_ssize_t)-1 && PyErr_Occurred())
-        goto bad;
-    py_itemsize = PyObject_GetAttrString(result, "__itemsize__");
-    if (!py_itemsize)
-        goto bad;
-    itemsize = PyLong_AsSsize_t(py_itemsize);
-    Py_DECREF(py_itemsize);
-    py_itemsize = 0;
-    if (itemsize == (Py_ssize_t)-1 && PyErr_Occurred())
-        goto bad;
-#endif
-    if (itemsize) {
-        if (size % alignment) {
-            alignment = size % alignment;
-        }
-        if (itemsize < (Py_ssize_t)alignment)
-            itemsize = (Py_ssize_t)alignment;
-    }
-    if ((size_t)(basicsize + itemsize) < size) {
-        PyErr_Format(PyExc_ValueError,
-            "%.200s.%.200s size changed, may indicate binary incompatibility. "
-            "Expected %zd from C header, got %zd from PyObject",
-            module_name, class_name, size, basicsize+itemsize);
-        goto bad;
-    }
-    if (check_size == __Pyx_ImportType_CheckSize_Error_3_0_10 &&
-            ((size_t)basicsize > size || (size_t)(basicsize + itemsize) < size)) {
-        PyErr_Format(PyExc_ValueError,
-            "%.200s.%.200s size changed, may indicate binary incompatibility. "
-            "Expected %zd from C header, got %zd-%zd from PyObject",
-            module_name, class_name, size, basicsize, basicsize+itemsize);
-        goto bad;
-    }
-    else if (check_size == __Pyx_ImportType_CheckSize_Warn_3_0_10 && (size_t)basicsize > size) {
-        PyOS_snprintf(warning, sizeof(warning),
-            "%s.%s size changed, may indicate binary incompatibility. "
-            "Expected %zd from C header, got %zd from PyObject",
-            module_name, class_name, size, basicsize);
-        if (PyErr_WarnEx(NULL, warning, 0) < 0) goto bad;
-    }
-    return (PyTypeObject *)result;
-bad:
-    Py_XDECREF(result);
-    return NULL;
-}
-#endif
-
-/* Import */
-  static PyObject *__Pyx_Import(PyObject *name, PyObject *from_list, int level) {
-    PyObject *module = 0;
-    PyObject *empty_dict = 0;
-    PyObject *empty_list = 0;
-    #if PY_MAJOR_VERSION < 3
-    PyObject *py_import;
-    py_import = __Pyx_PyObject_GetAttrStr(__pyx_b, __pyx_n_s_import);
-    if (unlikely(!py_import))
-        goto bad;
-    if (!from_list) {
-        empty_list = PyList_New(0);
-        if (unlikely(!empty_list))
-            goto bad;
-        from_list = empty_list;
-    }
-    #endif
-    empty_dict = PyDict_New();
-    if (unlikely(!empty_dict))
-        goto bad;
-    {
-        #if PY_MAJOR_VERSION >= 3
-        if (level == -1) {
-            if (strchr(__Pyx_MODULE_NAME, '.') != NULL) {
-                module = PyImport_ImportModuleLevelObject(
-                    name, __pyx_d, empty_dict, from_list, 1);
-                if (unlikely(!module)) {
-                    if (unlikely(!PyErr_ExceptionMatches(PyExc_ImportError)))
-                        goto bad;
-                    PyErr_Clear();
-                }
-            }
-            level = 0;
-        }
-        #endif
-        if (!module) {
-            #if PY_MAJOR_VERSION < 3
-            PyObject *py_level = PyInt_FromLong(level);
-            if (unlikely(!py_level))
-                goto bad;
-            module = PyObject_CallFunctionObjArgs(py_import,
-                name, __pyx_d, empty_dict, from_list, py_level, (PyObject *)NULL);
-            Py_DECREF(py_level);
-            #else
-            module = PyImport_ImportModuleLevelObject(
-                name, __pyx_d, empty_dict, from_list, level);
-            #endif
-        }
-    }
-bad:
-    Py_XDECREF(empty_dict);
-    Py_XDECREF(empty_list);
-    #if PY_MAJOR_VERSION < 3
-    Py_XDECREF(py_import);
-    #endif
-    return module;
-}
-
-/* ImportDottedModule */
-  #if PY_MAJOR_VERSION >= 3
-static PyObject *__Pyx__ImportDottedModule_Error(PyObject *name, PyObject *parts_tuple, Py_ssize_t count) {
-    PyObject *partial_name = NULL, *slice = NULL, *sep = NULL;
-    if (unlikely(PyErr_Occurred())) {
-        PyErr_Clear();
-    }
-    if (likely(PyTuple_GET_SIZE(parts_tuple) == count)) {
-        partial_name = name;
-    } else {
-        slice = PySequence_GetSlice(parts_tuple, 0, count);
-        if (unlikely(!slice))
-            goto bad;
-        sep = PyUnicode_FromStringAndSize(".", 1);
-        if (unlikely(!sep))
-            goto bad;
-        partial_name = PyUnicode_Join(sep, slice);
-    }
-    PyErr_Format(
-#if PY_MAJOR_VERSION < 3
-        PyExc_ImportError,
-        "No module named '%s'", PyString_AS_STRING(partial_name));
-#else
-#if PY_VERSION_HEX >= 0x030600B1
-        PyExc_ModuleNotFoundError,
-#else
-        PyExc_ImportError,
-#endif
-        "No module named '%U'", partial_name);
-#endif
-bad:
-    Py_XDECREF(sep);
-    Py_XDECREF(slice);
-    Py_XDECREF(partial_name);
-    return NULL;
-}
-#endif
-#if PY_MAJOR_VERSION >= 3
-static PyObject *__Pyx__ImportDottedModule_Lookup(PyObject *name) {
-    PyObject *imported_module;
-#if PY_VERSION_HEX < 0x030700A1 || (CYTHON_COMPILING_IN_PYPY && PYPY_VERSION_NUM  < 0x07030400)
-    PyObject *modules = PyImport_GetModuleDict();
-    if (unlikely(!modules))
-        return NULL;
-    imported_module = __Pyx_PyDict_GetItemStr(modules, name);
-    Py_XINCREF(imported_module);
-#else
-    imported_module = PyImport_GetModule(name);
-#endif
-    return imported_module;
-}
-#endif
-#if PY_MAJOR_VERSION >= 3
-static PyObject *__Pyx_ImportDottedModule_WalkParts(PyObject *module, PyObject *name, PyObject *parts_tuple) {
-    Py_ssize_t i, nparts;
-    nparts = PyTuple_GET_SIZE(parts_tuple);
-    for (i=1; i < nparts && module; i++) {
-        PyObject *part, *submodule;
-#if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
-        part = PyTuple_GET_ITEM(parts_tuple, i);
-#else
-        part = PySequence_ITEM(parts_tuple, i);
-#endif
-        submodule = __Pyx_PyObject_GetAttrStrNoError(module, part);
-#if !(CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS)
-        Py_DECREF(part);
-#endif
-        Py_DECREF(module);
-        module = submodule;
-    }
-    if (unlikely(!module)) {
-        return __Pyx__ImportDottedModule_Error(name, parts_tuple, i);
-    }
-    return module;
-}
-#endif
-static PyObject *__Pyx__ImportDottedModule(PyObject *name, PyObject *parts_tuple) {
-#if PY_MAJOR_VERSION < 3
-    PyObject *module, *from_list, *star = __pyx_n_s__3;
-    CYTHON_UNUSED_VAR(parts_tuple);
-    from_list = PyList_New(1);
-    if (unlikely(!from_list))
-        return NULL;
-    Py_INCREF(star);
-    PyList_SET_ITEM(from_list, 0, star);
-    module = __Pyx_Import(name, from_list, 0);
-    Py_DECREF(from_list);
-    return module;
-#else
-    PyObject *imported_module;
-    PyObject *module = __Pyx_Import(name, NULL, 0);
-    if (!parts_tuple || unlikely(!module))
-        return module;
-    imported_module = __Pyx__ImportDottedModule_Lookup(name);
-    if (likely(imported_module)) {
-        Py_DECREF(module);
-        return imported_module;
-    }
-    PyErr_Clear();
-    return __Pyx_ImportDottedModule_WalkParts(module, name, parts_tuple);
-#endif
-}
-static PyObject *__Pyx_ImportDottedModule(PyObject *name, PyObject *parts_tuple) {
-#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX >= 0x030400B1
-    PyObject *module = __Pyx__ImportDottedModule_Lookup(name);
-    if (likely(module)) {
-        PyObject *spec = __Pyx_PyObject_GetAttrStrNoError(module, __pyx_n_s_spec);
-        if (likely(spec)) {
-            PyObject *unsafe = __Pyx_PyObject_GetAttrStrNoError(spec, __pyx_n_s_initializing);
-            if (likely(!unsafe || !__Pyx_PyObject_IsTrue(unsafe))) {
-                Py_DECREF(spec);
-                spec = NULL;
-            }
-            Py_XDECREF(unsafe);
-        }
-        if (likely(!spec)) {
-            PyErr_Clear();
-            return module;
-        }
-        Py_DECREF(spec);
-        Py_DECREF(module);
-    } else if (PyErr_Occurred()) {
-        PyErr_Clear();
-    }
-#endif
-    return __Pyx__ImportDottedModule(name, parts_tuple);
-}
-
-/* FixUpExtensionType */
-  #if CYTHON_USE_TYPE_SPECS
-static int __Pyx_fix_up_extension_type_from_spec(PyType_Spec *spec, PyTypeObject *type) {
-#if PY_VERSION_HEX > 0x030900B1 || CYTHON_COMPILING_IN_LIMITED_API
-    CYTHON_UNUSED_VAR(spec);
-    CYTHON_UNUSED_VAR(type);
-#else
-    const PyType_Slot *slot = spec->slots;
-    while (slot && slot->slot && slot->slot != Py_tp_members)
-        slot++;
-    if (slot && slot->slot == Py_tp_members) {
-        int changed = 0;
-#if !(PY_VERSION_HEX <= 0x030900b1 && CYTHON_COMPILING_IN_CPYTHON)
-        const
-#endif
-            PyMemberDef *memb = (PyMemberDef*) slot->pfunc;
-        while (memb && memb->name) {
-            if (memb->name[0] == '_' && memb->name[1] == '_') {
-#if PY_VERSION_HEX < 0x030900b1
-                if (strcmp(memb->name, "__weaklistoffset__") == 0) {
-                    assert(memb->type == T_PYSSIZET);
-                    assert(memb->flags == READONLY);
-                    type->tp_weaklistoffset = memb->offset;
-                    changed = 1;
-                }
-                else if (strcmp(memb->name, "__dictoffset__") == 0) {
-                    assert(memb->type == T_PYSSIZET);
-                    assert(memb->flags == READONLY);
-                    type->tp_dictoffset = memb->offset;
-                    changed = 1;
-                }
-#if CYTHON_METH_FASTCALL
-                else if (strcmp(memb->name, "__vectorcalloffset__") == 0) {
-                    assert(memb->type == T_PYSSIZET);
-                    assert(memb->flags == READONLY);
-#if PY_VERSION_HEX >= 0x030800b4
-                    type->tp_vectorcall_offset = memb->offset;
-#else
-                    type->tp_print = (printfunc) memb->offset;
-#endif
-                    changed = 1;
-                }
-#endif
-#else
-                if ((0));
-#endif
-#if PY_VERSION_HEX <= 0x030900b1 && CYTHON_COMPILING_IN_CPYTHON
-                else if (strcmp(memb->name, "__module__") == 0) {
-                    PyObject *descr;
-                    assert(memb->type == T_OBJECT);
-                    assert(memb->flags == 0 || memb->flags == READONLY);
-                    descr = PyDescr_NewMember(type, memb);
-                    if (unlikely(!descr))
-                        return -1;
-                    if (unlikely(PyDict_SetItem(type->tp_dict, PyDescr_NAME(descr), descr) < 0)) {
-                        Py_DECREF(descr);
-                        return -1;
-                    }
-                    Py_DECREF(descr);
-                    changed = 1;
-                }
-#endif
-            }
-            memb++;
-        }
-        if (changed)
-            PyType_Modified(type);
-    }
-#endif
-    return 0;
-}
-#endif
-
-/* FetchSharedCythonModule */
-  static PyObject *__Pyx_FetchSharedCythonABIModule(void) {
-    return __Pyx_PyImport_AddModuleRef((char*) __PYX_ABI_MODULE_NAME);
-}
-
-/* FetchCommonType */
-  static int __Pyx_VerifyCachedType(PyObject *cached_type,
-                               const char *name,
-                               Py_ssize_t basicsize,
-                               Py_ssize_t expected_basicsize) {
-    if (!PyType_Check(cached_type)) {
-        PyErr_Format(PyExc_TypeError,
-            "Shared Cython type %.200s is not a type object", name);
-        return -1;
-    }
-    if (basicsize != expected_basicsize) {
-        PyErr_Format(PyExc_TypeError,
-            "Shared Cython type %.200s has the wrong size, try recompiling",
-            name);
-        return -1;
-    }
-    return 0;
-}
-#if !CYTHON_USE_TYPE_SPECS
-static PyTypeObject* __Pyx_FetchCommonType(PyTypeObject* type) {
-    PyObject* abi_module;
-    const char* object_name;
-    PyTypeObject *cached_type = NULL;
-    abi_module = __Pyx_FetchSharedCythonABIModule();
-    if (!abi_module) return NULL;
-    object_name = strrchr(type->tp_name, '.');
-    object_name = object_name ? object_name+1 : type->tp_name;
-    cached_type = (PyTypeObject*) PyObject_GetAttrString(abi_module, object_name);
-    if (cached_type) {
-        if (__Pyx_VerifyCachedType(
-              (PyObject *)cached_type,
-              object_name,
-              cached_type->tp_basicsize,
-              type->tp_basicsize) < 0) {
-            goto bad;
-        }
-        goto done;
-    }
-    if (!PyErr_ExceptionMatches(PyExc_AttributeError)) goto bad;
-    PyErr_Clear();
-    if (PyType_Ready(type) < 0) goto bad;
-    if (PyObject_SetAttrString(abi_module, object_name, (PyObject *)type) < 0)
-        goto bad;
-    Py_INCREF(type);
-    cached_type = type;
-done:
-    Py_DECREF(abi_module);
-    return cached_type;
-bad:
-    Py_XDECREF(cached_type);
-    cached_type = NULL;
-    goto done;
-}
-#else
-static PyTypeObject *__Pyx_FetchCommonTypeFromSpec(PyObject *module, PyType_Spec *spec, PyObject *bases) {
-    PyObject *abi_module, *cached_type = NULL;
-    const char* object_name = strrchr(spec->name, '.');
-    object_name = object_name ? object_name+1 : spec->name;
-    abi_module = __Pyx_FetchSharedCythonABIModule();
-    if (!abi_module) return NULL;
-    cached_type = PyObject_GetAttrString(abi_module, object_name);
-    if (cached_type) {
-        Py_ssize_t basicsize;
-#if CYTHON_COMPILING_IN_LIMITED_API
-        PyObject *py_basicsize;
-        py_basicsize = PyObject_GetAttrString(cached_type, "__basicsize__");
-        if (unlikely(!py_basicsize)) goto bad;
-        basicsize = PyLong_AsSsize_t(py_basicsize);
-        Py_DECREF(py_basicsize);
-        py_basicsize = 0;
-        if (unlikely(basicsize == (Py_ssize_t)-1) && PyErr_Occurred()) goto bad;
-#else
-        basicsize = likely(PyType_Check(cached_type)) ? ((PyTypeObject*) cached_type)->tp_basicsize : -1;
-#endif
-        if (__Pyx_VerifyCachedType(
-              cached_type,
-              object_name,
-              basicsize,
-              spec->basicsize) < 0) {
-            goto bad;
-        }
-        goto done;
-    }
-    if (!PyErr_ExceptionMatches(PyExc_AttributeError)) goto bad;
-    PyErr_Clear();
-    CYTHON_UNUSED_VAR(module);
-    cached_type = __Pyx_PyType_FromModuleAndSpec(abi_module, spec, bases);
-    if (unlikely(!cached_type)) goto bad;
-    if (unlikely(__Pyx_fix_up_extension_type_from_spec(spec, (PyTypeObject *) cached_type) < 0)) goto bad;
-    if (PyObject_SetAttrString(abi_module, object_name, cached_type) < 0) goto bad;
-done:
-    Py_DECREF(abi_module);
-    assert(cached_type == NULL || PyType_Check(cached_type));
-    return (PyTypeObject *) cached_type;
-bad:
-    Py_XDECREF(cached_type);
-    cached_type = NULL;
-    goto done;
-}
-#endif
-
-/* PyVectorcallFastCallDict */
-  #if CYTHON_METH_FASTCALL
-static PyObject *__Pyx_PyVectorcall_FastCallDict_kw(PyObject *func, __pyx_vectorcallfunc vc, PyObject *const *args, size_t nargs, PyObject *kw)
-{
-    PyObject *res = NULL;
-    PyObject *kwnames;
-    PyObject **newargs;
-    PyObject **kwvalues;
-    Py_ssize_t i, pos;
-    size_t j;
-    PyObject *key, *value;
-    unsigned long keys_are_strings;
-    Py_ssize_t nkw = PyDict_GET_SIZE(kw);
-    newargs = (PyObject **)PyMem_Malloc((nargs + (size_t)nkw) * sizeof(args[0]));
-    if (unlikely(newargs == NULL)) {
-        PyErr_NoMemory();
-        return NULL;
-    }
-    for (j = 0; j < nargs; j++) newargs[j] = args[j];
-    kwnames = PyTuple_New(nkw);
-    if (unlikely(kwnames == NULL)) {
-        PyMem_Free(newargs);
-        return NULL;
-    }
-    kwvalues = newargs + nargs;
-    pos = i = 0;
-    keys_are_strings = Py_TPFLAGS_UNICODE_SUBCLASS;
-    while (PyDict_Next(kw, &pos, &key, &value)) {
-        keys_are_strings &= Py_TYPE(key)->tp_flags;
-        Py_INCREF(key);
-        Py_INCREF(value);
-        PyTuple_SET_ITEM(kwnames, i, key);
-        kwvalues[i] = value;
-        i++;
-    }
-    if (unlikely(!keys_are_strings)) {
-        PyErr_SetString(PyExc_TypeError, "keywords must be strings");
-        goto cleanup;
-    }
-    res = vc(func, newargs, nargs, kwnames);
-cleanup:
-    Py_DECREF(kwnames);
-    for (i = 0; i < nkw; i++)
-        Py_DECREF(kwvalues[i]);
-    PyMem_Free(newargs);
-    return res;
-}
-static CYTHON_INLINE PyObject *__Pyx_PyVectorcall_FastCallDict(PyObject *func, __pyx_vectorcallfunc vc, PyObject *const *args, size_t nargs, PyObject *kw)
-{
-    if (likely(kw == NULL) || PyDict_GET_SIZE(kw) == 0) {
-        return vc(func, args, nargs, NULL);
-    }
-    return __Pyx_PyVectorcall_FastCallDict_kw(func, vc, args, nargs, kw);
-}
-#endif
-
-/* CythonFunctionShared */
-  #if CYTHON_COMPILING_IN_LIMITED_API
-static CYTHON_INLINE int __Pyx__IsSameCyOrCFunction(PyObject *func, void *cfunc) {
-    if (__Pyx_CyFunction_Check(func)) {
-        return PyCFunction_GetFunction(((__pyx_CyFunctionObject*)func)->func) == (PyCFunction) cfunc;
-    } else if (PyCFunction_Check(func)) {
-        return PyCFunction_GetFunction(func) == (PyCFunction) cfunc;
-    }
-    return 0;
-}
-#else
-static CYTHON_INLINE int __Pyx__IsSameCyOrCFunction(PyObject *func, void *cfunc) {
-    return __Pyx_CyOrPyCFunction_Check(func) && __Pyx_CyOrPyCFunction_GET_FUNCTION(func) == (PyCFunction) cfunc;
-}
-#endif
-static CYTHON_INLINE void __Pyx__CyFunction_SetClassObj(__pyx_CyFunctionObject* f, PyObject* classobj) {
-#if PY_VERSION_HEX < 0x030900B1 || CYTHON_COMPILING_IN_LIMITED_API
-    __Pyx_Py_XDECREF_SET(
-        __Pyx_CyFunction_GetClassObj(f),
-            ((classobj) ? __Pyx_NewRef(classobj) : NULL));
-#else
-    __Pyx_Py_XDECREF_SET(
-        ((PyCMethodObject *) (f))->mm_class,
-        (PyTypeObject*)((classobj) ? __Pyx_NewRef(classobj) : NULL));
-#endif
-}
-static PyObject *
-__Pyx_CyFunction_get_doc(__pyx_CyFunctionObject *op, void *closure)
-{
-    CYTHON_UNUSED_VAR(closure);
-    if (unlikely(op->func_doc == NULL)) {
-#if CYTHON_COMPILING_IN_LIMITED_API
-        op->func_doc = PyObject_GetAttrString(op->func, "__doc__");
-        if (unlikely(!op->func_doc)) return NULL;
-#else
-        if (((PyCFunctionObject*)op)->m_ml->ml_doc) {
-#if PY_MAJOR_VERSION >= 3
-            op->func_doc = PyUnicode_FromString(((PyCFunctionObject*)op)->m_ml->ml_doc);
-#else
-            op->func_doc = PyString_FromString(((PyCFunctionObject*)op)->m_ml->ml_doc);
-#endif
-            if (unlikely(op->func_doc == NULL))
-                return NULL;
-        } else {
-            Py_INCREF(Py_None);
-            return Py_None;
-        }
-#endif
-    }
-    Py_INCREF(op->func_doc);
-    return op->func_doc;
-}
-static int
-__Pyx_CyFunction_set_doc(__pyx_CyFunctionObject *op, PyObject *value, void *context)
-{
-    CYTHON_UNUSED_VAR(context);
-    if (value == NULL) {
-        value = Py_None;
-    }
-    Py_INCREF(value);
-    __Pyx_Py_XDECREF_SET(op->func_doc, value);
-    return 0;
-}
-static PyObject *
-__Pyx_CyFunction_get_name(__pyx_CyFunctionObject *op, void *context)
-{
-    CYTHON_UNUSED_VAR(context);
-    if (unlikely(op->func_name == NULL)) {
-#if CYTHON_COMPILING_IN_LIMITED_API
-        op->func_name = PyObject_GetAttrString(op->func, "__name__");
-#elif PY_MAJOR_VERSION >= 3
-        op->func_name = PyUnicode_InternFromString(((PyCFunctionObject*)op)->m_ml->ml_name);
-#else
-        op->func_name = PyString_InternFromString(((PyCFunctionObject*)op)->m_ml->ml_name);
-#endif
-        if (unlikely(op->func_name == NULL))
-            return NULL;
-    }
-    Py_INCREF(op->func_name);
-    return op->func_name;
-}
-static int
-__Pyx_CyFunction_set_name(__pyx_CyFunctionObject *op, PyObject *value, void *context)
-{
-    CYTHON_UNUSED_VAR(context);
-#if PY_MAJOR_VERSION >= 3
-    if (unlikely(value == NULL || !PyUnicode_Check(value)))
-#else
-    if (unlikely(value == NULL || !PyString_Check(value)))
-#endif
-    {
-        PyErr_SetString(PyExc_TypeError,
-                        "__name__ must be set to a string object");
-        return -1;
-    }
-    Py_INCREF(value);
-    __Pyx_Py_XDECREF_SET(op->func_name, value);
-    return 0;
-}
-static PyObject *
-__Pyx_CyFunction_get_qualname(__pyx_CyFunctionObject *op, void *context)
-{
-    CYTHON_UNUSED_VAR(context);
-    Py_INCREF(op->func_qualname);
-    return op->func_qualname;
-}
-static int
-__Pyx_CyFunction_set_qualname(__pyx_CyFunctionObject *op, PyObject *value, void *context)
-{
-    CYTHON_UNUSED_VAR(context);
-#if PY_MAJOR_VERSION >= 3
-    if (unlikely(value == NULL || !PyUnicode_Check(value)))
-#else
-    if (unlikely(value == NULL || !PyString_Check(value)))
-#endif
-    {
-        PyErr_SetString(PyExc_TypeError,
-                        "__qualname__ must be set to a string object");
-        return -1;
-    }
-    Py_INCREF(value);
-    __Pyx_Py_XDECREF_SET(op->func_qualname, value);
-    return 0;
-}
-static PyObject *
-__Pyx_CyFunction_get_dict(__pyx_CyFunctionObject *op, void *context)
-{
-    CYTHON_UNUSED_VAR(context);
-    if (unlikely(op->func_dict == NULL)) {
-        op->func_dict = PyDict_New();
-        if (unlikely(op->func_dict == NULL))
-            return NULL;
-    }
-    Py_INCREF(op->func_dict);
-    return op->func_dict;
-}
-static int
-__Pyx_CyFunction_set_dict(__pyx_CyFunctionObject *op, PyObject *value, void *context)
-{
-    CYTHON_UNUSED_VAR(context);
-    if (unlikely(value == NULL)) {
-        PyErr_SetString(PyExc_TypeError,
-               "function's dictionary may not be deleted");
-        return -1;
-    }
-    if (unlikely(!PyDict_Check(value))) {
-        PyErr_SetString(PyExc_TypeError,
-               "setting function's dictionary to a non-dict");
-        return -1;
-    }
-    Py_INCREF(value);
-    __Pyx_Py_XDECREF_SET(op->func_dict, value);
-    return 0;
-}
-static PyObject *
-__Pyx_CyFunction_get_globals(__pyx_CyFunctionObject *op, void *context)
-{
-    CYTHON_UNUSED_VAR(context);
-    Py_INCREF(op->func_globals);
-    return op->func_globals;
-}
-static PyObject *
-__Pyx_CyFunction_get_closure(__pyx_CyFunctionObject *op, void *context)
-{
-    CYTHON_UNUSED_VAR(op);
-    CYTHON_UNUSED_VAR(context);
-    Py_INCREF(Py_None);
-    return Py_None;
-}
-static PyObject *
-__Pyx_CyFunction_get_code(__pyx_CyFunctionObject *op, void *context)
-{
-    PyObject* result = (op->func_code) ? op->func_code : Py_None;
-    CYTHON_UNUSED_VAR(context);
-    Py_INCREF(result);
-    return result;
-}
-static int
-__Pyx_CyFunction_init_defaults(__pyx_CyFunctionObject *op) {
-    int result = 0;
-    PyObject *res = op->defaults_getter((PyObject *) op);
-    if (unlikely(!res))
-        return -1;
-    #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
-    op->defaults_tuple = PyTuple_GET_ITEM(res, 0);
-    Py_INCREF(op->defaults_tuple);
-    op->defaults_kwdict = PyTuple_GET_ITEM(res, 1);
-    Py_INCREF(op->defaults_kwdict);
-    #else
-    op->defaults_tuple = __Pyx_PySequence_ITEM(res, 0);
-    if (unlikely(!op->defaults_tuple)) result = -1;
-    else {
-        op->defaults_kwdict = __Pyx_PySequence_ITEM(res, 1);
-        if (unlikely(!op->defaults_kwdict)) result = -1;
-    }
-    #endif
-    Py_DECREF(res);
-    return result;
-}
-static int
-__Pyx_CyFunction_set_defaults(__pyx_CyFunctionObject *op, PyObject* value, void *context) {
-    CYTHON_UNUSED_VAR(context);
-    if (!value) {
-        value = Py_None;
-    } else if (unlikely(value != Py_None && !PyTuple_Check(value))) {
-        PyErr_SetString(PyExc_TypeError,
-                        "__defaults__ must be set to a tuple object");
-        return -1;
-    }
-    PyErr_WarnEx(PyExc_RuntimeWarning, "changes to cyfunction.__defaults__ will not "
-                 "currently affect the values used in function calls", 1);
-    Py_INCREF(value);
-    __Pyx_Py_XDECREF_SET(op->defaults_tuple, value);
-    return 0;
-}
-static PyObject *
-__Pyx_CyFunction_get_defaults(__pyx_CyFunctionObject *op, void *context) {
-    PyObject* result = op->defaults_tuple;
-    CYTHON_UNUSED_VAR(context);
-    if (unlikely(!result)) {
-        if (op->defaults_getter) {
-            if (unlikely(__Pyx_CyFunction_init_defaults(op) < 0)) return NULL;
-            result = op->defaults_tuple;
-        } else {
-            result = Py_None;
-        }
-    }
-    Py_INCREF(result);
-    return result;
-}
-static int
-__Pyx_CyFunction_set_kwdefaults(__pyx_CyFunctionObject *op, PyObject* value, void *context) {
-    CYTHON_UNUSED_VAR(context);
-    if (!value) {
-        value = Py_None;
-    } else if (unlikely(value != Py_None && !PyDict_Check(value))) {
-        PyErr_SetString(PyExc_TypeError,
-                        "__kwdefaults__ must be set to a dict object");
-        return -1;
-    }
-    PyErr_WarnEx(PyExc_RuntimeWarning, "changes to cyfunction.__kwdefaults__ will not "
-                 "currently affect the values used in function calls", 1);
-    Py_INCREF(value);
-    __Pyx_Py_XDECREF_SET(op->defaults_kwdict, value);
-    return 0;
-}
-static PyObject *
-__Pyx_CyFunction_get_kwdefaults(__pyx_CyFunctionObject *op, void *context) {
-    PyObject* result = op->defaults_kwdict;
-    CYTHON_UNUSED_VAR(context);
-    if (unlikely(!result)) {
-        if (op->defaults_getter) {
-            if (unlikely(__Pyx_CyFunction_init_defaults(op) < 0)) return NULL;
-            result = op->defaults_kwdict;
-        } else {
-            result = Py_None;
-        }
-    }
-    Py_INCREF(result);
-    return result;
-}
-static int
-__Pyx_CyFunction_set_annotations(__pyx_CyFunctionObject *op, PyObject* value, void *context) {
-    CYTHON_UNUSED_VAR(context);
-    if (!value || value == Py_None) {
-        value = NULL;
-    } else if (unlikely(!PyDict_Check(value))) {
-        PyErr_SetString(PyExc_TypeError,
-                        "__annotations__ must be set to a dict object");
-        return -1;
-    }
-    Py_XINCREF(value);
-    __Pyx_Py_XDECREF_SET(op->func_annotations, value);
-    return 0;
-}
-static PyObject *
-__Pyx_CyFunction_get_annotations(__pyx_CyFunctionObject *op, void *context) {
-    PyObject* result = op->func_annotations;
-    CYTHON_UNUSED_VAR(context);
-    if (unlikely(!result)) {
-        result = PyDict_New();
-        if (unlikely(!result)) return NULL;
-        op->func_annotations = result;
-    }
-    Py_INCREF(result);
-    return result;
-}
-static PyObject *
-__Pyx_CyFunction_get_is_coroutine(__pyx_CyFunctionObject *op, void *context) {
-    int is_coroutine;
-    CYTHON_UNUSED_VAR(context);
-    if (op->func_is_coroutine) {
-        return __Pyx_NewRef(op->func_is_coroutine);
-    }
-    is_coroutine = op->flags & __Pyx_CYFUNCTION_COROUTINE;
-#if PY_VERSION_HEX >= 0x03050000
-    if (is_coroutine) {
-        PyObject *module, *fromlist, *marker = __pyx_n_s_is_coroutine;
-        fromlist = PyList_New(1);
-        if (unlikely(!fromlist)) return NULL;
-        Py_INCREF(marker);
-#if CYTHON_ASSUME_SAFE_MACROS
-        PyList_SET_ITEM(fromlist, 0, marker);
-#else
-        if (unlikely(PyList_SetItem(fromlist, 0, marker) < 0)) {
-            Py_DECREF(marker);
-            Py_DECREF(fromlist);
-            return NULL;
-        }
-#endif
-        module = PyImport_ImportModuleLevelObject(__pyx_n_s_asyncio_coroutines, NULL, NULL, fromlist, 0);
-        Py_DECREF(fromlist);
-        if (unlikely(!module)) goto ignore;
-        op->func_is_coroutine = __Pyx_PyObject_GetAttrStr(module, marker);
-        Py_DECREF(module);
-        if (likely(op->func_is_coroutine)) {
-            return __Pyx_NewRef(op->func_is_coroutine);
-        }
-ignore:
-        PyErr_Clear();
-    }
-#endif
-    op->func_is_coroutine = __Pyx_PyBool_FromLong(is_coroutine);
-    return __Pyx_NewRef(op->func_is_coroutine);
-}
-#if CYTHON_COMPILING_IN_LIMITED_API
-static PyObject *
-__Pyx_CyFunction_get_module(__pyx_CyFunctionObject *op, void *context) {
-    CYTHON_UNUSED_VAR(context);
-    return PyObject_GetAttrString(op->func, "__module__");
-}
-static int
-__Pyx_CyFunction_set_module(__pyx_CyFunctionObject *op, PyObject* value, void *context) {
-    CYTHON_UNUSED_VAR(context);
-    return PyObject_SetAttrString(op->func, "__module__", value);
-}
-#endif
-static PyGetSetDef __pyx_CyFunction_getsets[] = {
-    {(char *) "func_doc", (getter)__Pyx_CyFunction_get_doc, (setter)__Pyx_CyFunction_set_doc, 0, 0},
-    {(char *) "__doc__",  (getter)__Pyx_CyFunction_get_doc, (setter)__Pyx_CyFunction_set_doc, 0, 0},
-    {(char *) "func_name", (getter)__Pyx_CyFunction_get_name, (setter)__Pyx_CyFunction_set_name, 0, 0},
-    {(char *) "__name__", (getter)__Pyx_CyFunction_get_name, (setter)__Pyx_CyFunction_set_name, 0, 0},
-    {(char *) "__qualname__", (getter)__Pyx_CyFunction_get_qualname, (setter)__Pyx_CyFunction_set_qualname, 0, 0},
-    {(char *) "func_dict", (getter)__Pyx_CyFunction_get_dict, (setter)__Pyx_CyFunction_set_dict, 0, 0},
-    {(char *) "__dict__", (getter)__Pyx_CyFunction_get_dict, (setter)__Pyx_CyFunction_set_dict, 0, 0},
-    {(char *) "func_globals", (getter)__Pyx_CyFunction_get_globals, 0, 0, 0},
-    {(char *) "__globals__", (getter)__Pyx_CyFunction_get_globals, 0, 0, 0},
-    {(char *) "func_closure", (getter)__Pyx_CyFunction_get_closure, 0, 0, 0},
-    {(char *) "__closure__", (getter)__Pyx_CyFunction_get_closure, 0, 0, 0},
-    {(char *) "func_code", (getter)__Pyx_CyFunction_get_code, 0, 0, 0},
-    {(char *) "__code__", (getter)__Pyx_CyFunction_get_code, 0, 0, 0},
-    {(char *) "func_defaults", (getter)__Pyx_CyFunction_get_defaults, (setter)__Pyx_CyFunction_set_defaults, 0, 0},
-    {(char *) "__defaults__", (getter)__Pyx_CyFunction_get_defaults, (setter)__Pyx_CyFunction_set_defaults, 0, 0},
-    {(char *) "__kwdefaults__", (getter)__Pyx_CyFunction_get_kwdefaults, (setter)__Pyx_CyFunction_set_kwdefaults, 0, 0},
-    {(char *) "__annotations__", (getter)__Pyx_CyFunction_get_annotations, (setter)__Pyx_CyFunction_set_annotations, 0, 0},
-    {(char *) "_is_coroutine", (getter)__Pyx_CyFunction_get_is_coroutine, 0, 0, 0},
-#if CYTHON_COMPILING_IN_LIMITED_API
-    {"__module__", (getter)__Pyx_CyFunction_get_module, (setter)__Pyx_CyFunction_set_module, 0, 0},
-#endif
-    {0, 0, 0, 0, 0}
-};
-static PyMemberDef __pyx_CyFunction_members[] = {
-#if !CYTHON_COMPILING_IN_LIMITED_API
-    {(char *) "__module__", T_OBJECT, offsetof(PyCFunctionObject, m_module), 0, 0},
-#endif
-#if CYTHON_USE_TYPE_SPECS
-    {(char *) "__dictoffset__", T_PYSSIZET, offsetof(__pyx_CyFunctionObject, func_dict), READONLY, 0},
-#if CYTHON_METH_FASTCALL
-#if CYTHON_BACKPORT_VECTORCALL
-    {(char *) "__vectorcalloffset__", T_PYSSIZET, offsetof(__pyx_CyFunctionObject, func_vectorcall), READONLY, 0},
-#else
-#if !CYTHON_COMPILING_IN_LIMITED_API
-    {(char *) "__vectorcalloffset__", T_PYSSIZET, offsetof(PyCFunctionObject, vectorcall), READONLY, 0},
-#endif
-#endif
-#endif
-#if PY_VERSION_HEX < 0x030500A0 || CYTHON_COMPILING_IN_LIMITED_API
-    {(char *) "__weaklistoffset__", T_PYSSIZET, offsetof(__pyx_CyFunctionObject, func_weakreflist), READONLY, 0},
-#else
-    {(char *) "__weaklistoffset__", T_PYSSIZET, offsetof(PyCFunctionObject, m_weakreflist), READONLY, 0},
-#endif
-#endif
-    {0, 0, 0,  0, 0}
-};
-static PyObject *
-__Pyx_CyFunction_reduce(__pyx_CyFunctionObject *m, PyObject *args)
-{
-    CYTHON_UNUSED_VAR(args);
-#if PY_MAJOR_VERSION >= 3
-    Py_INCREF(m->func_qualname);
-    return m->func_qualname;
-#else
-    return PyString_FromString(((PyCFunctionObject*)m)->m_ml->ml_name);
-#endif
-}
-static PyMethodDef __pyx_CyFunction_methods[] = {
-    {"__reduce__", (PyCFunction)__Pyx_CyFunction_reduce, METH_VARARGS, 0},
-    {0, 0, 0, 0}
-};
-#if PY_VERSION_HEX < 0x030500A0 || CYTHON_COMPILING_IN_LIMITED_API
-#define __Pyx_CyFunction_weakreflist(cyfunc) ((cyfunc)->func_weakreflist)
-#else
-#define __Pyx_CyFunction_weakreflist(cyfunc) (((PyCFunctionObject*)cyfunc)->m_weakreflist)
-#endif
-static PyObject *__Pyx_CyFunction_Init(__pyx_CyFunctionObject *op, PyMethodDef *ml, int flags, PyObject* qualname,
-                                       PyObject *closure, PyObject *module, PyObject* globals, PyObject* code) {
-#if !CYTHON_COMPILING_IN_LIMITED_API
-    PyCFunctionObject *cf = (PyCFunctionObject*) op;
-#endif
-    if (unlikely(op == NULL))
-        return NULL;
-#if CYTHON_COMPILING_IN_LIMITED_API
-    op->func = PyCFunction_NewEx(ml, (PyObject*)op, module);
-    if (unlikely(!op->func)) return NULL;
-#endif
-    op->flags = flags;
-    __Pyx_CyFunction_weakreflist(op) = NULL;
-#if !CYTHON_COMPILING_IN_LIMITED_API
-    cf->m_ml = ml;
-    cf->m_self = (PyObject *) op;
-#endif
-    Py_XINCREF(closure);
-    op->func_closure = closure;
-#if !CYTHON_COMPILING_IN_LIMITED_API
-    Py_XINCREF(module);
-    cf->m_module = module;
-#endif
-    op->func_dict = NULL;
-    op->func_name = NULL;
-    Py_INCREF(qualname);
-    op->func_qualname = qualname;
-    op->func_doc = NULL;
-#if PY_VERSION_HEX < 0x030900B1 || CYTHON_COMPILING_IN_LIMITED_API
-    op->func_classobj = NULL;
-#else
-    ((PyCMethodObject*)op)->mm_class = NULL;
-#endif
-    op->func_globals = globals;
-    Py_INCREF(op->func_globals);
-    Py_XINCREF(code);
-    op->func_code = code;
-    op->defaults_pyobjects = 0;
-    op->defaults_size = 0;
-    op->defaults = NULL;
-    op->defaults_tuple = NULL;
-    op->defaults_kwdict = NULL;
-    op->defaults_getter = NULL;
-    op->func_annotations = NULL;
-    op->func_is_coroutine = NULL;
-#if CYTHON_METH_FASTCALL
-    switch (ml->ml_flags & (METH_VARARGS | METH_FASTCALL | METH_NOARGS | METH_O | METH_KEYWORDS | METH_METHOD)) {
-    case METH_NOARGS:
-        __Pyx_CyFunction_func_vectorcall(op) = __Pyx_CyFunction_Vectorcall_NOARGS;
-        break;
-    case METH_O:
-        __Pyx_CyFunction_func_vectorcall(op) = __Pyx_CyFunction_Vectorcall_O;
-        break;
-    case METH_METHOD | METH_FASTCALL | METH_KEYWORDS:
-        __Pyx_CyFunction_func_vectorcall(op) = __Pyx_CyFunction_Vectorcall_FASTCALL_KEYWORDS_METHOD;
-        break;
-    case METH_FASTCALL | METH_KEYWORDS:
-        __Pyx_CyFunction_func_vectorcall(op) = __Pyx_CyFunction_Vectorcall_FASTCALL_KEYWORDS;
-        break;
-    case METH_VARARGS | METH_KEYWORDS:
-        __Pyx_CyFunction_func_vectorcall(op) = NULL;
-        break;
-    default:
-        PyErr_SetString(PyExc_SystemError, "Bad call flags for CyFunction");
-        Py_DECREF(op);
-        return NULL;
-    }
-#endif
-    return (PyObject *) op;
-}
-static int
-__Pyx_CyFunction_clear(__pyx_CyFunctionObject *m)
-{
-    Py_CLEAR(m->func_closure);
-#if CYTHON_COMPILING_IN_LIMITED_API
-    Py_CLEAR(m->func);
-#else
-    Py_CLEAR(((PyCFunctionObject*)m)->m_module);
-#endif
-    Py_CLEAR(m->func_dict);
-    Py_CLEAR(m->func_name);
-    Py_CLEAR(m->func_qualname);
-    Py_CLEAR(m->func_doc);
-    Py_CLEAR(m->func_globals);
-    Py_CLEAR(m->func_code);
-#if !CYTHON_COMPILING_IN_LIMITED_API
-#if PY_VERSION_HEX < 0x030900B1
-    Py_CLEAR(__Pyx_CyFunction_GetClassObj(m));
-#else
-    {
-        PyObject *cls = (PyObject*) ((PyCMethodObject *) (m))->mm_class;
-        ((PyCMethodObject *) (m))->mm_class = NULL;
-        Py_XDECREF(cls);
-    }
-#endif
-#endif
-    Py_CLEAR(m->defaults_tuple);
-    Py_CLEAR(m->defaults_kwdict);
-    Py_CLEAR(m->func_annotations);
-    Py_CLEAR(m->func_is_coroutine);
-    if (m->defaults) {
-        PyObject **pydefaults = __Pyx_CyFunction_Defaults(PyObject *, m);
-        int i;
-        for (i = 0; i < m->defaults_pyobjects; i++)
-            Py_XDECREF(pydefaults[i]);
-        PyObject_Free(m->defaults);
-        m->defaults = NULL;
-    }
-    return 0;
-}
-static void __Pyx__CyFunction_dealloc(__pyx_CyFunctionObject *m)
-{
-    if (__Pyx_CyFunction_weakreflist(m) != NULL)
-        PyObject_ClearWeakRefs((PyObject *) m);
-    __Pyx_CyFunction_clear(m);
-    __Pyx_PyHeapTypeObject_GC_Del(m);
-}
-static void __Pyx_CyFunction_dealloc(__pyx_CyFunctionObject *m)
-{
-    PyObject_GC_UnTrack(m);
-    __Pyx__CyFunction_dealloc(m);
-}
-static int __Pyx_CyFunction_traverse(__pyx_CyFunctionObject *m, visitproc visit, void *arg)
-{
-    Py_VISIT(m->func_closure);
-#if CYTHON_COMPILING_IN_LIMITED_API
-    Py_VISIT(m->func);
-#else
-    Py_VISIT(((PyCFunctionObject*)m)->m_module);
-#endif
-    Py_VISIT(m->func_dict);
-    Py_VISIT(m->func_name);
-    Py_VISIT(m->func_qualname);
-    Py_VISIT(m->func_doc);
-    Py_VISIT(m->func_globals);
-    Py_VISIT(m->func_code);
-#if !CYTHON_COMPILING_IN_LIMITED_API
-    Py_VISIT(__Pyx_CyFunction_GetClassObj(m));
-#endif
-    Py_VISIT(m->defaults_tuple);
-    Py_VISIT(m->defaults_kwdict);
-    Py_VISIT(m->func_is_coroutine);
-    if (m->defaults) {
-        PyObject **pydefaults = __Pyx_CyFunction_Defaults(PyObject *, m);
-        int i;
-        for (i = 0; i < m->defaults_pyobjects; i++)
-            Py_VISIT(pydefaults[i]);
-    }
-    return 0;
-}
-static PyObject*
-__Pyx_CyFunction_repr(__pyx_CyFunctionObject *op)
-{
-#if PY_MAJOR_VERSION >= 3
-    return PyUnicode_FromFormat("<cyfunction %U at %p>",
-                                op->func_qualname, (void *)op);
-#else
-    return PyString_FromFormat("<cyfunction %s at %p>",
-                               PyString_AsString(op->func_qualname), (void *)op);
-#endif
-}
-static PyObject * __Pyx_CyFunction_CallMethod(PyObject *func, PyObject *self, PyObject *arg, PyObject *kw) {
-#if CYTHON_COMPILING_IN_LIMITED_API
-    PyObject *f = ((__pyx_CyFunctionObject*)func)->func;
-    PyObject *py_name = NULL;
-    PyCFunction meth;
-    int flags;
-    meth = PyCFunction_GetFunction(f);
-    if (unlikely(!meth)) return NULL;
-    flags = PyCFunction_GetFlags(f);
-    if (unlikely(flags < 0)) return NULL;
-#else
-    PyCFunctionObject* f = (PyCFunctionObject*)func;
-    PyCFunction meth = f->m_ml->ml_meth;
-    int flags = f->m_ml->ml_flags;
-#endif
-    Py_ssize_t size;
-    switch (flags & (METH_VARARGS | METH_KEYWORDS | METH_NOARGS | METH_O)) {
-    case METH_VARARGS:
-        if (likely(kw == NULL || PyDict_Size(kw) == 0))
-            return (*meth)(self, arg);
-        break;
-    case METH_VARARGS | METH_KEYWORDS:
-        return (*(PyCFunctionWithKeywords)(void*)meth)(self, arg, kw);
-    case METH_NOARGS:
-        if (likely(kw == NULL || PyDict_Size(kw) == 0)) {
-#if CYTHON_ASSUME_SAFE_MACROS
-            size = PyTuple_GET_SIZE(arg);
-#else
-            size = PyTuple_Size(arg);
-            if (unlikely(size < 0)) return NULL;
-#endif
-            if (likely(size == 0))
-                return (*meth)(self, NULL);
-#if CYTHON_COMPILING_IN_LIMITED_API
-            py_name = __Pyx_CyFunction_get_name((__pyx_CyFunctionObject*)func, NULL);
-            if (!py_name) return NULL;
-            PyErr_Format(PyExc_TypeError,
-                "%.200S() takes no arguments (%" CYTHON_FORMAT_SSIZE_T "d given)",
-                py_name, size);
-            Py_DECREF(py_name);
-#else
-            PyErr_Format(PyExc_TypeError,
-                "%.200s() takes no arguments (%" CYTHON_FORMAT_SSIZE_T "d given)",
-                f->m_ml->ml_name, size);
-#endif
-            return NULL;
-        }
-        break;
-    case METH_O:
-        if (likely(kw == NULL || PyDict_Size(kw) == 0)) {
-#if CYTHON_ASSUME_SAFE_MACROS
-            size = PyTuple_GET_SIZE(arg);
-#else
-            size = PyTuple_Size(arg);
-            if (unlikely(size < 0)) return NULL;
-#endif
-            if (likely(size == 1)) {
-                PyObject *result, *arg0;
-                #if CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS
-                arg0 = PyTuple_GET_ITEM(arg, 0);
-                #else
-                arg0 = __Pyx_PySequence_ITEM(arg, 0); if (unlikely(!arg0)) return NULL;
-                #endif
-                result = (*meth)(self, arg0);
-                #if !(CYTHON_ASSUME_SAFE_MACROS && !CYTHON_AVOID_BORROWED_REFS)
-                Py_DECREF(arg0);
-                #endif
-                return result;
-            }
-#if CYTHON_COMPILING_IN_LIMITED_API
-            py_name = __Pyx_CyFunction_get_name((__pyx_CyFunctionObject*)func, NULL);
-            if (!py_name) return NULL;
-            PyErr_Format(PyExc_TypeError,
-                "%.200S() takes exactly one argument (%" CYTHON_FORMAT_SSIZE_T "d given)",
-                py_name, size);
-            Py_DECREF(py_name);
-#else
-            PyErr_Format(PyExc_TypeError,
-                "%.200s() takes exactly one argument (%" CYTHON_FORMAT_SSIZE_T "d given)",
-                f->m_ml->ml_name, size);
-#endif
-            return NULL;
-        }
-        break;
-    default:
-        PyErr_SetString(PyExc_SystemError, "Bad call flags for CyFunction");
-        return NULL;
-    }
-#if CYTHON_COMPILING_IN_LIMITED_API
-    py_name = __Pyx_CyFunction_get_name((__pyx_CyFunctionObject*)func, NULL);
-    if (!py_name) return NULL;
-    PyErr_Format(PyExc_TypeError, "%.200S() takes no keyword arguments",
-                 py_name);
-    Py_DECREF(py_name);
-#else
-    PyErr_Format(PyExc_TypeError, "%.200s() takes no keyword arguments",
-                 f->m_ml->ml_name);
-#endif
-    return NULL;
-}
-static CYTHON_INLINE PyObject *__Pyx_CyFunction_Call(PyObject *func, PyObject *arg, PyObject *kw) {
-    PyObject *self, *result;
-#if CYTHON_COMPILING_IN_LIMITED_API
-    self = PyCFunction_GetSelf(((__pyx_CyFunctionObject*)func)->func);
-    if (unlikely(!self) && PyErr_Occurred()) return NULL;
-#else
-    self = ((PyCFunctionObject*)func)->m_self;
-#endif
-    result = __Pyx_CyFunction_CallMethod(func, self, arg, kw);
-    return result;
-}
-static PyObject *__Pyx_CyFunction_CallAsMethod(PyObject *func, PyObject *args, PyObject *kw) {
-    PyObject *result;
-    __pyx_CyFunctionObject *cyfunc = (__pyx_CyFunctionObject *) func;
-#if CYTHON_METH_FASTCALL
-     __pyx_vectorcallfunc vc = __Pyx_CyFunction_func_vectorcall(cyfunc);
-    if (vc) {
-#if CYTHON_ASSUME_SAFE_MACROS
-        return __Pyx_PyVectorcall_FastCallDict(func, vc, &PyTuple_GET_ITEM(args, 0), (size_t)PyTuple_GET_SIZE(args), kw);
-#else
-        (void) &__Pyx_PyVectorcall_FastCallDict;
-        return PyVectorcall_Call(func, args, kw);
-#endif
-    }
-#endif
-    if ((cyfunc->flags & __Pyx_CYFUNCTION_CCLASS) && !(cyfunc->flags & __Pyx_CYFUNCTION_STATICMETHOD)) {
-        Py_ssize_t argc;
-        PyObject *new_args;
-        PyObject *self;
-#if CYTHON_ASSUME_SAFE_MACROS
-        argc = PyTuple_GET_SIZE(args);
-#else
-        argc = PyTuple_Size(args);
-        if (unlikely(!argc) < 0) return NULL;
-#endif
-        new_args = PyTuple_GetSlice(args, 1, argc);
-        if (unlikely(!new_args))
-            return NULL;
-        self = PyTuple_GetItem(args, 0);
-        if (unlikely(!self)) {
-            Py_DECREF(new_args);
-#if PY_MAJOR_VERSION > 2
-            PyErr_Format(PyExc_TypeError,
-                         "unbound method %.200S() needs an argument",
-                         cyfunc->func_qualname);
-#else
-            PyErr_SetString(PyExc_TypeError,
-                            "unbound method needs an argument");
-#endif
-            return NULL;
-        }
-        result = __Pyx_CyFunction_CallMethod(func, self, new_args, kw);
-        Py_DECREF(new_args);
-    } else {
-        result = __Pyx_CyFunction_Call(func, args, kw);
-    }
-    return result;
-}
-#if CYTHON_METH_FASTCALL
-static CYTHON_INLINE int __Pyx_CyFunction_Vectorcall_CheckArgs(__pyx_CyFunctionObject *cyfunc, Py_ssize_t nargs, PyObject *kwnames)
-{
-    int ret = 0;
-    if ((cyfunc->flags & __Pyx_CYFUNCTION_CCLASS) && !(cyfunc->flags & __Pyx_CYFUNCTION_STATICMETHOD)) {
-        if (unlikely(nargs < 1)) {
-            PyErr_Format(PyExc_TypeError, "%.200s() needs an argument",
-                         ((PyCFunctionObject*)cyfunc)->m_ml->ml_name);
-            return -1;
-        }
-        ret = 1;
-    }
-    if (unlikely(kwnames) && unlikely(PyTuple_GET_SIZE(kwnames))) {
-        PyErr_Format(PyExc_TypeError,
-                     "%.200s() takes no keyword arguments", ((PyCFunctionObject*)cyfunc)->m_ml->ml_name);
-        return -1;
-    }
-    return ret;
-}
-static PyObject * __Pyx_CyFunction_Vectorcall_NOARGS(PyObject *func, PyObject *const *args, size_t nargsf, PyObject *kwnames)
-{
-    __pyx_CyFunctionObject *cyfunc = (__pyx_CyFunctionObject *)func;
-    PyMethodDef* def = ((PyCFunctionObject*)cyfunc)->m_ml;
-#if CYTHON_BACKPORT_VECTORCALL
-    Py_ssize_t nargs = (Py_ssize_t)nargsf;
-#else
-    Py_ssize_t nargs = PyVectorcall_NARGS(nargsf);
-#endif
-    PyObject *self;
-    switch (__Pyx_CyFunction_Vectorcall_CheckArgs(cyfunc, nargs, kwnames)) {
-    case 1:
-        self = args[0];
-        args += 1;
-        nargs -= 1;
-        break;
-    case 0:
-        self = ((PyCFunctionObject*)cyfunc)->m_self;
-        break;
-    default:
-        return NULL;
-    }
-    if (unlikely(nargs != 0)) {
-        PyErr_Format(PyExc_TypeError,
-            "%.200s() takes no arguments (%" CYTHON_FORMAT_SSIZE_T "d given)",
-            def->ml_name, nargs);
-        return NULL;
-    }
-    return def->ml_meth(self, NULL);
-}
-static PyObject * __Pyx_CyFunction_Vectorcall_O(PyObject *func, PyObject *const *args, size_t nargsf, PyObject *kwnames)
-{
-    __pyx_CyFunctionObject *cyfunc = (__pyx_CyFunctionObject *)func;
-    PyMethodDef* def = ((PyCFunctionObject*)cyfunc)->m_ml;
-#if CYTHON_BACKPORT_VECTORCALL
-    Py_ssize_t nargs = (Py_ssize_t)nargsf;
-#else
-    Py_ssize_t nargs = PyVectorcall_NARGS(nargsf);
-#endif
-    PyObject *self;
-    switch (__Pyx_CyFunction_Vectorcall_CheckArgs(cyfunc, nargs, kwnames)) {
-    case 1:
-        self = args[0];
-        args += 1;
-        nargs -= 1;
-        break;
-    case 0:
-        self = ((PyCFunctionObject*)cyfunc)->m_self;
-        break;
-    default:
-        return NULL;
-    }
-    if (unlikely(nargs != 1)) {
-        PyErr_Format(PyExc_TypeError,
-            "%.200s() takes exactly one argument (%" CYTHON_FORMAT_SSIZE_T "d given)",
-            def->ml_name, nargs);
-        return NULL;
-    }
-    return def->ml_meth(self, args[0]);
-}
-static PyObject * __Pyx_CyFunction_Vectorcall_FASTCALL_KEYWORDS(PyObject *func, PyObject *const *args, size_t nargsf, PyObject *kwnames)
-{
-    __pyx_CyFunctionObject *cyfunc = (__pyx_CyFunctionObject *)func;
-    PyMethodDef* def = ((PyCFunctionObject*)cyfunc)->m_ml;
-#if CYTHON_BACKPORT_VECTORCALL
-    Py_ssize_t nargs = (Py_ssize_t)nargsf;
-#else
-    Py_ssize_t nargs = PyVectorcall_NARGS(nargsf);
-#endif
-    PyObject *self;
-    switch (__Pyx_CyFunction_Vectorcall_CheckArgs(cyfunc, nargs, NULL)) {
-    case 1:
-        self = args[0];
-        args += 1;
-        nargs -= 1;
-        break;
-    case 0:
-        self = ((PyCFunctionObject*)cyfunc)->m_self;
-        break;
-    default:
-        return NULL;
-    }
-    return ((__Pyx_PyCFunctionFastWithKeywords)(void(*)(void))def->ml_meth)(self, args, nargs, kwnames);
-}
-static PyObject * __Pyx_CyFunction_Vectorcall_FASTCALL_KEYWORDS_METHOD(PyObject *func, PyObject *const *args, size_t nargsf, PyObject *kwnames)
-{
-    __pyx_CyFunctionObject *cyfunc = (__pyx_CyFunctionObject *)func;
-    PyMethodDef* def = ((PyCFunctionObject*)cyfunc)->m_ml;
-    PyTypeObject *cls = (PyTypeObject *) __Pyx_CyFunction_GetClassObj(cyfunc);
-#if CYTHON_BACKPORT_VECTORCALL
-    Py_ssize_t nargs = (Py_ssize_t)nargsf;
-#else
-    Py_ssize_t nargs = PyVectorcall_NARGS(nargsf);
-#endif
-    PyObject *self;
-    switch (__Pyx_CyFunction_Vectorcall_CheckArgs(cyfunc, nargs, NULL)) {
-    case 1:
-        self = args[0];
-        args += 1;
-        nargs -= 1;
-        break;
-    case 0:
-        self = ((PyCFunctionObject*)cyfunc)->m_self;
-        break;
-    default:
-        return NULL;
-    }
-    return ((__Pyx_PyCMethod)(void(*)(void))def->ml_meth)(self, cls, args, (size_t)nargs, kwnames);
-}
-#endif
-#if CYTHON_USE_TYPE_SPECS
-static PyType_Slot __pyx_CyFunctionType_slots[] = {
-    {Py_tp_dealloc, (void *)__Pyx_CyFunction_dealloc},
-    {Py_tp_repr, (void *)__Pyx_CyFunction_repr},
-    {Py_tp_call, (void *)__Pyx_CyFunction_CallAsMethod},
-    {Py_tp_traverse, (void *)__Pyx_CyFunction_traverse},
-    {Py_tp_clear, (void *)__Pyx_CyFunction_clear},
-    {Py_tp_methods, (void *)__pyx_CyFunction_methods},
-    {Py_tp_members, (void *)__pyx_CyFunction_members},
-    {Py_tp_getset, (void *)__pyx_CyFunction_getsets},
-    {Py_tp_descr_get, (void *)__Pyx_PyMethod_New},
-    {0, 0},
-};
-static PyType_Spec __pyx_CyFunctionType_spec = {
-    __PYX_TYPE_MODULE_PREFIX "cython_function_or_method",
-    sizeof(__pyx_CyFunctionObject),
-    0,
-#ifdef Py_TPFLAGS_METHOD_DESCRIPTOR
-    Py_TPFLAGS_METHOD_DESCRIPTOR |
-#endif
-#if (defined(_Py_TPFLAGS_HAVE_VECTORCALL) && CYTHON_METH_FASTCALL)
-    _Py_TPFLAGS_HAVE_VECTORCALL |
-#endif
-    Py_TPFLAGS_DEFAULT | Py_TPFLAGS_HAVE_GC | Py_TPFLAGS_BASETYPE,
-    __pyx_CyFunctionType_slots
-};
-#else
-static PyTypeObject __pyx_CyFunctionType_type = {
-    PyVarObject_HEAD_INIT(0, 0)
-    __PYX_TYPE_MODULE_PREFIX "cython_function_or_method",
-    sizeof(__pyx_CyFunctionObject),
-    0,
-    (destructor) __Pyx_CyFunction_dealloc,
-#if !CYTHON_METH_FASTCALL
-    0,
-#elif CYTHON_BACKPORT_VECTORCALL
-    (printfunc)offsetof(__pyx_CyFunctionObject, func_vectorcall),
-#else
-    offsetof(PyCFunctionObject, vectorcall),
-#endif
-    0,
-    0,
-#if PY_MAJOR_VERSION < 3
-    0,
-#else
-    0,
-#endif
-    (reprfunc) __Pyx_CyFunction_repr,
-    0,
-    0,
-    0,
-    0,
-    __Pyx_CyFunction_CallAsMethod,
-    0,
-    0,
-    0,
-    0,
-#ifdef Py_TPFLAGS_METHOD_DESCRIPTOR
-    Py_TPFLAGS_METHOD_DESCRIPTOR |
-#endif
-#if defined(_Py_TPFLAGS_HAVE_VECTORCALL) && CYTHON_METH_FASTCALL
-    _Py_TPFLAGS_HAVE_VECTORCALL |
-#endif
-    Py_TPFLAGS_DEFAULT | Py_TPFLAGS_HAVE_GC | Py_TPFLAGS_BASETYPE,
-    0,
-    (traverseproc) __Pyx_CyFunction_traverse,
-    (inquiry) __Pyx_CyFunction_clear,
-    0,
-#if PY_VERSION_HEX < 0x030500A0
-    offsetof(__pyx_CyFunctionObject, func_weakreflist),
-#else
-    offsetof(PyCFunctionObject, m_weakreflist),
-#endif
-    0,
-    0,
-    __pyx_CyFunction_methods,
-    __pyx_CyFunction_members,
-    __pyx_CyFunction_getsets,
-    0,
-    0,
-    __Pyx_PyMethod_New,
-    0,
-    offsetof(__pyx_CyFunctionObject, func_dict),
-    0,
-    0,
-    0,
-    0,
-    0,
-    0,
-    0,
-    0,
-    0,
-    0,
-    0,
-    0,
-#if PY_VERSION_HEX >= 0x030400a1
-    0,
-#endif
-#if PY_VERSION_HEX >= 0x030800b1 && (!CYTHON_COMPILING_IN_PYPY || PYPY_VERSION_NUM >= 0x07030800)
-    0,
-#endif
-#if __PYX_NEED_TP_PRINT_SLOT
-    0,
-#endif
-#if PY_VERSION_HEX >= 0x030C0000
-    0,
-#endif
-#if CYTHON_COMPILING_IN_PYPY && PY_VERSION_HEX >= 0x03090000 && PY_VERSION_HEX < 0x030a0000
-    0,
-#endif
-};
-#endif
-static int __pyx_CyFunction_init(PyObject *module) {
-#if CYTHON_USE_TYPE_SPECS
-    __pyx_CyFunctionType = __Pyx_FetchCommonTypeFromSpec(module, &__pyx_CyFunctionType_spec, NULL);
-#else
-    CYTHON_UNUSED_VAR(module);
-    __pyx_CyFunctionType = __Pyx_FetchCommonType(&__pyx_CyFunctionType_type);
-#endif
-    if (unlikely(__pyx_CyFunctionType == NULL)) {
-        return -1;
-    }
-    return 0;
-}
-static CYTHON_INLINE void *__Pyx_CyFunction_InitDefaults(PyObject *func, size_t size, int pyobjects) {
-    __pyx_CyFunctionObject *m = (__pyx_CyFunctionObject *) func;
-    m->defaults = PyObject_Malloc(size);
-    if (unlikely(!m->defaults))
-        return PyErr_NoMemory();
-    memset(m->defaults, 0, size);
-    m->defaults_pyobjects = pyobjects;
-    m->defaults_size = size;
-    return m->defaults;
-}
-static CYTHON_INLINE void __Pyx_CyFunction_SetDefaultsTuple(PyObject *func, PyObject *tuple) {
-    __pyx_CyFunctionObject *m = (__pyx_CyFunctionObject *) func;
-    m->defaults_tuple = tuple;
-    Py_INCREF(tuple);
-}
-static CYTHON_INLINE void __Pyx_CyFunction_SetDefaultsKwDict(PyObject *func, PyObject *dict) {
-    __pyx_CyFunctionObject *m = (__pyx_CyFunctionObject *) func;
-    m->defaults_kwdict = dict;
-    Py_INCREF(dict);
-}
-static CYTHON_INLINE void __Pyx_CyFunction_SetAnnotationsDict(PyObject *func, PyObject *dict) {
-    __pyx_CyFunctionObject *m = (__pyx_CyFunctionObject *) func;
-    m->func_annotations = dict;
-    Py_INCREF(dict);
-}
-
-/* CythonFunction */
-  static PyObject *__Pyx_CyFunction_New(PyMethodDef *ml, int flags, PyObject* qualname,
-                                      PyObject *closure, PyObject *module, PyObject* globals, PyObject* code) {
-    PyObject *op = __Pyx_CyFunction_Init(
-        PyObject_GC_New(__pyx_CyFunctionObject, __pyx_CyFunctionType),
-        ml, flags, qualname, closure, module, globals, code
-    );
-    if (likely(op)) {
-        PyObject_GC_Track(op);
-    }
-    return op;
-}
-
-/* PyDictVersioning */
-  #if CYTHON_USE_DICT_VERSIONS && CYTHON_USE_TYPE_SLOTS
-static CYTHON_INLINE PY_UINT64_T __Pyx_get_tp_dict_version(PyObject *obj) {
-    PyObject *dict = Py_TYPE(obj)->tp_dict;
-    return likely(dict) ? __PYX_GET_DICT_VERSION(dict) : 0;
-}
-static CYTHON_INLINE PY_UINT64_T __Pyx_get_object_dict_version(PyObject *obj) {
-    PyObject **dictptr = NULL;
-    Py_ssize_t offset = Py_TYPE(obj)->tp_dictoffset;
-    if (offset) {
-#if CYTHON_COMPILING_IN_CPYTHON
-        dictptr = (likely(offset > 0)) ? (PyObject **) ((char *)obj + offset) : _PyObject_GetDictPtr(obj);
-#else
-        dictptr = _PyObject_GetDictPtr(obj);
-#endif
-    }
-    return (dictptr && *dictptr) ? __PYX_GET_DICT_VERSION(*dictptr) : 0;
-}
-static CYTHON_INLINE int __Pyx_object_dict_version_matches(PyObject* obj, PY_UINT64_T tp_dict_version, PY_UINT64_T obj_dict_version) {
-    PyObject *dict = Py_TYPE(obj)->tp_dict;
-    if (unlikely(!dict) || unlikely(tp_dict_version != __PYX_GET_DICT_VERSION(dict)))
-        return 0;
-    return obj_dict_version == __Pyx_get_object_dict_version(obj);
-}
-#endif
-
-/* CLineInTraceback */
-  #ifndef CYTHON_CLINE_IN_TRACEBACK
-static int __Pyx_CLineForTraceback(PyThreadState *tstate, int c_line) {
-    PyObject *use_cline;
-    PyObject *ptype, *pvalue, *ptraceback;
-#if CYTHON_COMPILING_IN_CPYTHON
-    PyObject **cython_runtime_dict;
-#endif
-    CYTHON_MAYBE_UNUSED_VAR(tstate);
-    if (unlikely(!__pyx_cython_runtime)) {
-        return c_line;
-    }
-    __Pyx_ErrFetchInState(tstate, &ptype, &pvalue, &ptraceback);
-#if CYTHON_COMPILING_IN_CPYTHON
-    cython_runtime_dict = _PyObject_GetDictPtr(__pyx_cython_runtime);
-    if (likely(cython_runtime_dict)) {
-        __PYX_PY_DICT_LOOKUP_IF_MODIFIED(
-            use_cline, *cython_runtime_dict,
-            __Pyx_PyDict_GetItemStr(*cython_runtime_dict, __pyx_n_s_cline_in_traceback))
-    } else
-#endif
-    {
-      PyObject *use_cline_obj = __Pyx_PyObject_GetAttrStrNoError(__pyx_cython_runtime, __pyx_n_s_cline_in_traceback);
-      if (use_cline_obj) {
-        use_cline = PyObject_Not(use_cline_obj) ? Py_False : Py_True;
-        Py_DECREF(use_cline_obj);
-      } else {
-        PyErr_Clear();
-        use_cline = NULL;
-      }
-    }
-    if (!use_cline) {
-        c_line = 0;
-        (void) PyObject_SetAttr(__pyx_cython_runtime, __pyx_n_s_cline_in_traceback, Py_False);
-    }
-    else if (use_cline == Py_False || (use_cline != Py_True && PyObject_Not(use_cline) != 0)) {
-        c_line = 0;
-    }
-    __Pyx_ErrRestoreInState(tstate, ptype, pvalue, ptraceback);
-    return c_line;
-}
-#endif
-
-/* CodeObjectCache */
-  #if !CYTHON_COMPILING_IN_LIMITED_API
-static int __pyx_bisect_code_objects(__Pyx_CodeObjectCacheEntry* entries, int count, int code_line) {
-    int start = 0, mid = 0, end = count - 1;
-    if (end >= 0 && code_line > entries[end].code_line) {
-        return count;
-    }
-    while (start < end) {
-        mid = start + (end - start) / 2;
-        if (code_line < entries[mid].code_line) {
-            end = mid;
-        } else if (code_line > entries[mid].code_line) {
-             start = mid + 1;
-        } else {
-            return mid;
-        }
-    }
-    if (code_line <= entries[mid].code_line) {
-        return mid;
-    } else {
-        return mid + 1;
-    }
-}
-static PyCodeObject *__pyx_find_code_object(int code_line) {
-    PyCodeObject* code_object;
-    int pos;
-    if (unlikely(!code_line) || unlikely(!__pyx_code_cache.entries)) {
-        return NULL;
-    }
-    pos = __pyx_bisect_code_objects(__pyx_code_cache.entries, __pyx_code_cache.count, code_line);
-    if (unlikely(pos >= __pyx_code_cache.count) || unlikely(__pyx_code_cache.entries[pos].code_line != code_line)) {
-        return NULL;
-    }
-    code_object = __pyx_code_cache.entries[pos].code_object;
-    Py_INCREF(code_object);
-    return code_object;
-}
-static void __pyx_insert_code_object(int code_line, PyCodeObject* code_object) {
-    int pos, i;
-    __Pyx_CodeObjectCacheEntry* entries = __pyx_code_cache.entries;
-    if (unlikely(!code_line)) {
-        return;
-    }
-    if (unlikely(!entries)) {
-        entries = (__Pyx_CodeObjectCacheEntry*)PyMem_Malloc(64*sizeof(__Pyx_CodeObjectCacheEntry));
-        if (likely(entries)) {
-            __pyx_code_cache.entries = entries;
-            __pyx_code_cache.max_count = 64;
-            __pyx_code_cache.count = 1;
-            entries[0].code_line = code_line;
-            entries[0].code_object = code_object;
-            Py_INCREF(code_object);
-        }
-        return;
-    }
-    pos = __pyx_bisect_code_objects(__pyx_code_cache.entries, __pyx_code_cache.count, code_line);
-    if ((pos < __pyx_code_cache.count) && unlikely(__pyx_code_cache.entries[pos].code_line == code_line)) {
-        PyCodeObject* tmp = entries[pos].code_object;
-        entries[pos].code_object = code_object;
-        Py_DECREF(tmp);
-        return;
-    }
-    if (__pyx_code_cache.count == __pyx_code_cache.max_count) {
-        int new_max = __pyx_code_cache.max_count + 64;
-        entries = (__Pyx_CodeObjectCacheEntry*)PyMem_Realloc(
-            __pyx_code_cache.entries, ((size_t)new_max) * sizeof(__Pyx_CodeObjectCacheEntry));
-        if (unlikely(!entries)) {
-            return;
-        }
-        __pyx_code_cache.entries = entries;
-        __pyx_code_cache.max_count = new_max;
-    }
-    for (i=__pyx_code_cache.count; i>pos; i--) {
-        entries[i] = entries[i-1];
-    }
-    entries[pos].code_line = code_line;
-    entries[pos].code_object = code_object;
-    __pyx_code_cache.count++;
-    Py_INCREF(code_object);
-}
-#endif
-
-/* AddTraceback */
-  #include "compile.h"
-#include "frameobject.h"
-#include "traceback.h"
-#if PY_VERSION_HEX >= 0x030b00a6 && !CYTHON_COMPILING_IN_LIMITED_API
-  #ifndef Py_BUILD_CORE
-    #define Py_BUILD_CORE 1
-  #endif
-  #include "internal/pycore_frame.h"
-#endif
-#if CYTHON_COMPILING_IN_LIMITED_API
-static PyObject *__Pyx_PyCode_Replace_For_AddTraceback(PyObject *code, PyObject *scratch_dict,
-                                                       PyObject *firstlineno, PyObject *name) {
-    PyObject *replace = NULL;
-    if (unlikely(PyDict_SetItemString(scratch_dict, "co_firstlineno", firstlineno))) return NULL;
-    if (unlikely(PyDict_SetItemString(scratch_dict, "co_name", name))) return NULL;
-    replace = PyObject_GetAttrString(code, "replace");
-    if (likely(replace)) {
-        PyObject *result;
-        result = PyObject_Call(replace, __pyx_empty_tuple, scratch_dict);
-        Py_DECREF(replace);
-        return result;
-    }
-    PyErr_Clear();
-    #if __PYX_LIMITED_VERSION_HEX < 0x030780000
-    {
-        PyObject *compiled = NULL, *result = NULL;
-        if (unlikely(PyDict_SetItemString(scratch_dict, "code", code))) return NULL;
-        if (unlikely(PyDict_SetItemString(scratch_dict, "type", (PyObject*)(&PyType_Type)))) return NULL;
-        compiled = Py_CompileString(
-            "out = type(code)(\n"
-            "  code.co_argcount, code.co_kwonlyargcount, code.co_nlocals, code.co_stacksize,\n"
-            "  code.co_flags, code.co_code, code.co_consts, code.co_names,\n"
-            "  code.co_varnames, code.co_filename, co_name, co_firstlineno,\n"
-            "  code.co_lnotab)\n", "<dummy>", Py_file_input);
-        if (!compiled) return NULL;
-        result = PyEval_EvalCode(compiled, scratch_dict, scratch_dict);
-        Py_DECREF(compiled);
-        if (!result) PyErr_Print();
-        Py_DECREF(result);
-        result = PyDict_GetItemString(scratch_dict, "out");
-        if (result) Py_INCREF(result);
-        return result;
-    }
-    #else
-    return NULL;
-    #endif
-}
-static void __Pyx_AddTraceback(const char *funcname, int c_line,
-                               int py_line, const char *filename) {
-    PyObject *code_object = NULL, *py_py_line = NULL, *py_funcname = NULL, *dict = NULL;
-    PyObject *replace = NULL, *getframe = NULL, *frame = NULL;
-    PyObject *exc_type, *exc_value, *exc_traceback;
-    int success = 0;
-    if (c_line) {
-        (void) __pyx_cfilenm;
-        (void) __Pyx_CLineForTraceback(__Pyx_PyThreadState_Current, c_line);
-    }
-    PyErr_Fetch(&exc_type, &exc_value, &exc_traceback);
-    code_object = Py_CompileString("_getframe()", filename, Py_eval_input);
-    if (unlikely(!code_object)) goto bad;
-    py_py_line = PyLong_FromLong(py_line);
-    if (unlikely(!py_py_line)) goto bad;
-    py_funcname = PyUnicode_FromString(funcname);
-    if (unlikely(!py_funcname)) goto bad;
-    dict = PyDict_New();
-    if (unlikely(!dict)) goto bad;
-    {
-        PyObject *old_code_object = code_object;
-        code_object = __Pyx_PyCode_Replace_For_AddTraceback(code_object, dict, py_py_line, py_funcname);
-        Py_DECREF(old_code_object);
-    }
-    if (unlikely(!code_object)) goto bad;
-    getframe = PySys_GetObject("_getframe");
-    if (unlikely(!getframe)) goto bad;
-    if (unlikely(PyDict_SetItemString(dict, "_getframe", getframe))) goto bad;
-    frame = PyEval_EvalCode(code_object, dict, dict);
-    if (unlikely(!frame) || frame == Py_None) goto bad;
-    success = 1;
-  bad:
-    PyErr_Restore(exc_type, exc_value, exc_traceback);
-    Py_XDECREF(code_object);
-    Py_XDECREF(py_py_line);
-    Py_XDECREF(py_funcname);
-    Py_XDECREF(dict);
-    Py_XDECREF(replace);
-    if (success) {
-        PyTraceBack_Here(
-            (struct _frame*)frame);
-    }
-    Py_XDECREF(frame);
-}
-#else
-static PyCodeObject* __Pyx_CreateCodeObjectForTraceback(
-            const char *funcname, int c_line,
-            int py_line, const char *filename) {
-    PyCodeObject *py_code = NULL;
-    PyObject *py_funcname = NULL;
-    #if PY_MAJOR_VERSION < 3
-    PyObject *py_srcfile = NULL;
-    py_srcfile = PyString_FromString(filename);
-    if (!py_srcfile) goto bad;
-    #endif
-    if (c_line) {
-        #if PY_MAJOR_VERSION < 3
-        py_funcname = PyString_FromFormat( "%s (%s:%d)", funcname, __pyx_cfilenm, c_line);
-        if (!py_funcname) goto bad;
-        #else
-        py_funcname = PyUnicode_FromFormat( "%s (%s:%d)", funcname, __pyx_cfilenm, c_line);
-        if (!py_funcname) goto bad;
-        funcname = PyUnicode_AsUTF8(py_funcname);
-        if (!funcname) goto bad;
-        #endif
-    }
-    else {
-        #if PY_MAJOR_VERSION < 3
-        py_funcname = PyString_FromString(funcname);
-        if (!py_funcname) goto bad;
-        #endif
-    }
-    #if PY_MAJOR_VERSION < 3
-    py_code = __Pyx_PyCode_New(
-        0,
-        0,
-        0,
-        0,
-        0,
-        0,
-        __pyx_empty_bytes, /*PyObject *code,*/
-        __pyx_empty_tuple, /*PyObject *consts,*/
-        __pyx_empty_tuple, /*PyObject *names,*/
-        __pyx_empty_tuple, /*PyObject *varnames,*/
-        __pyx_empty_tuple, /*PyObject *freevars,*/
-        __pyx_empty_tuple, /*PyObject *cellvars,*/
-        py_srcfile,   /*PyObject *filename,*/
-        py_funcname,  /*PyObject *name,*/
-        py_line,
-        __pyx_empty_bytes  /*PyObject *lnotab*/
-    );
-    Py_DECREF(py_srcfile);
-    #else
-    py_code = PyCode_NewEmpty(filename, funcname, py_line);
-    #endif
-    Py_XDECREF(py_funcname);
-    return py_code;
-bad:
-    Py_XDECREF(py_funcname);
-    #if PY_MAJOR_VERSION < 3
-    Py_XDECREF(py_srcfile);
-    #endif
-    return NULL;
-}
-static void __Pyx_AddTraceback(const char *funcname, int c_line,
-                               int py_line, const char *filename) {
-    PyCodeObject *py_code = 0;
-    PyFrameObject *py_frame = 0;
-    PyThreadState *tstate = __Pyx_PyThreadState_Current;
-    PyObject *ptype, *pvalue, *ptraceback;
-    if (c_line) {
-        c_line = __Pyx_CLineForTraceback(tstate, c_line);
-    }
-    py_code = __pyx_find_code_object(c_line ? -c_line : py_line);
-    if (!py_code) {
-        __Pyx_ErrFetchInState(tstate, &ptype, &pvalue, &ptraceback);
-        py_code = __Pyx_CreateCodeObjectForTraceback(
-            funcname, c_line, py_line, filename);
-        if (!py_code) {
-            /* If the code object creation fails, then we should clear the
-               fetched exception references and propagate the new exception */
-            Py_XDECREF(ptype);
-            Py_XDECREF(pvalue);
-            Py_XDECREF(ptraceback);
-            goto bad;
-        }
-        __Pyx_ErrRestoreInState(tstate, ptype, pvalue, ptraceback);
-        __pyx_insert_code_object(c_line ? -c_line : py_line, py_code);
-    }
-    py_frame = PyFrame_New(
-        tstate,            /*PyThreadState *tstate,*/
-        py_code,           /*PyCodeObject *code,*/
-        __pyx_d,    /*PyObject *globals,*/
-        0                  /*PyObject *locals*/
-    );
-    if (!py_frame) goto bad;
-    __Pyx_PyFrame_SetLineNumber(py_frame, py_line);
-    PyTraceBack_Here(py_frame);
-bad:
-    Py_XDECREF(py_code);
-    Py_XDECREF(py_frame);
-}
-#endif
-
-#if PY_MAJOR_VERSION < 3
-static int __Pyx_GetBuffer(PyObject *obj, Py_buffer *view, int flags) {
-    __Pyx_TypeName obj_type_name;
-    if (PyObject_CheckBuffer(obj)) return PyObject_GetBuffer(obj, view, flags);
-    obj_type_name = __Pyx_PyType_GetName(Py_TYPE(obj));
-    PyErr_Format(PyExc_TypeError,
-                 "'" __Pyx_FMT_TYPENAME "' does not have the buffer interface",
-                 obj_type_name);
-    __Pyx_DECREF_TypeName(obj_type_name);
-    return -1;
-}
-static void __Pyx_ReleaseBuffer(Py_buffer *view) {
-    PyObject *obj = view->obj;
-    if (!obj) return;
-    if (PyObject_CheckBuffer(obj)) {
-        PyBuffer_Release(view);
-        return;
-    }
-    if ((0)) {}
-    view->obj = NULL;
-    Py_DECREF(obj);
-}
-#endif
-
-
-  /* CIntFromPyVerify */
-  #define __PYX_VERIFY_RETURN_INT(target_type, func_type, func_value)\
-    __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, 0)
-#define __PYX_VERIFY_RETURN_INT_EXC(target_type, func_type, func_value)\
-    __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, 1)
-#define __PYX__VERIFY_RETURN_INT(target_type, func_type, func_value, exc)\
-    {\
-        func_type value = func_value;\
-        if (sizeof(target_type) < sizeof(func_type)) {\
-            if (unlikely(value != (func_type) (target_type) value)) {\
-                func_type zero = 0;\
-                if (exc && unlikely(value == (func_type)-1 && PyErr_Occurred()))\
-                    return (target_type) -1;\
-                if (is_unsigned && unlikely(value < zero))\
-                    goto raise_neg_overflow;\
-                else\
-                    goto raise_overflow;\
-            }\
-        }\
-        return (target_type) value;\
-    }
-
-/* Declarations */
-  #if CYTHON_CCOMPLEX && (1) && (!0 || __cplusplus)
-  #ifdef __cplusplus
-    static CYTHON_INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(float x, float y) {
-      return ::std::complex< float >(x, y);
-    }
-  #else
-    static CYTHON_INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(float x, float y) {
-      return x + y*(__pyx_t_float_complex)_Complex_I;
-    }
-  #endif
-#else
-    static CYTHON_INLINE __pyx_t_float_complex __pyx_t_float_complex_from_parts(float x, float y) {
-      __pyx_t_float_complex z;
-      z.real = x;
-      z.imag = y;
-      return z;
-    }
-#endif
-
-/* Arithmetic */
-  #if CYTHON_CCOMPLEX && (1) && (!0 || __cplusplus)
-#else
-    static CYTHON_INLINE int __Pyx_c_eq_float(__pyx_t_float_complex a, __pyx_t_float_complex b) {
-       return (a.real == b.real) && (a.imag == b.imag);
-    }
-    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_sum_float(__pyx_t_float_complex a, __pyx_t_float_complex b) {
-        __pyx_t_float_complex z;
-        z.real = a.real + b.real;
-        z.imag = a.imag + b.imag;
-        return z;
-    }
-    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_diff_float(__pyx_t_float_complex a, __pyx_t_float_complex b) {
-        __pyx_t_float_complex z;
-        z.real = a.real - b.real;
-        z.imag = a.imag - b.imag;
-        return z;
-    }
-    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_prod_float(__pyx_t_float_complex a, __pyx_t_float_complex b) {
-        __pyx_t_float_complex z;
-        z.real = a.real * b.real - a.imag * b.imag;
-        z.imag = a.real * b.imag + a.imag * b.real;
-        return z;
-    }
-    #if 1
-    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_quot_float(__pyx_t_float_complex a, __pyx_t_float_complex b) {
-        if (b.imag == 0) {
-            return __pyx_t_float_complex_from_parts(a.real / b.real, a.imag / b.real);
-        } else if (fabsf(b.real) >= fabsf(b.imag)) {
-            if (b.real == 0 && b.imag == 0) {
-                return __pyx_t_float_complex_from_parts(a.real / b.real, a.imag / b.imag);
-            } else {
-                float r = b.imag / b.real;
-                float s = (float)(1.0) / (b.real + b.imag * r);
-                return __pyx_t_float_complex_from_parts(
-                    (a.real + a.imag * r) * s, (a.imag - a.real * r) * s);
-            }
-        } else {
-            float r = b.real / b.imag;
-            float s = (float)(1.0) / (b.imag + b.real * r);
-            return __pyx_t_float_complex_from_parts(
-                (a.real * r + a.imag) * s, (a.imag * r - a.real) * s);
-        }
-    }
-    #else
-    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_quot_float(__pyx_t_float_complex a, __pyx_t_float_complex b) {
-        if (b.imag == 0) {
-            return __pyx_t_float_complex_from_parts(a.real / b.real, a.imag / b.real);
-        } else {
-            float denom = b.real * b.real + b.imag * b.imag;
-            return __pyx_t_float_complex_from_parts(
-                (a.real * b.real + a.imag * b.imag) / denom,
-                (a.imag * b.real - a.real * b.imag) / denom);
-        }
-    }
-    #endif
-    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_neg_float(__pyx_t_float_complex a) {
-        __pyx_t_float_complex z;
-        z.real = -a.real;
-        z.imag = -a.imag;
-        return z;
-    }
-    static CYTHON_INLINE int __Pyx_c_is_zero_float(__pyx_t_float_complex a) {
-       return (a.real == 0) && (a.imag == 0);
-    }
-    static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_conj_float(__pyx_t_float_complex a) {
-        __pyx_t_float_complex z;
-        z.real =  a.real;
-        z.imag = -a.imag;
-        return z;
-    }
-    #if 1
-        static CYTHON_INLINE float __Pyx_c_abs_float(__pyx_t_float_complex z) {
-          #if !defined(HAVE_HYPOT) || defined(_MSC_VER)
-            return sqrtf(z.real*z.real + z.imag*z.imag);
-          #else
-            return hypotf(z.real, z.imag);
-          #endif
-        }
-        static CYTHON_INLINE __pyx_t_float_complex __Pyx_c_pow_float(__pyx_t_float_complex a, __pyx_t_float_complex b) {
-            __pyx_t_float_complex z;
-            float r, lnr, theta, z_r, z_theta;
-            if (b.imag == 0 && b.real == (int)b.real) {
-                if (b.real < 0) {
-                    float denom = a.real * a.real + a.imag * a.imag;
-                    a.real = a.real / denom;
-                    a.imag = -a.imag / denom;
-                    b.real = -b.real;
-                }
-                switch ((int)b.real) {
-                    case 0:
-                        z.real = 1;
-                        z.imag = 0;
-                        return z;
-                    case 1:
-                        return a;
-                    case 2:
-                        return __Pyx_c_prod_float(a, a);
-                    case 3:
-                        z = __Pyx_c_prod_float(a, a);
-                        return __Pyx_c_prod_float(z, a);
-                    case 4:
-                        z = __Pyx_c_prod_float(a, a);
-                        return __Pyx_c_prod_float(z, z);
-                }
-            }
-            if (a.imag == 0) {
-                if (a.real == 0) {
-                    return a;
-                } else if ((b.imag == 0) && (a.real >= 0)) {
-                    z.real = powf(a.real, b.real);
-                    z.imag = 0;
-                    return z;
-                } else if (a.real > 0) {
-                    r = a.real;
-                    theta = 0;
-                } else {
-                    r = -a.real;
-                    theta = atan2f(0.0, -1.0);
-                }
-            } else {
-                r = __Pyx_c_abs_float(a);
-                theta = atan2f(a.imag, a.real);
-            }
-            lnr = logf(r);
-            z_r = expf(lnr * b.real - theta * b.imag);
-            z_theta = theta * b.real + lnr * b.imag;
-            z.real = z_r * cosf(z_theta);
-            z.imag = z_r * sinf(z_theta);
-            return z;
-        }
-    #endif
-#endif
-
-/* Declarations */
-  #if CYTHON_CCOMPLEX && (1) && (!0 || __cplusplus)
-  #ifdef __cplusplus
-    static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double x, double y) {
-      return ::std::complex< double >(x, y);
-    }
-  #else
-    static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double x, double y) {
-      return x + y*(__pyx_t_double_complex)_Complex_I;
-    }
-  #endif
-#else
-    static CYTHON_INLINE __pyx_t_double_complex __pyx_t_double_complex_from_parts(double x, double y) {
-      __pyx_t_double_complex z;
-      z.real = x;
-      z.imag = y;
-      return z;
-    }
-#endif
-
-/* Arithmetic */
-  #if CYTHON_CCOMPLEX && (1) && (!0 || __cplusplus)
-#else
-    static CYTHON_INLINE int __Pyx_c_eq_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
-       return (a.real == b.real) && (a.imag == b.imag);
-    }
-    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_sum_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
-        __pyx_t_double_complex z;
-        z.real = a.real + b.real;
-        z.imag = a.imag + b.imag;
-        return z;
-    }
-    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_diff_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
-        __pyx_t_double_complex z;
-        z.real = a.real - b.real;
-        z.imag = a.imag - b.imag;
-        return z;
-    }
-    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_prod_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
-        __pyx_t_double_complex z;
-        z.real = a.real * b.real - a.imag * b.imag;
-        z.imag = a.real * b.imag + a.imag * b.real;
-        return z;
-    }
-    #if 1
-    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_quot_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
-        if (b.imag == 0) {
-            return __pyx_t_double_complex_from_parts(a.real / b.real, a.imag / b.real);
-        } else if (fabs(b.real) >= fabs(b.imag)) {
-            if (b.real == 0 && b.imag == 0) {
-                return __pyx_t_double_complex_from_parts(a.real / b.real, a.imag / b.imag);
-            } else {
-                double r = b.imag / b.real;
-                double s = (double)(1.0) / (b.real + b.imag * r);
-                return __pyx_t_double_complex_from_parts(
-                    (a.real + a.imag * r) * s, (a.imag - a.real * r) * s);
-            }
-        } else {
-            double r = b.real / b.imag;
-            double s = (double)(1.0) / (b.imag + b.real * r);
-            return __pyx_t_double_complex_from_parts(
-                (a.real * r + a.imag) * s, (a.imag * r - a.real) * s);
-        }
-    }
-    #else
-    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_quot_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
-        if (b.imag == 0) {
-            return __pyx_t_double_complex_from_parts(a.real / b.real, a.imag / b.real);
-        } else {
-            double denom = b.real * b.real + b.imag * b.imag;
-            return __pyx_t_double_complex_from_parts(
-                (a.real * b.real + a.imag * b.imag) / denom,
-                (a.imag * b.real - a.real * b.imag) / denom);
-        }
-    }
-    #endif
-    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_neg_double(__pyx_t_double_complex a) {
-        __pyx_t_double_complex z;
-        z.real = -a.real;
-        z.imag = -a.imag;
-        return z;
-    }
-    static CYTHON_INLINE int __Pyx_c_is_zero_double(__pyx_t_double_complex a) {
-       return (a.real == 0) && (a.imag == 0);
-    }
-    static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_conj_double(__pyx_t_double_complex a) {
-        __pyx_t_double_complex z;
-        z.real =  a.real;
-        z.imag = -a.imag;
-        return z;
-    }
-    #if 1
-        static CYTHON_INLINE double __Pyx_c_abs_double(__pyx_t_double_complex z) {
-          #if !defined(HAVE_HYPOT) || defined(_MSC_VER)
-            return sqrt(z.real*z.real + z.imag*z.imag);
-          #else
-            return hypot(z.real, z.imag);
-          #endif
-        }
-        static CYTHON_INLINE __pyx_t_double_complex __Pyx_c_pow_double(__pyx_t_double_complex a, __pyx_t_double_complex b) {
-            __pyx_t_double_complex z;
-            double r, lnr, theta, z_r, z_theta;
-            if (b.imag == 0 && b.real == (int)b.real) {
-                if (b.real < 0) {
-                    double denom = a.real * a.real + a.imag * a.imag;
-                    a.real = a.real / denom;
-                    a.imag = -a.imag / denom;
-                    b.real = -b.real;
-                }
-                switch ((int)b.real) {
-                    case 0:
-                        z.real = 1;
-                        z.imag = 0;
-                        return z;
-                    case 1:
-                        return a;
-                    case 2:
-                        return __Pyx_c_prod_double(a, a);
-                    case 3:
-                        z = __Pyx_c_prod_double(a, a);
-                        return __Pyx_c_prod_double(z, a);
-                    case 4:
-                        z = __Pyx_c_prod_double(a, a);
-                        return __Pyx_c_prod_double(z, z);
-                }
-            }
-            if (a.imag == 0) {
-                if (a.real == 0) {
-                    return a;
-                } else if ((b.imag == 0) && (a.real >= 0)) {
-                    z.real = pow(a.real, b.real);
-                    z.imag = 0;
-                    return z;
-                } else if (a.real > 0) {
-                    r = a.real;
-                    theta = 0;
-                } else {
-                    r = -a.real;
-                    theta = atan2(0.0, -1.0);
-                }
-            } else {
-                r = __Pyx_c_abs_double(a);
-                theta = atan2(a.imag, a.real);
-            }
-            lnr = log(r);
-            z_r = exp(lnr * b.real - theta * b.imag);
-            z_theta = theta * b.real + lnr * b.imag;
-            z.real = z_r * cos(z_theta);
-            z.imag = z_r * sin(z_theta);
-            return z;
-        }
-    #endif
-#endif
-
-/* Declarations */
-  #if CYTHON_CCOMPLEX && (1) && (!0 || __cplusplus)
-  #ifdef __cplusplus
-    static CYTHON_INLINE __pyx_t_long_double_complex __pyx_t_long_double_complex_from_parts(long double x, long double y) {
-      return ::std::complex< long double >(x, y);
-    }
-  #else
-    static CYTHON_INLINE __pyx_t_long_double_complex __pyx_t_long_double_complex_from_parts(long double x, long double y) {
-      return x + y*(__pyx_t_long_double_complex)_Complex_I;
-    }
-  #endif
-#else
-    static CYTHON_INLINE __pyx_t_long_double_complex __pyx_t_long_double_complex_from_parts(long double x, long double y) {
-      __pyx_t_long_double_complex z;
-      z.real = x;
-      z.imag = y;
-      return z;
-    }
-#endif
-
-/* Arithmetic */
-  #if CYTHON_CCOMPLEX && (1) && (!0 || __cplusplus)
-#else
-    static CYTHON_INLINE int __Pyx_c_eq_long__double(__pyx_t_long_double_complex a, __pyx_t_long_double_complex b) {
-       return (a.real == b.real) && (a.imag == b.imag);
-    }
-    static CYTHON_INLINE __pyx_t_long_double_complex __Pyx_c_sum_long__double(__pyx_t_long_double_complex a, __pyx_t_long_double_complex b) {
-        __pyx_t_long_double_complex z;
-        z.real = a.real + b.real;
-        z.imag = a.imag + b.imag;
-        return z;
-    }
-    static CYTHON_INLINE __pyx_t_long_double_complex __Pyx_c_diff_long__double(__pyx_t_long_double_complex a, __pyx_t_long_double_complex b) {
-        __pyx_t_long_double_complex z;
-        z.real = a.real - b.real;
-        z.imag = a.imag - b.imag;
-        return z;
-    }
-    static CYTHON_INLINE __pyx_t_long_double_complex __Pyx_c_prod_long__double(__pyx_t_long_double_complex a, __pyx_t_long_double_complex b) {
-        __pyx_t_long_double_complex z;
-        z.real = a.real * b.real - a.imag * b.imag;
-        z.imag = a.real * b.imag + a.imag * b.real;
-        return z;
-    }
-    #if 1
-    static CYTHON_INLINE __pyx_t_long_double_complex __Pyx_c_quot_long__double(__pyx_t_long_double_complex a, __pyx_t_long_double_complex b) {
-        if (b.imag == 0) {
-            return __pyx_t_long_double_complex_from_parts(a.real / b.real, a.imag / b.real);
-        } else if (fabsl(b.real) >= fabsl(b.imag)) {
-            if (b.real == 0 && b.imag == 0) {
-                return __pyx_t_long_double_complex_from_parts(a.real / b.real, a.imag / b.imag);
-            } else {
-                long double r = b.imag / b.real;
-                long double s = (long double)(1.0) / (b.real + b.imag * r);
-                return __pyx_t_long_double_complex_from_parts(
-                    (a.real + a.imag * r) * s, (a.imag - a.real * r) * s);
-            }
-        } else {
-            long double r = b.real / b.imag;
-            long double s = (long double)(1.0) / (b.imag + b.real * r);
-            return __pyx_t_long_double_complex_from_parts(
-                (a.real * r + a.imag) * s, (a.imag * r - a.real) * s);
-        }
-    }
-    #else
-    static CYTHON_INLINE __pyx_t_long_double_complex __Pyx_c_quot_long__double(__pyx_t_long_double_complex a, __pyx_t_long_double_complex b) {
-        if (b.imag == 0) {
-            return __pyx_t_long_double_complex_from_parts(a.real / b.real, a.imag / b.real);
-        } else {
-            long double denom = b.real * b.real + b.imag * b.imag;
-            return __pyx_t_long_double_complex_from_parts(
-                (a.real * b.real + a.imag * b.imag) / denom,
-                (a.imag * b.real - a.real * b.imag) / denom);
-        }
-    }
-    #endif
-    static CYTHON_INLINE __pyx_t_long_double_complex __Pyx_c_neg_long__double(__pyx_t_long_double_complex a) {
-        __pyx_t_long_double_complex z;
-        z.real = -a.real;
-        z.imag = -a.imag;
-        return z;
-    }
-    static CYTHON_INLINE int __Pyx_c_is_zero_long__double(__pyx_t_long_double_complex a) {
-       return (a.real == 0) && (a.imag == 0);
-    }
-    static CYTHON_INLINE __pyx_t_long_double_complex __Pyx_c_conj_long__double(__pyx_t_long_double_complex a) {
-        __pyx_t_long_double_complex z;
-        z.real =  a.real;
-        z.imag = -a.imag;
-        return z;
-    }
-    #if 1
-        static CYTHON_INLINE long double __Pyx_c_abs_long__double(__pyx_t_long_double_complex z) {
-          #if !defined(HAVE_HYPOT) || defined(_MSC_VER)
-            return sqrtl(z.real*z.real + z.imag*z.imag);
-          #else
-            return hypotl(z.real, z.imag);
-          #endif
-        }
-        static CYTHON_INLINE __pyx_t_long_double_complex __Pyx_c_pow_long__double(__pyx_t_long_double_complex a, __pyx_t_long_double_complex b) {
-            __pyx_t_long_double_complex z;
-            long double r, lnr, theta, z_r, z_theta;
-            if (b.imag == 0 && b.real == (int)b.real) {
-                if (b.real < 0) {
-                    long double denom = a.real * a.real + a.imag * a.imag;
-                    a.real = a.real / denom;
-                    a.imag = -a.imag / denom;
-                    b.real = -b.real;
-                }
-                switch ((int)b.real) {
-                    case 0:
-                        z.real = 1;
-                        z.imag = 0;
-                        return z;
-                    case 1:
-                        return a;
-                    case 2:
-                        return __Pyx_c_prod_long__double(a, a);
-                    case 3:
-                        z = __Pyx_c_prod_long__double(a, a);
-                        return __Pyx_c_prod_long__double(z, a);
-                    case 4:
-                        z = __Pyx_c_prod_long__double(a, a);
-                        return __Pyx_c_prod_long__double(z, z);
-                }
-            }
-            if (a.imag == 0) {
-                if (a.real == 0) {
-                    return a;
-                } else if ((b.imag == 0) && (a.real >= 0)) {
-                    z.real = powl(a.real, b.real);
-                    z.imag = 0;
-                    return z;
-                } else if (a.real > 0) {
-                    r = a.real;
-                    theta = 0;
-                } else {
-                    r = -a.real;
-                    theta = atan2l(0.0, -1.0);
-                }
-            } else {
-                r = __Pyx_c_abs_long__double(a);
-                theta = atan2l(a.imag, a.real);
-            }
-            lnr = logl(r);
-            z_r = expl(lnr * b.real - theta * b.imag);
-            z_theta = theta * b.real + lnr * b.imag;
-            z.real = z_r * cosl(z_theta);
-            z.imag = z_r * sinl(z_theta);
-            return z;
-        }
-    #endif
-#endif
-
-/* CIntFromPy */
-  static CYTHON_INLINE int __Pyx_PyInt_As_int(PyObject *x) {
-#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
-#pragma GCC diagnostic push
-#pragma GCC diagnostic ignored "-Wconversion"
-#endif
-    const int neg_one = (int) -1, const_zero = (int) 0;
-#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
-#pragma GCC diagnostic pop
-#endif
-    const int is_unsigned = neg_one > const_zero;
-#if PY_MAJOR_VERSION < 3
-    if (likely(PyInt_Check(x))) {
-        if ((sizeof(int) < sizeof(long))) {
-            __PYX_VERIFY_RETURN_INT(int, long, PyInt_AS_LONG(x))
-        } else {
-            long val = PyInt_AS_LONG(x);
-            if (is_unsigned && unlikely(val < 0)) {
-                goto raise_neg_overflow;
-            }
-            return (int) val;
-        }
-    } else
-#endif
-    if (likely(PyLong_Check(x))) {
-        if (is_unsigned) {
-#if CYTHON_USE_PYLONG_INTERNALS
-            if (unlikely(__Pyx_PyLong_IsNeg(x))) {
-                goto raise_neg_overflow;
-            } else if (__Pyx_PyLong_IsCompact(x)) {
-                __PYX_VERIFY_RETURN_INT(int, __Pyx_compact_upylong, __Pyx_PyLong_CompactValueUnsigned(x))
-            } else {
-                const digit* digits = __Pyx_PyLong_Digits(x);
-                assert(__Pyx_PyLong_DigitCount(x) > 1);
-                switch (__Pyx_PyLong_DigitCount(x)) {
-                    case 2:
-                        if ((8 * sizeof(int) > 1 * PyLong_SHIFT)) {
-                            if ((8 * sizeof(unsigned long) > 2 * PyLong_SHIFT)) {
-                                __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                            } else if ((8 * sizeof(int) >= 2 * PyLong_SHIFT)) {
-                                return (int) (((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0]));
-                            }
-                        }
-                        break;
-                    case 3:
-                        if ((8 * sizeof(int) > 2 * PyLong_SHIFT)) {
-                            if ((8 * sizeof(unsigned long) > 3 * PyLong_SHIFT)) {
-                                __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                            } else if ((8 * sizeof(int) >= 3 * PyLong_SHIFT)) {
-                                return (int) (((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0]));
-                            }
-                        }
-                        break;
-                    case 4:
-                        if ((8 * sizeof(int) > 3 * PyLong_SHIFT)) {
-                            if ((8 * sizeof(unsigned long) > 4 * PyLong_SHIFT)) {
-                                __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                            } else if ((8 * sizeof(int) >= 4 * PyLong_SHIFT)) {
-                                return (int) (((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0]));
-                            }
-                        }
-                        break;
-                }
-            }
-#endif
-#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX < 0x030C00A7
-            if (unlikely(Py_SIZE(x) < 0)) {
-                goto raise_neg_overflow;
-            }
-#else
-            {
-                int result = PyObject_RichCompareBool(x, Py_False, Py_LT);
-                if (unlikely(result < 0))
-                    return (int) -1;
-                if (unlikely(result == 1))
-                    goto raise_neg_overflow;
-            }
-#endif
-            if ((sizeof(int) <= sizeof(unsigned long))) {
-                __PYX_VERIFY_RETURN_INT_EXC(int, unsigned long, PyLong_AsUnsignedLong(x))
-#ifdef HAVE_LONG_LONG
-            } else if ((sizeof(int) <= sizeof(unsigned PY_LONG_LONG))) {
-                __PYX_VERIFY_RETURN_INT_EXC(int, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x))
-#endif
-            }
-        } else {
-#if CYTHON_USE_PYLONG_INTERNALS
-            if (__Pyx_PyLong_IsCompact(x)) {
-                __PYX_VERIFY_RETURN_INT(int, __Pyx_compact_pylong, __Pyx_PyLong_CompactValue(x))
-            } else {
-                const digit* digits = __Pyx_PyLong_Digits(x);
-                assert(__Pyx_PyLong_DigitCount(x) > 1);
-                switch (__Pyx_PyLong_SignedDigitCount(x)) {
-                    case -2:
-                        if ((8 * sizeof(int) - 1 > 1 * PyLong_SHIFT)) {
-                            if ((8 * sizeof(unsigned long) > 2 * PyLong_SHIFT)) {
-                                __PYX_VERIFY_RETURN_INT(int, long, -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                            } else if ((8 * sizeof(int) - 1 > 2 * PyLong_SHIFT)) {
-                                return (int) (((int)-1)*(((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
-                            }
-                        }
-                        break;
-                    case 2:
-                        if ((8 * sizeof(int) > 1 * PyLong_SHIFT)) {
-                            if ((8 * sizeof(unsigned long) > 2 * PyLong_SHIFT)) {
-                                __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                            } else if ((8 * sizeof(int) - 1 > 2 * PyLong_SHIFT)) {
-                                return (int) ((((((int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
-                            }
-                        }
-                        break;
-                    case -3:
-                        if ((8 * sizeof(int) - 1 > 2 * PyLong_SHIFT)) {
-                            if ((8 * sizeof(unsigned long) > 3 * PyLong_SHIFT)) {
-                                __PYX_VERIFY_RETURN_INT(int, long, -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                            } else if ((8 * sizeof(int) - 1 > 3 * PyLong_SHIFT)) {
-                                return (int) (((int)-1)*(((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
-                            }
-                        }
-                        break;
-                    case 3:
-                        if ((8 * sizeof(int) > 2 * PyLong_SHIFT)) {
-                            if ((8 * sizeof(unsigned long) > 3 * PyLong_SHIFT)) {
-                                __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                            } else if ((8 * sizeof(int) - 1 > 3 * PyLong_SHIFT)) {
-                                return (int) ((((((((int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
-                            }
-                        }
-                        break;
-                    case -4:
-                        if ((8 * sizeof(int) - 1 > 3 * PyLong_SHIFT)) {
-                            if ((8 * sizeof(unsigned long) > 4 * PyLong_SHIFT)) {
-                                __PYX_VERIFY_RETURN_INT(int, long, -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                            } else if ((8 * sizeof(int) - 1 > 4 * PyLong_SHIFT)) {
-                                return (int) (((int)-1)*(((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
-                            }
-                        }
-                        break;
-                    case 4:
-                        if ((8 * sizeof(int) > 3 * PyLong_SHIFT)) {
-                            if ((8 * sizeof(unsigned long) > 4 * PyLong_SHIFT)) {
-                                __PYX_VERIFY_RETURN_INT(int, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                            } else if ((8 * sizeof(int) - 1 > 4 * PyLong_SHIFT)) {
-                                return (int) ((((((((((int)digits[3]) << PyLong_SHIFT) | (int)digits[2]) << PyLong_SHIFT) | (int)digits[1]) << PyLong_SHIFT) | (int)digits[0])));
-                            }
-                        }
-                        break;
-                }
-            }
-#endif
-            if ((sizeof(int) <= sizeof(long))) {
-                __PYX_VERIFY_RETURN_INT_EXC(int, long, PyLong_AsLong(x))
-#ifdef HAVE_LONG_LONG
-            } else if ((sizeof(int) <= sizeof(PY_LONG_LONG))) {
-                __PYX_VERIFY_RETURN_INT_EXC(int, PY_LONG_LONG, PyLong_AsLongLong(x))
-#endif
-            }
-        }
-        {
-            int val;
-            PyObject *v = __Pyx_PyNumber_IntOrLong(x);
-#if PY_MAJOR_VERSION < 3
-            if (likely(v) && !PyLong_Check(v)) {
-                PyObject *tmp = v;
-                v = PyNumber_Long(tmp);
-                Py_DECREF(tmp);
-            }
-#endif
-            if (likely(v)) {
-                int ret = -1;
-#if PY_VERSION_HEX < 0x030d0000 && !(CYTHON_COMPILING_IN_PYPY || CYTHON_COMPILING_IN_LIMITED_API) || defined(_PyLong_AsByteArray)
-                int one = 1; int is_little = (int)*(unsigned char *)&one;
-                unsigned char *bytes = (unsigned char *)&val;
-                ret = _PyLong_AsByteArray((PyLongObject *)v,
-                                           bytes, sizeof(val),
-                                           is_little, !is_unsigned);
-#else
-                PyObject *stepval = NULL, *mask = NULL, *shift = NULL;
-                int bits, remaining_bits, is_negative = 0;
-                long idigit;
-                int chunk_size = (sizeof(long) < 8) ? 30 : 62;
-                if (unlikely(!PyLong_CheckExact(v))) {
-                    PyObject *tmp = v;
-                    v = PyNumber_Long(v);
-                    assert(PyLong_CheckExact(v));
-                    Py_DECREF(tmp);
-                    if (unlikely(!v)) return (int) -1;
-                }
-#if CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX < 0x030B0000
-                if (Py_SIZE(x) == 0)
-                    return (int) 0;
-                is_negative = Py_SIZE(x) < 0;
-#else
-                {
-                    int result = PyObject_RichCompareBool(x, Py_False, Py_LT);
-                    if (unlikely(result < 0))
-                        return (int) -1;
-                    is_negative = result == 1;
-                }
-#endif
-                if (is_unsigned && unlikely(is_negative)) {
-                    goto raise_neg_overflow;
-                } else if (is_negative) {
-                    stepval = PyNumber_Invert(v);
-                    if (unlikely(!stepval))
-                        return (int) -1;
-                } else {
-                    stepval = __Pyx_NewRef(v);
-                }
-                val = (int) 0;
-                mask = PyLong_FromLong((1L << chunk_size) - 1); if (unlikely(!mask)) goto done;
-                shift = PyLong_FromLong(chunk_size); if (unlikely(!shift)) goto done;
-                for (bits = 0; bits < (int) sizeof(int) * 8 - chunk_size; bits += chunk_size) {
-                    PyObject *tmp, *digit;
-                    digit = PyNumber_And(stepval, mask);
-                    if (unlikely(!digit)) goto done;
-                    idigit = PyLong_AsLong(digit);
-                    Py_DECREF(digit);
-                    if (unlikely(idigit < 0)) goto done;
-                    tmp = PyNumber_Rshift(stepval, shift);
-                    if (unlikely(!tmp)) goto done;
-                    Py_DECREF(stepval); stepval = tmp;
-                    val |= ((int) idigit) << bits;
-                    #if CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX < 0x030B0000
-                    if (Py_SIZE(stepval) == 0)
-                        goto unpacking_done;
-                    #endif
-                }
-                idigit = PyLong_AsLong(stepval);
-                if (unlikely(idigit < 0)) goto done;
-                remaining_bits = ((int) sizeof(int) * 8) - bits - (is_unsigned ? 0 : 1);
-                if (unlikely(idigit >= (1L << remaining_bits)))
-                    goto raise_overflow;
-                val |= ((int) idigit) << bits;
-            #if CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX < 0x030B0000
-            unpacking_done:
-            #endif
-                if (!is_unsigned) {
-                    if (unlikely(val & (((int) 1) << (sizeof(int) * 8 - 1))))
-                        goto raise_overflow;
-                    if (is_negative)
-                        val = ~val;
-                }
-                ret = 0;
-            done:
-                Py_XDECREF(shift);
-                Py_XDECREF(mask);
-                Py_XDECREF(stepval);
-#endif
-                Py_DECREF(v);
-                if (likely(!ret))
-                    return val;
-            }
-            return (int) -1;
-        }
-    } else {
-        int val;
-        PyObject *tmp = __Pyx_PyNumber_IntOrLong(x);
-        if (!tmp) return (int) -1;
-        val = __Pyx_PyInt_As_int(tmp);
-        Py_DECREF(tmp);
-        return val;
-    }
-raise_overflow:
-    PyErr_SetString(PyExc_OverflowError,
-        "value too large to convert to int");
-    return (int) -1;
-raise_neg_overflow:
-    PyErr_SetString(PyExc_OverflowError,
-        "can't convert negative value to int");
-    return (int) -1;
-}
-
-/* FormatTypeName */
-  #if CYTHON_COMPILING_IN_LIMITED_API
-static __Pyx_TypeName
-__Pyx_PyType_GetName(PyTypeObject* tp)
-{
-    PyObject *name = __Pyx_PyObject_GetAttrStr((PyObject *)tp,
-                                               __pyx_n_s_name);
-    if (unlikely(name == NULL) || unlikely(!PyUnicode_Check(name))) {
-        PyErr_Clear();
-        Py_XDECREF(name);
-        name = __Pyx_NewRef(__pyx_n_s__14);
-    }
-    return name;
-}
-#endif
-
-/* CIntToPy */
-  static CYTHON_INLINE PyObject* __Pyx_PyInt_From_long(long value) {
-#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
-#pragma GCC diagnostic push
-#pragma GCC diagnostic ignored "-Wconversion"
-#endif
-    const long neg_one = (long) -1, const_zero = (long) 0;
-#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
-#pragma GCC diagnostic pop
-#endif
-    const int is_unsigned = neg_one > const_zero;
-    if (is_unsigned) {
-        if (sizeof(long) < sizeof(long)) {
-            return PyInt_FromLong((long) value);
-        } else if (sizeof(long) <= sizeof(unsigned long)) {
-            return PyLong_FromUnsignedLong((unsigned long) value);
-#ifdef HAVE_LONG_LONG
-        } else if (sizeof(long) <= sizeof(unsigned PY_LONG_LONG)) {
-            return PyLong_FromUnsignedLongLong((unsigned PY_LONG_LONG) value);
-#endif
-        }
-    } else {
-        if (sizeof(long) <= sizeof(long)) {
-            return PyInt_FromLong((long) value);
-#ifdef HAVE_LONG_LONG
-        } else if (sizeof(long) <= sizeof(PY_LONG_LONG)) {
-            return PyLong_FromLongLong((PY_LONG_LONG) value);
-#endif
-        }
-    }
-    {
-        int one = 1; int little = (int)*(unsigned char *)&one;
-        unsigned char *bytes = (unsigned char *)&value;
-#if !CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX < 0x030d0000
-        return _PyLong_FromByteArray(bytes, sizeof(long),
-                                     little, !is_unsigned);
-#else
-        PyObject *from_bytes, *result = NULL;
-        PyObject *py_bytes = NULL, *arg_tuple = NULL, *kwds = NULL, *order_str = NULL;
-        from_bytes = PyObject_GetAttrString((PyObject*)&PyLong_Type, "from_bytes");
-        if (!from_bytes) return NULL;
-        py_bytes = PyBytes_FromStringAndSize((char*)bytes, sizeof(long));
-        if (!py_bytes) goto limited_bad;
-        order_str = PyUnicode_FromString(little ? "little" : "big");
-        if (!order_str) goto limited_bad;
-        arg_tuple = PyTuple_Pack(2, py_bytes, order_str);
-        if (!arg_tuple) goto limited_bad;
-        if (!is_unsigned) {
-            kwds = PyDict_New();
-            if (!kwds) goto limited_bad;
-            if (PyDict_SetItemString(kwds, "signed", __Pyx_NewRef(Py_True))) goto limited_bad;
-        }
-        result = PyObject_Call(from_bytes, arg_tuple, kwds);
-        limited_bad:
-        Py_XDECREF(kwds);
-        Py_XDECREF(arg_tuple);
-        Py_XDECREF(order_str);
-        Py_XDECREF(py_bytes);
-        Py_XDECREF(from_bytes);
-        return result;
-#endif
-    }
-}
-
-/* CIntFromPy */
-  static CYTHON_INLINE long __Pyx_PyInt_As_long(PyObject *x) {
-#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
-#pragma GCC diagnostic push
-#pragma GCC diagnostic ignored "-Wconversion"
-#endif
-    const long neg_one = (long) -1, const_zero = (long) 0;
-#ifdef __Pyx_HAS_GCC_DIAGNOSTIC
-#pragma GCC diagnostic pop
-#endif
-    const int is_unsigned = neg_one > const_zero;
-#if PY_MAJOR_VERSION < 3
-    if (likely(PyInt_Check(x))) {
-        if ((sizeof(long) < sizeof(long))) {
-            __PYX_VERIFY_RETURN_INT(long, long, PyInt_AS_LONG(x))
-        } else {
-            long val = PyInt_AS_LONG(x);
-            if (is_unsigned && unlikely(val < 0)) {
-                goto raise_neg_overflow;
-            }
-            return (long) val;
-        }
-    } else
-#endif
-    if (likely(PyLong_Check(x))) {
-        if (is_unsigned) {
-#if CYTHON_USE_PYLONG_INTERNALS
-            if (unlikely(__Pyx_PyLong_IsNeg(x))) {
-                goto raise_neg_overflow;
-            } else if (__Pyx_PyLong_IsCompact(x)) {
-                __PYX_VERIFY_RETURN_INT(long, __Pyx_compact_upylong, __Pyx_PyLong_CompactValueUnsigned(x))
-            } else {
-                const digit* digits = __Pyx_PyLong_Digits(x);
-                assert(__Pyx_PyLong_DigitCount(x) > 1);
-                switch (__Pyx_PyLong_DigitCount(x)) {
-                    case 2:
-                        if ((8 * sizeof(long) > 1 * PyLong_SHIFT)) {
-                            if ((8 * sizeof(unsigned long) > 2 * PyLong_SHIFT)) {
-                                __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                            } else if ((8 * sizeof(long) >= 2 * PyLong_SHIFT)) {
-                                return (long) (((((long)digits[1]) << PyLong_SHIFT) | (long)digits[0]));
-                            }
-                        }
-                        break;
-                    case 3:
-                        if ((8 * sizeof(long) > 2 * PyLong_SHIFT)) {
-                            if ((8 * sizeof(unsigned long) > 3 * PyLong_SHIFT)) {
-                                __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                            } else if ((8 * sizeof(long) >= 3 * PyLong_SHIFT)) {
-                                return (long) (((((((long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0]));
-                            }
-                        }
-                        break;
-                    case 4:
-                        if ((8 * sizeof(long) > 3 * PyLong_SHIFT)) {
-                            if ((8 * sizeof(unsigned long) > 4 * PyLong_SHIFT)) {
-                                __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                            } else if ((8 * sizeof(long) >= 4 * PyLong_SHIFT)) {
-                                return (long) (((((((((long)digits[3]) << PyLong_SHIFT) | (long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0]));
-                            }
-                        }
-                        break;
-                }
-            }
-#endif
-#if CYTHON_COMPILING_IN_CPYTHON && PY_VERSION_HEX < 0x030C00A7
-            if (unlikely(Py_SIZE(x) < 0)) {
-                goto raise_neg_overflow;
-            }
-#else
-            {
-                int result = PyObject_RichCompareBool(x, Py_False, Py_LT);
-                if (unlikely(result < 0))
-                    return (long) -1;
-                if (unlikely(result == 1))
-                    goto raise_neg_overflow;
-            }
-#endif
-            if ((sizeof(long) <= sizeof(unsigned long))) {
-                __PYX_VERIFY_RETURN_INT_EXC(long, unsigned long, PyLong_AsUnsignedLong(x))
-#ifdef HAVE_LONG_LONG
-            } else if ((sizeof(long) <= sizeof(unsigned PY_LONG_LONG))) {
-                __PYX_VERIFY_RETURN_INT_EXC(long, unsigned PY_LONG_LONG, PyLong_AsUnsignedLongLong(x))
-#endif
-            }
-        } else {
-#if CYTHON_USE_PYLONG_INTERNALS
-            if (__Pyx_PyLong_IsCompact(x)) {
-                __PYX_VERIFY_RETURN_INT(long, __Pyx_compact_pylong, __Pyx_PyLong_CompactValue(x))
-            } else {
-                const digit* digits = __Pyx_PyLong_Digits(x);
-                assert(__Pyx_PyLong_DigitCount(x) > 1);
-                switch (__Pyx_PyLong_SignedDigitCount(x)) {
-                    case -2:
-                        if ((8 * sizeof(long) - 1 > 1 * PyLong_SHIFT)) {
-                            if ((8 * sizeof(unsigned long) > 2 * PyLong_SHIFT)) {
-                                __PYX_VERIFY_RETURN_INT(long, long, -(long) (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                            } else if ((8 * sizeof(long) - 1 > 2 * PyLong_SHIFT)) {
-                                return (long) (((long)-1)*(((((long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
-                            }
-                        }
-                        break;
-                    case 2:
-                        if ((8 * sizeof(long) > 1 * PyLong_SHIFT)) {
-                            if ((8 * sizeof(unsigned long) > 2 * PyLong_SHIFT)) {
-                                __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                            } else if ((8 * sizeof(long) - 1 > 2 * PyLong_SHIFT)) {
-                                return (long) ((((((long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
-                            }
-                        }
-                        break;
-                    case -3:
-                        if ((8 * sizeof(long) - 1 > 2 * PyLong_SHIFT)) {
-                            if ((8 * sizeof(unsigned long) > 3 * PyLong_SHIFT)) {
-                                __PYX_VERIFY_RETURN_INT(long, long, -(long) (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                            } else if ((8 * sizeof(long) - 1 > 3 * PyLong_SHIFT)) {
-                                return (long) (((long)-1)*(((((((long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
-                            }
-                        }
-                        break;
-                    case 3:
-                        if ((8 * sizeof(long) > 2 * PyLong_SHIFT)) {
-                            if ((8 * sizeof(unsigned long) > 3 * PyLong_SHIFT)) {
-                                __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                            } else if ((8 * sizeof(long) - 1 > 3 * PyLong_SHIFT)) {
-                                return (long) ((((((((long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
-                            }
-                        }
-                        break;
-                    case -4:
-                        if ((8 * sizeof(long) - 1 > 3 * PyLong_SHIFT)) {
-                            if ((8 * sizeof(unsigned long) > 4 * PyLong_SHIFT)) {
-                                __PYX_VERIFY_RETURN_INT(long, long, -(long) (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                            } else if ((8 * sizeof(long) - 1 > 4 * PyLong_SHIFT)) {
-                                return (long) (((long)-1)*(((((((((long)digits[3]) << PyLong_SHIFT) | (long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
-                            }
-                        }
-                        break;
-                    case 4:
-                        if ((8 * sizeof(long) > 3 * PyLong_SHIFT)) {
-                            if ((8 * sizeof(unsigned long) > 4 * PyLong_SHIFT)) {
-                                __PYX_VERIFY_RETURN_INT(long, unsigned long, (((((((((unsigned long)digits[3]) << PyLong_SHIFT) | (unsigned long)digits[2]) << PyLong_SHIFT) | (unsigned long)digits[1]) << PyLong_SHIFT) | (unsigned long)digits[0])))
-                            } else if ((8 * sizeof(long) - 1 > 4 * PyLong_SHIFT)) {
-                                return (long) ((((((((((long)digits[3]) << PyLong_SHIFT) | (long)digits[2]) << PyLong_SHIFT) | (long)digits[1]) << PyLong_SHIFT) | (long)digits[0])));
-                            }
-                        }
-                        break;
-                }
-            }
-#endif
-            if ((sizeof(long) <= sizeof(long))) {
-                __PYX_VERIFY_RETURN_INT_EXC(long, long, PyLong_AsLong(x))
-#ifdef HAVE_LONG_LONG
-            } else if ((sizeof(long) <= sizeof(PY_LONG_LONG))) {
-                __PYX_VERIFY_RETURN_INT_EXC(long, PY_LONG_LONG, PyLong_AsLongLong(x))
-#endif
-            }
-        }
-        {
-            long val;
-            PyObject *v = __Pyx_PyNumber_IntOrLong(x);
-#if PY_MAJOR_VERSION < 3
-            if (likely(v) && !PyLong_Check(v)) {
-                PyObject *tmp = v;
-                v = PyNumber_Long(tmp);
-                Py_DECREF(tmp);
-            }
-#endif
-            if (likely(v)) {
-                int ret = -1;
-#if PY_VERSION_HEX < 0x030d0000 && !(CYTHON_COMPILING_IN_PYPY || CYTHON_COMPILING_IN_LIMITED_API) || defined(_PyLong_AsByteArray)
-                int one = 1; int is_little = (int)*(unsigned char *)&one;
-                unsigned char *bytes = (unsigned char *)&val;
-                ret = _PyLong_AsByteArray((PyLongObject *)v,
-                                           bytes, sizeof(val),
-                                           is_little, !is_unsigned);
-#else
-                PyObject *stepval = NULL, *mask = NULL, *shift = NULL;
-                int bits, remaining_bits, is_negative = 0;
-                long idigit;
-                int chunk_size = (sizeof(long) < 8) ? 30 : 62;
-                if (unlikely(!PyLong_CheckExact(v))) {
-                    PyObject *tmp = v;
-                    v = PyNumber_Long(v);
-                    assert(PyLong_CheckExact(v));
-                    Py_DECREF(tmp);
-                    if (unlikely(!v)) return (long) -1;
-                }
-#if CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX < 0x030B0000
-                if (Py_SIZE(x) == 0)
-                    return (long) 0;
-                is_negative = Py_SIZE(x) < 0;
-#else
-                {
-                    int result = PyObject_RichCompareBool(x, Py_False, Py_LT);
-                    if (unlikely(result < 0))
-                        return (long) -1;
-                    is_negative = result == 1;
-                }
-#endif
-                if (is_unsigned && unlikely(is_negative)) {
-                    goto raise_neg_overflow;
-                } else if (is_negative) {
-                    stepval = PyNumber_Invert(v);
-                    if (unlikely(!stepval))
-                        return (long) -1;
-                } else {
-                    stepval = __Pyx_NewRef(v);
-                }
-                val = (long) 0;
-                mask = PyLong_FromLong((1L << chunk_size) - 1); if (unlikely(!mask)) goto done;
-                shift = PyLong_FromLong(chunk_size); if (unlikely(!shift)) goto done;
-                for (bits = 0; bits < (int) sizeof(long) * 8 - chunk_size; bits += chunk_size) {
-                    PyObject *tmp, *digit;
-                    digit = PyNumber_And(stepval, mask);
-                    if (unlikely(!digit)) goto done;
-                    idigit = PyLong_AsLong(digit);
-                    Py_DECREF(digit);
-                    if (unlikely(idigit < 0)) goto done;
-                    tmp = PyNumber_Rshift(stepval, shift);
-                    if (unlikely(!tmp)) goto done;
-                    Py_DECREF(stepval); stepval = tmp;
-                    val |= ((long) idigit) << bits;
-                    #if CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX < 0x030B0000
-                    if (Py_SIZE(stepval) == 0)
-                        goto unpacking_done;
-                    #endif
-                }
-                idigit = PyLong_AsLong(stepval);
-                if (unlikely(idigit < 0)) goto done;
-                remaining_bits = ((int) sizeof(long) * 8) - bits - (is_unsigned ? 0 : 1);
-                if (unlikely(idigit >= (1L << remaining_bits)))
-                    goto raise_overflow;
-                val |= ((long) idigit) << bits;
-            #if CYTHON_COMPILING_IN_LIMITED_API && PY_VERSION_HEX < 0x030B0000
-            unpacking_done:
-            #endif
-                if (!is_unsigned) {
-                    if (unlikely(val & (((long) 1) << (sizeof(long) * 8 - 1))))
-                        goto raise_overflow;
-                    if (is_negative)
-                        val = ~val;
-                }
-                ret = 0;
-            done:
-                Py_XDECREF(shift);
-                Py_XDECREF(mask);
-                Py_XDECREF(stepval);
-#endif
-                Py_DECREF(v);
-                if (likely(!ret))
-                    return val;
-            }
-            return (long) -1;
-        }
-    } else {
-        long val;
-        PyObject *tmp = __Pyx_PyNumber_IntOrLong(x);
-        if (!tmp) return (long) -1;
-        val = __Pyx_PyInt_As_long(tmp);
-        Py_DECREF(tmp);
-        return val;
-    }
-raise_overflow:
-    PyErr_SetString(PyExc_OverflowError,
-        "value too large to convert to long");
-    return (long) -1;
-raise_neg_overflow:
-    PyErr_SetString(PyExc_OverflowError,
-        "can't convert negative value to long");
-    return (long) -1;
-}
-
-/* FastTypeChecks */
-  #if CYTHON_COMPILING_IN_CPYTHON
-static int __Pyx_InBases(PyTypeObject *a, PyTypeObject *b) {
-    while (a) {
-        a = __Pyx_PyType_GetSlot(a, tp_base, PyTypeObject*);
-        if (a == b)
-            return 1;
-    }
-    return b == &PyBaseObject_Type;
-}
-static CYTHON_INLINE int __Pyx_IsSubtype(PyTypeObject *a, PyTypeObject *b) {
-    PyObject *mro;
-    if (a == b) return 1;
-    mro = a->tp_mro;
-    if (likely(mro)) {
-        Py_ssize_t i, n;
-        n = PyTuple_GET_SIZE(mro);
-        for (i = 0; i < n; i++) {
-            if (PyTuple_GET_ITEM(mro, i) == (PyObject *)b)
-                return 1;
-        }
-        return 0;
-    }
-    return __Pyx_InBases(a, b);
-}
-static CYTHON_INLINE int __Pyx_IsAnySubtype2(PyTypeObject *cls, PyTypeObject *a, PyTypeObject *b) {
-    PyObject *mro;
-    if (cls == a || cls == b) return 1;
-    mro = cls->tp_mro;
-    if (likely(mro)) {
-        Py_ssize_t i, n;
-        n = PyTuple_GET_SIZE(mro);
-        for (i = 0; i < n; i++) {
-            PyObject *base = PyTuple_GET_ITEM(mro, i);
-            if (base == (PyObject *)a || base == (PyObject *)b)
-                return 1;
-        }
-        return 0;
-    }
-    return __Pyx_InBases(cls, a) || __Pyx_InBases(cls, b);
-}
-#if PY_MAJOR_VERSION == 2
-static int __Pyx_inner_PyErr_GivenExceptionMatches2(PyObject *err, PyObject* exc_type1, PyObject* exc_type2) {
-    PyObject *exception, *value, *tb;
-    int res;
-    __Pyx_PyThreadState_declare
-    __Pyx_PyThreadState_assign
-    __Pyx_ErrFetch(&exception, &value, &tb);
-    res = exc_type1 ? PyObject_IsSubclass(err, exc_type1) : 0;
-    if (unlikely(res == -1)) {
-        PyErr_WriteUnraisable(err);
-        res = 0;
-    }
-    if (!res) {
-        res = PyObject_IsSubclass(err, exc_type2);
-        if (unlikely(res == -1)) {
-            PyErr_WriteUnraisable(err);
-            res = 0;
-        }
-    }
-    __Pyx_ErrRestore(exception, value, tb);
-    return res;
-}
-#else
-static CYTHON_INLINE int __Pyx_inner_PyErr_GivenExceptionMatches2(PyObject *err, PyObject* exc_type1, PyObject *exc_type2) {
-    if (exc_type1) {
-        return __Pyx_IsAnySubtype2((PyTypeObject*)err, (PyTypeObject*)exc_type1, (PyTypeObject*)exc_type2);
-    } else {
-        return __Pyx_IsSubtype((PyTypeObject*)err, (PyTypeObject*)exc_type2);
-    }
-}
-#endif
-static int __Pyx_PyErr_GivenExceptionMatchesTuple(PyObject *exc_type, PyObject *tuple) {
-    Py_ssize_t i, n;
-    assert(PyExceptionClass_Check(exc_type));
-    n = PyTuple_GET_SIZE(tuple);
-#if PY_MAJOR_VERSION >= 3
-    for (i=0; i<n; i++) {
-        if (exc_type == PyTuple_GET_ITEM(tuple, i)) return 1;
-    }
-#endif
-    for (i=0; i<n; i++) {
-        PyObject *t = PyTuple_GET_ITEM(tuple, i);
-        #if PY_MAJOR_VERSION < 3
-        if (likely(exc_type == t)) return 1;
-        #endif
-        if (likely(PyExceptionClass_Check(t))) {
-            if (__Pyx_inner_PyErr_GivenExceptionMatches2(exc_type, NULL, t)) return 1;
-        } else {
-        }
-    }
-    return 0;
-}
-static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches(PyObject *err, PyObject* exc_type) {
-    if (likely(err == exc_type)) return 1;
-    if (likely(PyExceptionClass_Check(err))) {
-        if (likely(PyExceptionClass_Check(exc_type))) {
-            return __Pyx_inner_PyErr_GivenExceptionMatches2(err, NULL, exc_type);
-        } else if (likely(PyTuple_Check(exc_type))) {
-            return __Pyx_PyErr_GivenExceptionMatchesTuple(err, exc_type);
-        } else {
-        }
-    }
-    return PyErr_GivenExceptionMatches(err, exc_type);
-}
-static CYTHON_INLINE int __Pyx_PyErr_GivenExceptionMatches2(PyObject *err, PyObject *exc_type1, PyObject *exc_type2) {
-    assert(PyExceptionClass_Check(exc_type1));
-    assert(PyExceptionClass_Check(exc_type2));
-    if (likely(err == exc_type1 || err == exc_type2)) return 1;
-    if (likely(PyExceptionClass_Check(err))) {
-        return __Pyx_inner_PyErr_GivenExceptionMatches2(err, exc_type1, exc_type2);
-    }
-    return (PyErr_GivenExceptionMatches(err, exc_type1) || PyErr_GivenExceptionMatches(err, exc_type2));
-}
-#endif
-
-/* CheckBinaryVersion */
-  static unsigned long __Pyx_get_runtime_version(void) {
-#if __PYX_LIMITED_VERSION_HEX >= 0x030B00A4
-    return Py_Version & ~0xFFUL;
-#else
-    const char* rt_version = Py_GetVersion();
-    unsigned long version = 0;
-    unsigned long factor = 0x01000000UL;
-    unsigned int digit = 0;
-    int i = 0;
-    while (factor) {
-        while ('0' <= rt_version[i] && rt_version[i] <= '9') {
-            digit = digit * 10 + (unsigned int) (rt_version[i] - '0');
-            ++i;
-        }
-        version += factor * digit;
-        if (rt_version[i] != '.')
-            break;
-        digit = 0;
-        factor >>= 8;
-        ++i;
-    }
-    return version;
-#endif
-}
-static int __Pyx_check_binary_version(unsigned long ct_version, unsigned long rt_version, int allow_newer) {
-    const unsigned long MAJOR_MINOR = 0xFFFF0000UL;
-    if ((rt_version & MAJOR_MINOR) == (ct_version & MAJOR_MINOR))
-        return 0;
-    if (likely(allow_newer && (rt_version & MAJOR_MINOR) > (ct_version & MAJOR_MINOR)))
-        return 1;
-    {
-        char message[200];
-        PyOS_snprintf(message, sizeof(message),
-                      "compile time Python version %d.%d "
-                      "of module '%.100s' "
-                      "%s "
-                      "runtime version %d.%d",
-                       (int) (ct_version >> 24), (int) ((ct_version >> 16) & 0xFF),
-                       __Pyx_MODULE_NAME,
-                       (allow_newer) ? "was newer than" : "does not match",
-                       (int) (rt_version >> 24), (int) ((rt_version >> 16) & 0xFF)
-       );
-        return PyErr_WarnEx(NULL, message, 1);
-    }
-}
-
-/* InitStrings */
-  #if PY_MAJOR_VERSION >= 3
-static int __Pyx_InitString(__Pyx_StringTabEntry t, PyObject **str) {
-    if (t.is_unicode | t.is_str) {
-        if (t.intern) {
-            *str = PyUnicode_InternFromString(t.s);
-        } else if (t.encoding) {
-            *str = PyUnicode_Decode(t.s, t.n - 1, t.encoding, NULL);
-        } else {
-            *str = PyUnicode_FromStringAndSize(t.s, t.n - 1);
-        }
-    } else {
-        *str = PyBytes_FromStringAndSize(t.s, t.n - 1);
-    }
-    if (!*str)
-        return -1;
-    if (PyObject_Hash(*str) == -1)
-        return -1;
-    return 0;
-}
-#endif
-static int __Pyx_InitStrings(__Pyx_StringTabEntry *t) {
-    while (t->p) {
-        #if PY_MAJOR_VERSION >= 3
-        __Pyx_InitString(*t, t->p);
-        #else
-        if (t->is_unicode) {
-            *t->p = PyUnicode_DecodeUTF8(t->s, t->n - 1, NULL);
-        } else if (t->intern) {
-            *t->p = PyString_InternFromString(t->s);
-        } else {
-            *t->p = PyString_FromStringAndSize(t->s, t->n - 1);
-        }
-        if (!*t->p)
-            return -1;
-        if (PyObject_Hash(*t->p) == -1)
-            return -1;
-        #endif
-        ++t;
-    }
-    return 0;
-}
-
-#include <string.h>
-static CYTHON_INLINE Py_ssize_t __Pyx_ssize_strlen(const char *s) {
-    size_t len = strlen(s);
-    if (unlikely(len > (size_t) PY_SSIZE_T_MAX)) {
-        PyErr_SetString(PyExc_OverflowError, "byte string is too long");
-        return -1;
-    }
-    return (Py_ssize_t) len;
-}
-static CYTHON_INLINE PyObject* __Pyx_PyUnicode_FromString(const char* c_str) {
-    Py_ssize_t len = __Pyx_ssize_strlen(c_str);
-    if (unlikely(len < 0)) return NULL;
-    return __Pyx_PyUnicode_FromStringAndSize(c_str, len);
-}
-static CYTHON_INLINE PyObject* __Pyx_PyByteArray_FromString(const char* c_str) {
-    Py_ssize_t len = __Pyx_ssize_strlen(c_str);
-    if (unlikely(len < 0)) return NULL;
-    return PyByteArray_FromStringAndSize(c_str, len);
-}
-static CYTHON_INLINE const char* __Pyx_PyObject_AsString(PyObject* o) {
-    Py_ssize_t ignore;
-    return __Pyx_PyObject_AsStringAndSize(o, &ignore);
-}
-#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII || __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT
-#if !CYTHON_PEP393_ENABLED
-static const char* __Pyx_PyUnicode_AsStringAndSize(PyObject* o, Py_ssize_t *length) {
-    char* defenc_c;
-    PyObject* defenc = _PyUnicode_AsDefaultEncodedString(o, NULL);
-    if (!defenc) return NULL;
-    defenc_c = PyBytes_AS_STRING(defenc);
-#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
-    {
-        char* end = defenc_c + PyBytes_GET_SIZE(defenc);
-        char* c;
-        for (c = defenc_c; c < end; c++) {
-            if ((unsigned char) (*c) >= 128) {
-                PyUnicode_AsASCIIString(o);
-                return NULL;
-            }
-        }
-    }
-#endif
-    *length = PyBytes_GET_SIZE(defenc);
-    return defenc_c;
-}
-#else
-static CYTHON_INLINE const char* __Pyx_PyUnicode_AsStringAndSize(PyObject* o, Py_ssize_t *length) {
-    if (unlikely(__Pyx_PyUnicode_READY(o) == -1)) return NULL;
-#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
-    if (likely(PyUnicode_IS_ASCII(o))) {
-        *length = PyUnicode_GET_LENGTH(o);
-        return PyUnicode_AsUTF8(o);
-    } else {
-        PyUnicode_AsASCIIString(o);
-        return NULL;
-    }
-#else
-    return PyUnicode_AsUTF8AndSize(o, length);
-#endif
-}
-#endif
-#endif
-static CYTHON_INLINE const char* __Pyx_PyObject_AsStringAndSize(PyObject* o, Py_ssize_t *length) {
-#if __PYX_DEFAULT_STRING_ENCODING_IS_ASCII || __PYX_DEFAULT_STRING_ENCODING_IS_DEFAULT
-    if (
-#if PY_MAJOR_VERSION < 3 && __PYX_DEFAULT_STRING_ENCODING_IS_ASCII
-            __Pyx_sys_getdefaultencoding_not_ascii &&
-#endif
-            PyUnicode_Check(o)) {
-        return __Pyx_PyUnicode_AsStringAndSize(o, length);
-    } else
-#endif
-#if (!CYTHON_COMPILING_IN_PYPY && !CYTHON_COMPILING_IN_LIMITED_API) || (defined(PyByteArray_AS_STRING) && defined(PyByteArray_GET_SIZE))
-    if (PyByteArray_Check(o)) {
-        *length = PyByteArray_GET_SIZE(o);
-        return PyByteArray_AS_STRING(o);
-    } else
-#endif
-    {
-        char* result;
-        int r = PyBytes_AsStringAndSize(o, &result, length);
-        if (unlikely(r < 0)) {
-            return NULL;
-        } else {
-            return result;
-        }
-    }
-}
-static CYTHON_INLINE int __Pyx_PyObject_IsTrue(PyObject* x) {
-   int is_true = x == Py_True;
-   if (is_true | (x == Py_False) | (x == Py_None)) return is_true;
-   else return PyObject_IsTrue(x);
-}
-static CYTHON_INLINE int __Pyx_PyObject_IsTrueAndDecref(PyObject* x) {
-    int retval;
-    if (unlikely(!x)) return -1;
-    retval = __Pyx_PyObject_IsTrue(x);
-    Py_DECREF(x);
-    return retval;
-}
-static PyObject* __Pyx_PyNumber_IntOrLongWrongResultType(PyObject* result, const char* type_name) {
-    __Pyx_TypeName result_type_name = __Pyx_PyType_GetName(Py_TYPE(result));
-#if PY_MAJOR_VERSION >= 3
-    if (PyLong_Check(result)) {
-        if (PyErr_WarnFormat(PyExc_DeprecationWarning, 1,
-                "__int__ returned non-int (type " __Pyx_FMT_TYPENAME ").  "
-                "The ability to return an instance of a strict subclass of int is deprecated, "
-                "and may be removed in a future version of Python.",
-                result_type_name)) {
-            __Pyx_DECREF_TypeName(result_type_name);
-            Py_DECREF(result);
-            return NULL;
-        }
-        __Pyx_DECREF_TypeName(result_type_name);
-        return result;
-    }
-#endif
-    PyErr_Format(PyExc_TypeError,
-                 "__%.4s__ returned non-%.4s (type " __Pyx_FMT_TYPENAME ")",
-                 type_name, type_name, result_type_name);
-    __Pyx_DECREF_TypeName(result_type_name);
-    Py_DECREF(result);
-    return NULL;
-}
-static CYTHON_INLINE PyObject* __Pyx_PyNumber_IntOrLong(PyObject* x) {
-#if CYTHON_USE_TYPE_SLOTS
-  PyNumberMethods *m;
-#endif
-  const char *name = NULL;
-  PyObject *res = NULL;
-#if PY_MAJOR_VERSION < 3
-  if (likely(PyInt_Check(x) || PyLong_Check(x)))
-#else
-  if (likely(PyLong_Check(x)))
-#endif
-    return __Pyx_NewRef(x);
-#if CYTHON_USE_TYPE_SLOTS
-  m = Py_TYPE(x)->tp_as_number;
-  #if PY_MAJOR_VERSION < 3
-  if (m && m->nb_int) {
-    name = "int";
-    res = m->nb_int(x);
-  }
-  else if (m && m->nb_long) {
-    name = "long";
-    res = m->nb_long(x);
-  }
-  #else
-  if (likely(m && m->nb_int)) {
-    name = "int";
-    res = m->nb_int(x);
-  }
-  #endif
-#else
-  if (!PyBytes_CheckExact(x) && !PyUnicode_CheckExact(x)) {
-    res = PyNumber_Int(x);
-  }
-#endif
-  if (likely(res)) {
-#if PY_MAJOR_VERSION < 3
-    if (unlikely(!PyInt_Check(res) && !PyLong_Check(res))) {
-#else
-    if (unlikely(!PyLong_CheckExact(res))) {
-#endif
-        return __Pyx_PyNumber_IntOrLongWrongResultType(res, name);
-    }
-  }
-  else if (!PyErr_Occurred()) {
-    PyErr_SetString(PyExc_TypeError,
-                    "an integer is required");
-  }
-  return res;
-}
-static CYTHON_INLINE Py_ssize_t __Pyx_PyIndex_AsSsize_t(PyObject* b) {
-  Py_ssize_t ival;
-  PyObject *x;
-#if PY_MAJOR_VERSION < 3
-  if (likely(PyInt_CheckExact(b))) {
-    if (sizeof(Py_ssize_t) >= sizeof(long))
-        return PyInt_AS_LONG(b);
-    else
-        return PyInt_AsSsize_t(b);
-  }
-#endif
-  if (likely(PyLong_CheckExact(b))) {
-    #if CYTHON_USE_PYLONG_INTERNALS
-    if (likely(__Pyx_PyLong_IsCompact(b))) {
-        return __Pyx_PyLong_CompactValue(b);
-    } else {
-      const digit* digits = __Pyx_PyLong_Digits(b);
-      const Py_ssize_t size = __Pyx_PyLong_SignedDigitCount(b);
-      switch (size) {
-         case 2:
-           if (8 * sizeof(Py_ssize_t) > 2 * PyLong_SHIFT) {
-             return (Py_ssize_t) (((((size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
-           }
-           break;
-         case -2:
-           if (8 * sizeof(Py_ssize_t) > 2 * PyLong_SHIFT) {
-             return -(Py_ssize_t) (((((size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
-           }
-           break;
-         case 3:
-           if (8 * sizeof(Py_ssize_t) > 3 * PyLong_SHIFT) {
-             return (Py_ssize_t) (((((((size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
-           }
-           break;
-         case -3:
-           if (8 * sizeof(Py_ssize_t) > 3 * PyLong_SHIFT) {
-             return -(Py_ssize_t) (((((((size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
-           }
-           break;
-         case 4:
-           if (8 * sizeof(Py_ssize_t) > 4 * PyLong_SHIFT) {
-             return (Py_ssize_t) (((((((((size_t)digits[3]) << PyLong_SHIFT) | (size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
-           }
-           break;
-         case -4:
-           if (8 * sizeof(Py_ssize_t) > 4 * PyLong_SHIFT) {
-             return -(Py_ssize_t) (((((((((size_t)digits[3]) << PyLong_SHIFT) | (size_t)digits[2]) << PyLong_SHIFT) | (size_t)digits[1]) << PyLong_SHIFT) | (size_t)digits[0]));
-           }
-           break;
-      }
-    }
-    #endif
-    return PyLong_AsSsize_t(b);
-  }
-  x = PyNumber_Index(b);
-  if (!x) return -1;
-  ival = PyInt_AsSsize_t(x);
-  Py_DECREF(x);
-  return ival;
-}
-static CYTHON_INLINE Py_hash_t __Pyx_PyIndex_AsHash_t(PyObject* o) {
-  if (sizeof(Py_hash_t) == sizeof(Py_ssize_t)) {
-    return (Py_hash_t) __Pyx_PyIndex_AsSsize_t(o);
-#if PY_MAJOR_VERSION < 3
-  } else if (likely(PyInt_CheckExact(o))) {
-    return PyInt_AS_LONG(o);
-#endif
-  } else {
-    Py_ssize_t ival;
-    PyObject *x;
-    x = PyNumber_Index(o);
-    if (!x) return -1;
-    ival = PyInt_AsLong(x);
-    Py_DECREF(x);
-    return ival;
-  }
-}
-static CYTHON_INLINE PyObject * __Pyx_PyBool_FromLong(long b) {
-  return b ? __Pyx_NewRef(Py_True) : __Pyx_NewRef(Py_False);
-}
-static CYTHON_INLINE PyObject * __Pyx_PyInt_FromSize_t(size_t ival) {
-    return PyInt_FromSize_t(ival);
-}
-
-
-/* #### Code section: utility_code_pragmas_end ### */
-#ifdef _MSC_VER
-#pragma warning( pop )
-#endif
-
-
-
-/* #### Code section: end ### */
-#endif /* Py_PYTHON_H */
diff --git a/faceswapimg_data/insightface/thirdparty/face3d/mesh/cython/mesh_core_cython.cpython-39-x86_64-linux-gnu.so b/faceswapimg_data/insightface/thirdparty/face3d/mesh/cython/mesh_core_cython.cpython-39-x86_64-linux-gnu.so
deleted file mode 100644
index 3f497f4d1de18463e54530b05f80451b1fcbeaeb..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/thirdparty/face3d/mesh/cython/mesh_core_cython.cpython-39-x86_64-linux-gnu.so
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:b06b34b9d5d5bacf35a5703ec02ac471956453596cf2041fb5f0ba21528ef7f6
-size 128240
diff --git a/faceswapimg_data/insightface/thirdparty/face3d/mesh/cython/mesh_core_cython.pyx b/faceswapimg_data/insightface/thirdparty/face3d/mesh/cython/mesh_core_cython.pyx
deleted file mode 100644
index 40f589a9b6ddfe5d42d62c242348380c0fe2242a..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/thirdparty/face3d/mesh/cython/mesh_core_cython.pyx
+++ /dev/null
@@ -1,109 +0,0 @@
-import numpy as np
-cimport numpy as np
-from libcpp.string cimport string
-
-# use the Numpy-C-API from Cython
-np.import_array()
-
-# cdefine the signature of our c function
-cdef extern from "mesh_core.h":
-    void _rasterize_triangles_core(
-        float* vertices, int* triangles, 
-        float* depth_buffer, int* triangle_buffer, float* barycentric_weight,
-        int nver, int ntri,
-        int h, int w)
-
-    void _render_colors_core(
-        float* image, float* vertices, int* triangles, 
-        float* colors, 
-        float* depth_buffer,
-        int nver, int ntri,
-        int h, int w, int c)
-
-    void _render_texture_core(
-        float* image, float* vertices, int* triangles, 
-        float* texture, float* tex_coords, int* tex_triangles, 
-        float* depth_buffer,
-        int nver, int tex_nver, int ntri, 
-        int h, int w, int c, 
-        int tex_h, int tex_w, int tex_c, 
-        int mapping_type)
-
-    void _get_normal_core(
-        float* normal, float* tri_normal, int* triangles,
-        int ntri)
-
-    void _write_obj_with_colors_texture(string filename, string mtl_name, 
-        float* vertices, int* triangles, float* colors, float* uv_coords,
-        int nver, int ntri, int ntexver)
-
-def get_normal_core(np.ndarray[float, ndim=2, mode = "c"] normal not None, 
-                np.ndarray[float, ndim=2, mode = "c"] tri_normal not None, 
-                np.ndarray[int, ndim=2, mode="c"] triangles not None, 
-                int ntri
-                ):
-    _get_normal_core(
-        <float*> np.PyArray_DATA(normal), <float*> np.PyArray_DATA(tri_normal), <int*> np.PyArray_DATA(triangles),  
-        ntri)
-
-def rasterize_triangles_core(
-                np.ndarray[float, ndim=2, mode = "c"] vertices not None, 
-                np.ndarray[int, ndim=2, mode="c"] triangles not None, 
-                np.ndarray[float, ndim=2, mode = "c"] depth_buffer not None,
-                np.ndarray[int, ndim=2, mode = "c"] triangle_buffer not None,
-                np.ndarray[float, ndim=2, mode = "c"] barycentric_weight not None,
-                int nver, int ntri,
-                int h, int w
-                ):   
-    _rasterize_triangles_core(
-        <float*> np.PyArray_DATA(vertices), <int*> np.PyArray_DATA(triangles),  
-        <float*> np.PyArray_DATA(depth_buffer), <int*> np.PyArray_DATA(triangle_buffer), <float*> np.PyArray_DATA(barycentric_weight),
-        nver, ntri,
-        h, w)
-
-def render_colors_core(np.ndarray[float, ndim=3, mode = "c"] image not None, 
-                np.ndarray[float, ndim=2, mode = "c"] vertices not None, 
-                np.ndarray[int, ndim=2, mode="c"] triangles not None, 
-                np.ndarray[float, ndim=2, mode = "c"] colors not None, 
-                np.ndarray[float, ndim=2, mode = "c"] depth_buffer not None,
-                int nver, int ntri,
-                int h, int w, int c
-                ):   
-    _render_colors_core(
-        <float*> np.PyArray_DATA(image), <float*> np.PyArray_DATA(vertices), <int*> np.PyArray_DATA(triangles),  
-        <float*> np.PyArray_DATA(colors), 
-        <float*> np.PyArray_DATA(depth_buffer),
-        nver, ntri,
-        h, w, c)
-
-def render_texture_core(np.ndarray[float, ndim=3, mode = "c"] image not None, 
-                np.ndarray[float, ndim=2, mode = "c"] vertices not None, 
-                np.ndarray[int, ndim=2, mode="c"] triangles not None, 
-                np.ndarray[float, ndim=3, mode = "c"] texture not None, 
-                np.ndarray[float, ndim=2, mode = "c"] tex_coords not None, 
-                np.ndarray[int, ndim=2, mode="c"] tex_triangles not None, 
-                np.ndarray[float, ndim=2, mode = "c"] depth_buffer not None,
-                int nver, int tex_nver, int ntri,
-                int h, int w, int c,
-                int tex_h, int tex_w, int tex_c,
-                int mapping_type
-                ):   
-    _render_texture_core(
-        <float*> np.PyArray_DATA(image), <float*> np.PyArray_DATA(vertices), <int*> np.PyArray_DATA(triangles),  
-        <float*> np.PyArray_DATA(texture), <float*> np.PyArray_DATA(tex_coords), <int*> np.PyArray_DATA(tex_triangles),  
-        <float*> np.PyArray_DATA(depth_buffer),
-        nver, tex_nver, ntri,
-        h, w, c, 
-        tex_h, tex_w, tex_c, 
-        mapping_type)
-
-def write_obj_with_colors_texture_core(string filename, string mtl_name, 
-                np.ndarray[float, ndim=2, mode = "c"] vertices not None, 
-                np.ndarray[int, ndim=2, mode="c"] triangles not None, 
-                np.ndarray[float, ndim=2, mode = "c"] colors not None, 
-                np.ndarray[float, ndim=2, mode = "c"] uv_coords not None, 
-                int nver, int ntri, int ntexver
-                ):
-    _write_obj_with_colors_texture(filename, mtl_name, 
-        <float*> np.PyArray_DATA(vertices), <int*> np.PyArray_DATA(triangles), <float*> np.PyArray_DATA(colors), <float*> np.PyArray_DATA(uv_coords),
-        nver, ntri, ntexver)
diff --git a/faceswapimg_data/insightface/thirdparty/face3d/mesh/cython/setup.py b/faceswapimg_data/insightface/thirdparty/face3d/mesh/cython/setup.py
deleted file mode 100644
index fc1ede1e777b369b1bbd9c94f6fa85ce037de3f9..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/thirdparty/face3d/mesh/cython/setup.py
+++ /dev/null
@@ -1,20 +0,0 @@
-'''
-python setup.py build_ext -i
-to compile
-'''
-
-# setup.py
-from distutils.core import setup, Extension
-from Cython.Build import cythonize
-from Cython.Distutils import build_ext
-import numpy
-
-setup(
-	name = 'mesh_core_cython',
-    cmdclass={'build_ext': build_ext},
-    ext_modules=[Extension("mesh_core_cython",
-                 sources=["mesh_core_cython.pyx", "mesh_core.cpp"],
-                 language='c++',
-                 include_dirs=[numpy.get_include()])],
-)
-
diff --git a/faceswapimg_data/insightface/thirdparty/face3d/mesh/io.py b/faceswapimg_data/insightface/thirdparty/face3d/mesh/io.py
deleted file mode 100644
index 4bb146012ecd8f78b7485153bafab00af092fe16..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/thirdparty/face3d/mesh/io.py
+++ /dev/null
@@ -1,142 +0,0 @@
-from __future__ import absolute_import
-from __future__ import division
-from __future__ import print_function
-
-import numpy as np
-import os
-from skimage import io
-from time import time
-
-from .cython import mesh_core_cython
-
-## TODO
-## TODO: c++ version
-def read_obj(obj_name):
-	''' read mesh
-	'''
-	return 0
-
-# ------------------------- write
-def write_asc(path, vertices):
-    '''
-    Args:
-        vertices: shape = (nver, 3)
-    '''
-    if path.split('.')[-1] == 'asc':
-        np.savetxt(path, vertices)
-    else:
-        np.savetxt(path + '.asc', vertices)
-
-def write_obj_with_colors(obj_name, vertices, triangles, colors):
-    ''' Save 3D face model with texture represented by colors.
-    Args:
-        obj_name: str
-        vertices: shape = (nver, 3)
-        triangles: shape = (ntri, 3)
-        colors: shape = (nver, 3)
-    '''
-    triangles = triangles.copy()
-    triangles += 1 # meshlab start with 1
-    
-    if obj_name.split('.')[-1] != 'obj':
-        obj_name = obj_name + '.obj'
-        
-    # write obj
-    with open(obj_name, 'w') as f:
-        
-        # write vertices & colors
-        for i in range(vertices.shape[0]):
-            # s = 'v {} {} {} \n'.format(vertices[0,i], vertices[1,i], vertices[2,i])
-            s = 'v {} {} {} {} {} {}\n'.format(vertices[i, 0], vertices[i, 1], vertices[i, 2], colors[i, 0], colors[i, 1], colors[i, 2])
-            f.write(s)
-
-        # write f: ver ind/ uv ind
-        [k, ntri] = triangles.shape
-        for i in range(triangles.shape[0]):
-            # s = 'f {} {} {}\n'.format(triangles[i, 0], triangles[i, 1], triangles[i, 2])
-            s = 'f {} {} {}\n'.format(triangles[i, 2], triangles[i, 1], triangles[i, 0])
-            f.write(s)
-
-## TODO: c++ version
-def write_obj_with_texture(obj_name, vertices, triangles, texture, uv_coords):
-    ''' Save 3D face model with texture represented by texture map.
-    Ref: https://github.com/patrikhuber/eos/blob/bd00155ebae4b1a13b08bf5a991694d682abbada/include/eos/core/Mesh.hpp
-    Args:
-        obj_name: str
-        vertices: shape = (nver, 3)
-        triangles: shape = (ntri, 3)
-        texture: shape = (256,256,3)
-        uv_coords: shape = (nver, 3) max value<=1
-    '''
-    if obj_name.split('.')[-1] != 'obj':
-        obj_name = obj_name + '.obj'
-    mtl_name = obj_name.replace('.obj', '.mtl')
-    texture_name = obj_name.replace('.obj', '_texture.png')
-    
-    triangles = triangles.copy()
-    triangles += 1 # mesh lab start with 1
-    
-    # write obj
-    with open(obj_name, 'w') as f:
-        # first line: write mtlib(material library)
-        s = "mtllib {}\n".format(os.path.abspath(mtl_name))
-        f.write(s)
-
-        # write vertices
-        for i in range(vertices.shape[0]):
-            s = 'v {} {} {}\n'.format(vertices[i, 0], vertices[i, 1], vertices[i, 2])
-            f.write(s)
-        
-        # write uv coords
-        for i in range(uv_coords.shape[0]):
-            s = 'vt {} {}\n'.format(uv_coords[i,0], 1 - uv_coords[i,1])
-            f.write(s)
-
-        f.write("usemtl FaceTexture\n")
-
-        # write f: ver ind/ uv ind
-        for i in range(triangles.shape[0]):
-            s = 'f {}/{} {}/{} {}/{}\n'.format(triangles[i,2], triangles[i,2], triangles[i,1], triangles[i,1], triangles[i,0], triangles[i,0])
-            f.write(s)
-
-    # write mtl
-    with open(mtl_name, 'w') as f:
-        f.write("newmtl FaceTexture\n")
-        s = 'map_Kd {}\n'.format(os.path.abspath(texture_name)) # map to image
-        f.write(s)
-
-    # write texture as png
-    imsave(texture_name, texture)
-
-# c++ version
-def write_obj_with_colors_texture(obj_name, vertices, triangles, colors, texture, uv_coords):
-    ''' Save 3D face model with texture. 
-    Ref: https://github.com/patrikhuber/eos/blob/bd00155ebae4b1a13b08bf5a991694d682abbada/include/eos/core/Mesh.hpp
-    Args:
-        obj_name: str
-        vertices: shape = (nver, 3)
-        triangles: shape = (ntri, 3)
-        colors: shape = (nver, 3)
-        texture: shape = (256,256,3)
-        uv_coords: shape = (nver, 3) max value<=1
-    '''
-    if obj_name.split('.')[-1] != 'obj':
-        obj_name = obj_name + '.obj'
-    mtl_name = obj_name.replace('.obj', '.mtl')
-    texture_name = obj_name.replace('.obj', '_texture.png')
-    
-    triangles = triangles.copy()
-    triangles += 1 # mesh lab start with 1
-    
-    # write obj
-    vertices, colors, uv_coords = vertices.astype(np.float32).copy(), colors.astype(np.float32).copy(), uv_coords.astype(np.float32).copy()
-    mesh_core_cython.write_obj_with_colors_texture_core(str.encode(obj_name), str.encode(os.path.abspath(mtl_name)), vertices, triangles, colors, uv_coords, vertices.shape[0], triangles.shape[0], uv_coords.shape[0])
-   
-    # write mtl
-    with open(mtl_name, 'w') as f:
-        f.write("newmtl FaceTexture\n")
-        s = 'map_Kd {}\n'.format(os.path.abspath(texture_name)) # map to image
-        f.write(s)
-
-    # write texture as png
-    io.imsave(texture_name, texture)
\ No newline at end of file
diff --git a/faceswapimg_data/insightface/thirdparty/face3d/mesh/light.py b/faceswapimg_data/insightface/thirdparty/face3d/mesh/light.py
deleted file mode 100644
index 5f0da63ed8ec6bbe8a12600e8d0f50cd75860129..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/thirdparty/face3d/mesh/light.py
+++ /dev/null
@@ -1,213 +0,0 @@
-'''
-Functions about lighting mesh(changing colors/texture of mesh).
-1. add light to colors/texture (shade each vertex)
-2. fit light according to colors/texture & image.
-'''
-
-from __future__ import absolute_import
-from __future__ import division
-from __future__ import print_function
-
-import numpy as np
-from .cython import mesh_core_cython
-
-def get_normal(vertices, triangles):
-    ''' calculate normal direction in each vertex
-    Args:
-        vertices: [nver, 3]
-        triangles: [ntri, 3]
-    Returns:
-        normal: [nver, 3]
-    '''
-    pt0 = vertices[triangles[:, 0], :] # [ntri, 3]
-    pt1 = vertices[triangles[:, 1], :] # [ntri, 3]
-    pt2 = vertices[triangles[:, 2], :] # [ntri, 3]
-    tri_normal = np.cross(pt0 - pt1, pt0 - pt2) # [ntri, 3]. normal of each triangle
-
-    normal = np.zeros_like(vertices, dtype = np.float32).copy() # [nver, 3]
-    # for i in range(triangles.shape[0]):
-    #     normal[triangles[i, 0], :] = normal[triangles[i, 0], :] + tri_normal[i, :]
-    #     normal[triangles[i, 1], :] = normal[triangles[i, 1], :] + tri_normal[i, :]
-    #     normal[triangles[i, 2], :] = normal[triangles[i, 2], :] + tri_normal[i, :]
-    mesh_core_cython.get_normal_core(normal, tri_normal.astype(np.float32).copy(), triangles.copy(), triangles.shape[0])
-
-    # normalize to unit length
-    mag = np.sum(normal**2, 1) # [nver]
-    zero_ind = (mag == 0)
-    mag[zero_ind] = 1;
-    normal[zero_ind, 0] = np.ones((np.sum(zero_ind)))
-
-    normal = normal/np.sqrt(mag[:,np.newaxis])
-
-    return normal
-
-# TODO: test
-def add_light_sh(vertices, triangles, colors, sh_coeff):
-    ''' 
-    In 3d face, usually assume:
-    1. The surface of face is Lambertian(reflect only the low frequencies of lighting)
-    2. Lighting can be an arbitrary combination of point sources
-    --> can be expressed in terms of spherical harmonics(omit the lighting coefficients)
-    I = albedo * (sh(n) x sh_coeff)
-    
-    albedo: n x 1
-    sh_coeff: 9 x 1
-    Y(n) = (1, n_x, n_y, n_z, n_xn_y, n_xn_z, n_yn_z, n_x^2 - n_y^2, 3n_z^2 - 1)': n x 9 
-    # Y(n) = (1, n_x, n_y, n_z)': n x 4
-
-    Args:
-        vertices: [nver, 3]
-        triangles: [ntri, 3]
-        colors: [nver, 3] albedo
-        sh_coeff: [9, 1] spherical harmonics coefficients
-
-    Returns:
-        lit_colors: [nver, 3]
-    '''
-    assert vertices.shape[0] == colors.shape[0]
-    nver = vertices.shape[0]
-    normal = get_normal(vertices, triangles) # [nver, 3]
-    sh = np.array((np.ones(nver), n[:,0], n[:,1], n[:,2], n[:,0]*n[:,1], n[:,0]*n[:,2], n[:,1]*n[:,2], n[:,0]**2 - n[:,1]**2, 3*(n[:,2]**2) - 1)) # [nver, 9]
-    ref = sh.dot(sh_coeff) #[nver, 1]
-    lit_colors = colors*ref
-    return lit_colors
-
-
-def add_light(vertices, triangles, colors, light_positions = 0, light_intensities = 0):
-    ''' Gouraud shading. add point lights.
-    In 3d face, usually assume:
-    1. The surface of face is Lambertian(reflect only the low frequencies of lighting)
-    2. Lighting can be an arbitrary combination of point sources
-    3. No specular (unless skin is oil, 23333)
-
-    Ref: https://cs184.eecs.berkeley.edu/lecture/pipeline    
-    Args:
-        vertices: [nver, 3]
-        triangles: [ntri, 3]
-        light_positions: [nlight, 3] 
-        light_intensities: [nlight, 3]
-    Returns:
-        lit_colors: [nver, 3]
-    '''
-    nver = vertices.shape[0]
-    normals = get_normal(vertices, triangles) # [nver, 3]
-
-    # ambient
-    # La = ka*Ia
-
-    # diffuse
-    # Ld = kd*(I/r^2)max(0, nxl)
-    direction_to_lights = vertices[np.newaxis, :, :] - light_positions[:, np.newaxis, :] # [nlight, nver, 3]
-    direction_to_lights_n = np.sqrt(np.sum(direction_to_lights**2, axis = 2)) # [nlight, nver]
-    direction_to_lights = direction_to_lights/direction_to_lights_n[:, :, np.newaxis]
-    normals_dot_lights = normals[np.newaxis, :, :]*direction_to_lights # [nlight, nver, 3]
-    normals_dot_lights = np.sum(normals_dot_lights, axis = 2) # [nlight, nver]
-    diffuse_output = colors[np.newaxis, :, :]*normals_dot_lights[:, :, np.newaxis]*light_intensities[:, np.newaxis, :]
-    diffuse_output = np.sum(diffuse_output, axis = 0) # [nver, 3]
-    
-    # specular
-    # h = (v + l)/(|v + l|) bisector
-    # Ls = ks*(I/r^2)max(0, nxh)^p
-    # increasing p narrows the reflectionlob
-
-    lit_colors = diffuse_output # only diffuse part here.
-    lit_colors = np.minimum(np.maximum(lit_colors, 0), 1)
-    return lit_colors
-
-
-
-## TODO. estimate light(sh coeff)
-## -------------------------------- estimate. can not use now. 
-def fit_light(image, vertices, colors, triangles, vis_ind, lamb = 10, max_iter = 3):
-    [h, w, c] = image.shape
-
-    # surface normal
-    norm = get_normal(vertices, triangles)
-    
-    nver = vertices.shape[1]
-
-    # vertices --> corresponding image pixel
-    pt2d = vertices[:2, :]
-
-    pt2d[0,:] = np.minimum(np.maximum(pt2d[0,:], 0), w - 1)
-    pt2d[1,:] = np.minimum(np.maximum(pt2d[1,:], 0), h - 1)
-    pt2d = np.round(pt2d).astype(np.int32) # 2 x nver
-
-    image_pixel = image[pt2d[1,:], pt2d[0,:], :] # nver x 3
-    image_pixel = image_pixel.T # 3 x nver
-
-    # vertices --> corresponding mean texture pixel with illumination
-    # Spherical Harmonic Basis
-    harmonic_dim = 9
-    nx = norm[0,:];
-    ny = norm[1,:];
-    nz = norm[2,:];
-    harmonic = np.zeros((nver, harmonic_dim))
-
-    pi = np.pi
-    harmonic[:,0] = np.sqrt(1/(4*pi)) * np.ones((nver,));
-    harmonic[:,1] = np.sqrt(3/(4*pi)) * nx;
-    harmonic[:,2] = np.sqrt(3/(4*pi)) * ny;
-    harmonic[:,3] = np.sqrt(3/(4*pi)) * nz;
-    harmonic[:,4] = 1/2. * np.sqrt(3/(4*pi)) * (2*nz**2 - nx**2 - ny**2);
-    harmonic[:,5] = 3 * np.sqrt(5/(12*pi)) * (ny*nz);
-    harmonic[:,6] = 3 * np.sqrt(5/(12*pi)) * (nx*nz);
-    harmonic[:,7] = 3 * np.sqrt(5/(12*pi)) * (nx*ny);
-    harmonic[:,8] = 3/2. * np.sqrt(5/(12*pi)) * (nx*nx - ny*ny);
-    
-    '''
-    I' = sum(albedo * lj * hj) j = 0:9 (albedo = tex)
-    set A = albedo*h (n x 9)
-        alpha = lj (9 x 1)
-        Y = I (n x 1)
-        Y' = A.dot(alpha)
-
-    opt function:
-        ||Y - A*alpha|| + lambda*(alpha'*alpha)
-    result:
-        A'*(Y - A*alpha) + lambda*alpha = 0
-        ==>
-        (A'*A*alpha - lambda)*alpha = A'*Y
-        left: 9 x 9
-        right: 9 x 1
-    '''
-    n_vis_ind = len(vis_ind)
-    n = n_vis_ind*c
-
-    Y = np.zeros((n, 1))
-    A = np.zeros((n, 9))
-    light = np.zeros((3, 1))
-
-    for k in range(c):
-        Y[k*n_vis_ind:(k+1)*n_vis_ind, :] = image_pixel[k, vis_ind][:, np.newaxis]
-        A[k*n_vis_ind:(k+1)*n_vis_ind, :] = texture[k, vis_ind][:, np.newaxis] * harmonic[vis_ind, :]
-        Ac = texture[k, vis_ind][:, np.newaxis]
-        Yc = image_pixel[k, vis_ind][:, np.newaxis]
-        light[k] = (Ac.T.dot(Yc))/(Ac.T.dot(Ac))
-
-    for i in range(max_iter):
-
-        Yc = Y.copy()
-        for k in range(c):
-            Yc[k*n_vis_ind:(k+1)*n_vis_ind, :]  /= light[k]
-
-        # update alpha
-        equation_left = np.dot(A.T, A) + lamb*np.eye(harmonic_dim); # why + ?
-        equation_right = np.dot(A.T, Yc) 
-        alpha = np.dot(np.linalg.inv(equation_left), equation_right)
-
-        # update light
-        for k in range(c):
-            Ac = A[k*n_vis_ind:(k+1)*n_vis_ind, :].dot(alpha)
-            Yc = Y[k*n_vis_ind:(k+1)*n_vis_ind, :]
-            light[k] = (Ac.T.dot(Yc))/(Ac.T.dot(Ac))
-
-    appearance = np.zeros_like(texture)
-    for k in range(c):
-        tmp = np.dot(harmonic*texture[k, :][:, np.newaxis], alpha*light[k])
-        appearance[k,:] = tmp.T
-
-    appearance = np.minimum(np.maximum(appearance, 0), 1)
-
-    return appearance
-
diff --git a/faceswapimg_data/insightface/thirdparty/face3d/mesh/render.py b/faceswapimg_data/insightface/thirdparty/face3d/mesh/render.py
deleted file mode 100644
index 19957222e7fd3841cf11cc3bdd06630f28509381..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/thirdparty/face3d/mesh/render.py
+++ /dev/null
@@ -1,135 +0,0 @@
-'''
-functions about rendering mesh(from 3d obj to 2d image).
-only use rasterization render here.
-Note that:
-1. Generally, render func includes camera, light, raterize. Here no camera and light(I write these in other files)
-2. Generally, the input vertices are normalized to [-1,1] and cetered on [0, 0]. (in world space)
-   Here, the vertices are using image coords, which centers on [w/2, h/2] with the y-axis pointing to oppisite direction.
- Means: render here only conducts interpolation.(I just want to make the input flexible)
-
-Author: Yao Feng 
-Mail: yaofeng1995@gmail.com
-'''
-from __future__ import absolute_import
-from __future__ import division
-from __future__ import print_function
-
-import numpy as np
-from time import time
-
-from .cython import mesh_core_cython
-
-def rasterize_triangles(vertices, triangles, h, w):
-    ''' 
-    Args:
-        vertices: [nver, 3]
-        triangles: [ntri, 3]
-        h: height
-        w: width
-    Returns:
-        depth_buffer: [h, w] saves the depth, here, the bigger the z, the fronter the point.
-        triangle_buffer: [h, w] saves the tri id(-1 for no triangle). 
-        barycentric_weight: [h, w, 3] saves corresponding barycentric weight.
-
-    # Each triangle has 3 vertices & Each vertex has 3 coordinates x, y, z.
-    # h, w is the size of rendering
-    '''
-
-    # initial 
-    depth_buffer = np.zeros([h, w]) - 999999. #set the initial z to the farest position
-    triangle_buffer = np.zeros([h, w], dtype = np.int32) - 1  # if tri id = -1, the pixel has no triangle correspondance
-    barycentric_weight = np.zeros([h, w, 3], dtype = np.float32)  # 
-    
-    vertices = vertices.astype(np.float32).copy()
-    triangles = triangles.astype(np.int32).copy()
-
-    mesh_core_cython.rasterize_triangles_core(
-                vertices, triangles,
-                depth_buffer, triangle_buffer, barycentric_weight, 
-                vertices.shape[0], triangles.shape[0], 
-                h, w)
-
-def render_colors(vertices, triangles, colors, h, w, c = 3, BG = None):
-    ''' render mesh with colors
-    Args:
-        vertices: [nver, 3]
-        triangles: [ntri, 3] 
-        colors: [nver, 3]
-        h: height
-        w: width  
-        c: channel
-        BG: background image
-    Returns:
-        image: [h, w, c]. rendered image./rendering.
-    '''
-
-    # initial 
-    if BG is None:
-        image = np.zeros((h, w, c), dtype = np.float32)
-    else:
-        assert BG.shape[0] == h and BG.shape[1] == w and BG.shape[2] == c
-        image = BG
-    depth_buffer = np.zeros([h, w], dtype = np.float32, order = 'C') - 999999.
-
-    # change orders. --> C-contiguous order(column major)
-    vertices = vertices.astype(np.float32).copy()
-    triangles = triangles.astype(np.int32).copy()
-    colors = colors.astype(np.float32).copy()
-    ###
-    st = time()
-    mesh_core_cython.render_colors_core(
-                image, vertices, triangles,
-                colors,
-                depth_buffer,
-                vertices.shape[0], triangles.shape[0], 
-                h, w, c)
-    return image
-
-
-def render_texture(vertices, triangles, texture, tex_coords, tex_triangles, h, w, c = 3, mapping_type = 'nearest', BG = None):
-    ''' render mesh with texture map
-    Args:
-        vertices: [3, nver]
-        triangles: [3, ntri]
-        texture: [tex_h, tex_w, 3]
-        tex_coords: [ntexcoords, 3]
-        tex_triangles: [ntri, 3]
-        h: height of rendering
-        w: width of rendering
-        c: channel
-        mapping_type: 'bilinear' or 'nearest'
-    '''
-    # initial 
-    if BG is None:
-        image = np.zeros((h, w, c), dtype = np.float32)
-    else:
-        assert BG.shape[0] == h and BG.shape[1] == w and BG.shape[2] == c
-        image = BG
-
-    depth_buffer = np.zeros([h, w], dtype = np.float32, order = 'C') - 999999.
-    
-    tex_h, tex_w, tex_c = texture.shape
-    if mapping_type == 'nearest':
-        mt = int(0)
-    elif mapping_type == 'bilinear':
-        mt = int(1)
-    else:
-        mt = int(0)
-    
-    # -> C order
-    vertices = vertices.astype(np.float32).copy()
-    triangles = triangles.astype(np.int32).copy()
-    texture = texture.astype(np.float32).copy()
-    tex_coords = tex_coords.astype(np.float32).copy()
-    tex_triangles = tex_triangles.astype(np.int32).copy()
-
-    mesh_core_cython.render_texture_core(
-                image, vertices, triangles,
-                texture, tex_coords, tex_triangles,
-                depth_buffer,
-                vertices.shape[0], tex_coords.shape[0], triangles.shape[0], 
-                h, w, c,
-                tex_h, tex_w, tex_c,
-                mt)
-    return image
-
diff --git a/faceswapimg_data/insightface/thirdparty/face3d/mesh/transform.py b/faceswapimg_data/insightface/thirdparty/face3d/mesh/transform.py
deleted file mode 100644
index d91b09fae2bcead1ae2f29d8d43831e556494a2f..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/thirdparty/face3d/mesh/transform.py
+++ /dev/null
@@ -1,383 +0,0 @@
-'''
-Functions about transforming mesh(changing the position: modify vertices).
-1. forward: transform(transform, camera, project).
-2. backward: estimate transform matrix from correspondences.
-
-Author: Yao Feng 
-Mail: yaofeng1995@gmail.com
-'''
-
-from __future__ import absolute_import
-from __future__ import division
-from __future__ import print_function
-
-import numpy as np
-import math
-from math import cos, sin
-
-def angle2matrix(angles):
-    ''' get rotation matrix from three rotation angles(degree). right-handed.
-    Args:
-        angles: [3,]. x, y, z angles
-        x: pitch. positive for looking down.
-        y: yaw. positive for looking left. 
-        z: roll. positive for tilting head right. 
-    Returns:
-        R: [3, 3]. rotation matrix.
-    '''
-    x, y, z = np.deg2rad(angles[0]), np.deg2rad(angles[1]), np.deg2rad(angles[2])
-    # x
-    Rx=np.array([[1,      0,       0],
-                 [0, cos(x),  -sin(x)],
-                 [0, sin(x),   cos(x)]])
-    # y
-    Ry=np.array([[ cos(y), 0, sin(y)],
-                 [      0, 1,      0],
-                 [-sin(y), 0, cos(y)]])
-    # z
-    Rz=np.array([[cos(z), -sin(z), 0],
-                 [sin(z),  cos(z), 0],
-                 [     0,       0, 1]])
-    
-    R=Rz.dot(Ry.dot(Rx))
-    return R.astype(np.float32)
-
-def angle2matrix_3ddfa(angles):
-    ''' get rotation matrix from three rotation angles(radian). The same as in 3DDFA.
-    Args:
-        angles: [3,]. x, y, z angles
-        x: pitch.
-        y: yaw. 
-        z: roll. 
-    Returns:
-        R: 3x3. rotation matrix.
-    '''
-    # x, y, z = np.deg2rad(angles[0]), np.deg2rad(angles[1]), np.deg2rad(angles[2])
-    x, y, z = angles[0], angles[1], angles[2]
-    
-    # x
-    Rx=np.array([[1,      0,       0],
-                 [0, cos(x),  sin(x)],
-                 [0, -sin(x),   cos(x)]])
-    # y
-    Ry=np.array([[ cos(y), 0, -sin(y)],
-                 [      0, 1,      0],
-                 [sin(y), 0, cos(y)]])
-    # z
-    Rz=np.array([[cos(z), sin(z), 0],
-                 [-sin(z),  cos(z), 0],
-                 [     0,       0, 1]])
-    R = Rx.dot(Ry).dot(Rz)
-    return R.astype(np.float32)
-
-
-## ------------------------------------------ 1. transform(transform, project, camera).
-## ---------- 3d-3d transform. Transform obj in world space
-def rotate(vertices, angles):
-    ''' rotate vertices. 
-    X_new = R.dot(X). X: 3 x 1   
-    Args:
-        vertices: [nver, 3]. 
-        rx, ry, rz: degree angles
-        rx: pitch. positive for looking down 
-        ry: yaw. positive for looking left
-        rz: roll. positive for tilting head right
-    Returns:
-        rotated vertices: [nver, 3]
-    '''
-    R = angle2matrix(angles)
-    rotated_vertices = vertices.dot(R.T)
-
-    return rotated_vertices
-
-def similarity_transform(vertices, s, R, t3d):
-    ''' similarity transform. dof = 7.
-    3D: s*R.dot(X) + t
-    Homo: M = [[sR, t],[0^T, 1]].  M.dot(X)
-    Args:(float32)
-        vertices: [nver, 3]. 
-        s: [1,]. scale factor.
-        R: [3,3]. rotation matrix.
-        t3d: [3,]. 3d translation vector.
-    Returns:
-        transformed vertices: [nver, 3]
-    '''
-    t3d = np.squeeze(np.array(t3d, dtype = np.float32))
-    transformed_vertices = s * vertices.dot(R.T) + t3d[np.newaxis, :]
-
-    return transformed_vertices
-
-
-## -------------- Camera. from world space to camera space
-# Ref: https://cs184.eecs.berkeley.edu/lecture/transforms-2
-def normalize(x):
-    epsilon = 1e-12
-    norm = np.sqrt(np.sum(x**2, axis = 0))
-    norm = np.maximum(norm, epsilon)
-    return x/norm
-
-def lookat_camera(vertices, eye, at = None, up = None):
-    """ 'look at' transformation: from world space to camera space
-    standard camera space: 
-        camera located at the origin. 
-        looking down negative z-axis. 
-        vertical vector is y-axis.
-    Xcam = R(X - C)
-    Homo: [[R, -RC], [0, 1]]
-    Args:
-      vertices: [nver, 3] 
-      eye: [3,] the XYZ world space position of the camera.
-      at: [3,] a position along the center of the camera's gaze.
-      up: [3,] up direction 
-    Returns:
-      transformed_vertices: [nver, 3]
-    """
-    if at is None:
-      at = np.array([0, 0, 0], np.float32)
-    if up is None:
-      up = np.array([0, 1, 0], np.float32)
-
-    eye = np.array(eye).astype(np.float32)
-    at = np.array(at).astype(np.float32)
-    z_aixs = -normalize(at - eye) # look forward
-    x_aixs = normalize(np.cross(up, z_aixs)) # look right
-    y_axis = np.cross(z_aixs, x_aixs) # look up
-
-    R = np.stack((x_aixs, y_axis, z_aixs))#, axis = 0) # 3 x 3
-    transformed_vertices = vertices - eye # translation
-    transformed_vertices = transformed_vertices.dot(R.T) # rotation
-    return transformed_vertices
-
-## --------- 3d-2d project. from camera space to image plane
-# generally, image plane only keeps x,y channels, here reserve z channel for calculating z-buffer.
-def orthographic_project(vertices):
-    ''' scaled orthographic projection(just delete z)
-        assumes: variations in depth over the object is small relative to the mean distance from camera to object
-        x -> x*f/z, y -> x*f/z, z -> f.
-        for point i,j. zi~=zj. so just delete z
-        ** often used in face
-        Homo: P = [[1,0,0,0], [0,1,0,0], [0,0,1,0]]
-    Args:
-        vertices: [nver, 3]
-    Returns:
-        projected_vertices: [nver, 3] if isKeepZ=True. [nver, 2] if isKeepZ=False.
-    '''
-    return vertices.copy()
-
-def perspective_project(vertices, fovy, aspect_ratio = 1., near = 0.1, far = 1000.):
-    ''' perspective projection.
-    Args:
-        vertices: [nver, 3]
-        fovy: vertical angular field of view. degree.
-        aspect_ratio : width / height of field of view
-        near : depth of near clipping plane
-        far : depth of far clipping plane
-    Returns:
-        projected_vertices: [nver, 3] 
-    '''
-    fovy = np.deg2rad(fovy)
-    top = near*np.tan(fovy)
-    bottom = -top 
-    right = top*aspect_ratio
-    left = -right
-
-    #-- homo
-    P = np.array([[near/right, 0, 0, 0],
-                 [0, near/top, 0, 0],
-                 [0, 0, -(far+near)/(far-near), -2*far*near/(far-near)],
-                 [0, 0, -1, 0]])
-    vertices_homo = np.hstack((vertices, np.ones((vertices.shape[0], 1)))) # [nver, 4]
-    projected_vertices = vertices_homo.dot(P.T)
-    projected_vertices = projected_vertices/projected_vertices[:,3:]
-    projected_vertices = projected_vertices[:,:3]
-    projected_vertices[:,2] = -projected_vertices[:,2]
-
-    #-- non homo. only fovy
-    # projected_vertices = vertices.copy()
-    # projected_vertices[:,0] = -(near/right)*vertices[:,0]/vertices[:,2]
-    # projected_vertices[:,1] = -(near/top)*vertices[:,1]/vertices[:,2]
-    return projected_vertices
-
-
-def to_image(vertices, h, w, is_perspective = False):
-    ''' change vertices to image coord system
-    3d system: XYZ, center(0, 0, 0)
-    2d image: x(u), y(v). center(w/2, h/2), flip y-axis. 
-    Args:
-        vertices: [nver, 3]
-        h: height of the rendering
-        w : width of the rendering
-    Returns:
-        projected_vertices: [nver, 3]  
-    '''
-    image_vertices = vertices.copy()
-    if is_perspective:
-        # if perspective, the projected vertices are normalized to [-1, 1]. so change it to image size first.
-        image_vertices[:,0] = image_vertices[:,0]*w/2
-        image_vertices[:,1] = image_vertices[:,1]*h/2
-    # move to center of image
-    image_vertices[:,0] = image_vertices[:,0] + w/2
-    image_vertices[:,1] = image_vertices[:,1] + h/2
-    # flip vertices along y-axis.
-    image_vertices[:,1] = h - image_vertices[:,1] - 1
-    return image_vertices
-
-
-#### -------------------------------------------2. estimate transform matrix from correspondences.
-def estimate_affine_matrix_3d23d(X, Y):
-    ''' Using least-squares solution 
-    Args:
-        X: [n, 3]. 3d points(fixed)
-        Y: [n, 3]. corresponding 3d points(moving). Y = PX
-    Returns:
-        P_Affine: (3, 4). Affine camera matrix (the third row is [0, 0, 0, 1]).
-    '''
-    X_homo = np.hstack((X, np.ones([X.shape[1],1]))) #n x 4
-    P = np.linalg.lstsq(X_homo, Y)[0].T # Affine matrix. 3 x 4
-    return P
-    
-def estimate_affine_matrix_3d22d(X, x):
-    ''' Using Golden Standard Algorithm for estimating an affine camera
-        matrix P from world to image correspondences.
-        See Alg.7.2. in MVGCV 
-        Code Ref: https://github.com/patrikhuber/eos/blob/master/include/eos/fitting/affine_camera_estimation.hpp
-        x_homo = X_homo.dot(P_Affine)
-    Args:
-        X: [n, 3]. corresponding 3d points(fixed)
-        x: [n, 2]. n>=4. 2d points(moving). x = PX
-    Returns:
-        P_Affine: [3, 4]. Affine camera matrix
-    '''
-    X = X.T; x = x.T
-    assert(x.shape[1] == X.shape[1])
-    n = x.shape[1]
-    assert(n >= 4)
-
-    #--- 1. normalization
-    # 2d points
-    mean = np.mean(x, 1) # (2,)
-    x = x - np.tile(mean[:, np.newaxis], [1, n])
-    average_norm = np.mean(np.sqrt(np.sum(x**2, 0)))
-    scale = np.sqrt(2) / average_norm
-    x = scale * x
-
-    T = np.zeros((3,3), dtype = np.float32)
-    T[0, 0] = T[1, 1] = scale
-    T[:2, 2] = -mean*scale
-    T[2, 2] = 1
-
-    # 3d points
-    X_homo = np.vstack((X, np.ones((1, n))))
-    mean = np.mean(X, 1) # (3,)
-    X = X - np.tile(mean[:, np.newaxis], [1, n])
-    m = X_homo[:3,:] - X
-    average_norm = np.mean(np.sqrt(np.sum(X**2, 0)))
-    scale = np.sqrt(3) / average_norm
-    X = scale * X
-
-    U = np.zeros((4,4), dtype = np.float32)
-    U[0, 0] = U[1, 1] = U[2, 2] = scale
-    U[:3, 3] = -mean*scale
-    U[3, 3] = 1
-
-    # --- 2. equations
-    A = np.zeros((n*2, 8), dtype = np.float32);
-    X_homo = np.vstack((X, np.ones((1, n)))).T
-    A[:n, :4] = X_homo
-    A[n:, 4:] = X_homo
-    b = np.reshape(x, [-1, 1])
- 
-    # --- 3. solution
-    p_8 = np.linalg.pinv(A).dot(b)
-    P = np.zeros((3, 4), dtype = np.float32)
-    P[0, :] = p_8[:4, 0]
-    P[1, :] = p_8[4:, 0]
-    P[-1, -1] = 1
-
-    # --- 4. denormalization
-    P_Affine = np.linalg.inv(T).dot(P.dot(U))
-    return P_Affine
-
-def P2sRt(P):
-    ''' decompositing camera matrix P
-    Args: 
-        P: (3, 4). Affine Camera Matrix.
-    Returns:
-        s: scale factor.
-        R: (3, 3). rotation matrix.
-        t: (3,). translation. 
-    '''
-    t = P[:, 3]
-    R1 = P[0:1, :3]
-    R2 = P[1:2, :3]
-    s = (np.linalg.norm(R1) + np.linalg.norm(R2))/2.0
-    r1 = R1/np.linalg.norm(R1)
-    r2 = R2/np.linalg.norm(R2)
-    r3 = np.cross(r1, r2)
-
-    R = np.concatenate((r1, r2, r3), 0)
-    return s, R, t
-
-#Ref: https://www.learnopencv.com/rotation-matrix-to-euler-angles/
-def isRotationMatrix(R):
-    ''' checks if a matrix is a valid rotation matrix(whether orthogonal or not)
-    '''
-    Rt = np.transpose(R)
-    shouldBeIdentity = np.dot(Rt, R)
-    I = np.identity(3, dtype = R.dtype)
-    n = np.linalg.norm(I - shouldBeIdentity)
-    return n < 1e-6
-
-def matrix2angle(R):
-    ''' get three Euler angles from Rotation Matrix
-    Args:
-        R: (3,3). rotation matrix
-    Returns:
-        x: pitch
-        y: yaw
-        z: roll
-    '''
-    assert(isRotationMatrix)
-    sy = math.sqrt(R[0,0] * R[0,0] +  R[1,0] * R[1,0])
-     
-    singular = sy < 1e-6
- 
-    if  not singular :
-        x = math.atan2(R[2,1] , R[2,2])
-        y = math.atan2(-R[2,0], sy)
-        z = math.atan2(R[1,0], R[0,0])
-    else :
-        x = math.atan2(-R[1,2], R[1,1])
-        y = math.atan2(-R[2,0], sy)
-        z = 0
-
-    # rx, ry, rz = np.rad2deg(x), np.rad2deg(y), np.rad2deg(z)
-    rx, ry, rz = x*180/np.pi, y*180/np.pi, z*180/np.pi
-    return rx, ry, rz
-
-# def matrix2angle(R):
-#     ''' compute three Euler angles from a Rotation Matrix. Ref: http://www.gregslabaugh.net/publications/euler.pdf
-#     Args:
-#         R: (3,3). rotation matrix
-#     Returns:
-#         x: yaw
-#         y: pitch
-#         z: roll
-#     '''
-#     # assert(isRotationMatrix(R))
-
-#     if R[2,0] !=1 or R[2,0] != -1:
-#         x = math.asin(R[2,0])
-#         y = math.atan2(R[2,1]/cos(x), R[2,2]/cos(x))
-#         z = math.atan2(R[1,0]/cos(x), R[0,0]/cos(x))
-        
-#     else:# Gimbal lock
-#         z = 0 #can be anything
-#         if R[2,0] == -1:
-#             x = np.pi/2
-#             y = z + math.atan2(R[0,1], R[0,2])
-#         else:
-#             x = -np.pi/2
-#             y = -z + math.atan2(-R[0,1], -R[0,2])
-
-#     return x, y, z
\ No newline at end of file
diff --git a/faceswapimg_data/insightface/thirdparty/face3d/mesh/vis.py b/faceswapimg_data/insightface/thirdparty/face3d/mesh/vis.py
deleted file mode 100644
index 9db972f2c463a310fa4abde16d6a7baf02797c90..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/thirdparty/face3d/mesh/vis.py
+++ /dev/null
@@ -1,24 +0,0 @@
-from __future__ import absolute_import
-from __future__ import division
-from __future__ import print_function
-
-import numpy as np
-import matplotlib.pyplot as plt
-from skimage import measure
-from mpl_toolkits.mplot3d import Axes3D
-
-def plot_mesh(vertices, triangles, subplot = [1,1,1], title = 'mesh', el = 90, az = -90, lwdt=.1, dist = 6, color = "grey"):
-	'''
-	plot the mesh 
-	Args:
-		vertices: [nver, 3]
-		triangles: [ntri, 3]
-	'''
-	ax = plt.subplot(subplot[0], subplot[1], subplot[2], projection = '3d')
-	ax.plot_trisurf(vertices[:, 0], vertices[:, 1], vertices[:, 2], triangles = triangles, lw = lwdt, color = color, alpha = 1)
-	ax.axis("off")
-	ax.view_init(elev = el, azim = az)
-	ax.dist = dist
-	plt.title(title)
-
-### -------------- Todo: use vtk to visualize mesh? or visvis? or VisPy?
diff --git a/faceswapimg_data/insightface/thirdparty/face3d/mesh_numpy/__init__.py b/faceswapimg_data/insightface/thirdparty/face3d/mesh_numpy/__init__.py
deleted file mode 100644
index 65d503903b8bec3ab20bd1915618dbd467710207..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/thirdparty/face3d/mesh_numpy/__init__.py
+++ /dev/null
@@ -1,10 +0,0 @@
-from __future__ import absolute_import
-from __future__ import division
-from __future__ import print_function
-
-from . import io
-from . import vis
-from . import transform
-from . import light
-from . import render
-
diff --git a/faceswapimg_data/insightface/thirdparty/face3d/mesh_numpy/__pycache__/__init__.cpython-39.pyc b/faceswapimg_data/insightface/thirdparty/face3d/mesh_numpy/__pycache__/__init__.cpython-39.pyc
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diff --git a/faceswapimg_data/insightface/thirdparty/face3d/mesh_numpy/io.py b/faceswapimg_data/insightface/thirdparty/face3d/mesh_numpy/io.py
deleted file mode 100644
index 0e48a76d21689c6f3b85cb1aa9ad6123058b3816..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/thirdparty/face3d/mesh_numpy/io.py
+++ /dev/null
@@ -1,170 +0,0 @@
-''' io: read&write mesh
-1. read obj as array(TODO)
-2. write arrays to obj
-
-Preparation knowledge:
-representations of 3d face: mesh, point cloud...
-storage format: obj, ply, bin, asc, mat...
-'''
-
-from __future__ import absolute_import
-from __future__ import division
-from __future__ import print_function
-
-import numpy as np
-import os
-from skimage import io
-
-## TODO
-## TODO: c++ version
-def read_obj(obj_name):
-	''' read mesh
-	'''
-	return 0
-
-# ------------------------- write
-def write_asc(path, vertices):
-    '''
-    Args:
-        vertices: shape = (nver, 3)
-    '''
-    if path.split('.')[-1] == 'asc':
-        np.savetxt(path, vertices)
-    else:
-        np.savetxt(path + '.asc', vertices)
-
-def write_obj_with_colors(obj_name, vertices, triangles, colors):
-    ''' Save 3D face model with texture represented by colors.
-    Args:
-        obj_name: str
-        vertices: shape = (nver, 3)
-        triangles: shape = (ntri, 3)
-        colors: shape = (nver, 3)
-    '''
-    triangles = triangles.copy()
-    triangles += 1 # meshlab start with 1
-    
-    if obj_name.split('.')[-1] != 'obj':
-        obj_name = obj_name + '.obj'
-        
-    # write obj
-    with open(obj_name, 'w') as f:
-        
-        # write vertices & colors
-        for i in range(vertices.shape[0]):
-            # s = 'v {} {} {} \n'.format(vertices[0,i], vertices[1,i], vertices[2,i])
-            s = 'v {} {} {} {} {} {}\n'.format(vertices[i, 0], vertices[i, 1], vertices[i, 2], colors[i, 0], colors[i, 1], colors[i, 2])
-            f.write(s)
-
-        # write f: ver ind/ uv ind
-        [k, ntri] = triangles.shape
-        for i in range(triangles.shape[0]):
-            # s = 'f {} {} {}\n'.format(triangles[i, 0], triangles[i, 1], triangles[i, 2])
-            s = 'f {} {} {}\n'.format(triangles[i, 2], triangles[i, 1], triangles[i, 0])
-            f.write(s)
-
-## TODO: c++ version
-def write_obj_with_texture(obj_name, vertices, triangles, texture, uv_coords):
-    ''' Save 3D face model with texture represented by texture map.
-    Ref: https://github.com/patrikhuber/eos/blob/bd00155ebae4b1a13b08bf5a991694d682abbada/include/eos/core/Mesh.hpp
-    Args:
-        obj_name: str
-        vertices: shape = (nver, 3)
-        triangles: shape = (ntri, 3)
-        texture: shape = (256,256,3)
-        uv_coords: shape = (nver, 3) max value<=1
-    '''
-    if obj_name.split('.')[-1] != 'obj':
-        obj_name = obj_name + '.obj'
-    mtl_name = obj_name.replace('.obj', '.mtl')
-    texture_name = obj_name.replace('.obj', '_texture.png')
-    
-    triangles = triangles.copy()
-    triangles += 1 # mesh lab start with 1
-    
-    # write obj
-    with open(obj_name, 'w') as f:
-        # first line: write mtlib(material library)
-        s = "mtllib {}\n".format(os.path.abspath(mtl_name))
-        f.write(s)
-
-        # write vertices
-        for i in range(vertices.shape[0]):
-            s = 'v {} {} {}\n'.format(vertices[i, 0], vertices[i, 1], vertices[i, 2])
-            f.write(s)
-        
-        # write uv coords
-        for i in range(uv_coords.shape[0]):
-            # s = 'vt {} {}\n'.format(uv_coords[i,0], 1 - uv_coords[i,1])
-            s = 'vt {} {}\n'.format(uv_coords[i,0], uv_coords[i,1])
-            f.write(s)
-
-        f.write("usemtl FaceTexture\n")
-
-        # write f: ver ind/ uv ind
-        for i in range(triangles.shape[0]):
-            s = 'f {}/{} {}/{} {}/{}\n'.format(triangles[i,2], triangles[i,2], triangles[i,1], triangles[i,1], triangles[i,0], triangles[i,0])
-            f.write(s)
-
-    # write mtl
-    with open(mtl_name, 'w') as f:
-        f.write("newmtl FaceTexture\n")
-        s = 'map_Kd {}\n'.format(os.path.abspath(texture_name)) # map to image
-        f.write(s)
-
-    # write texture as png
-    imsave(texture_name, texture)
-
-
-def write_obj_with_colors_texture(obj_name, vertices, triangles, colors, texture, uv_coords):
-    ''' Save 3D face model with texture. 
-    Ref: https://github.com/patrikhuber/eos/blob/bd00155ebae4b1a13b08bf5a991694d682abbada/include/eos/core/Mesh.hpp
-    Args:
-        obj_name: str
-        vertices: shape = (nver, 3)
-        triangles: shape = (ntri, 3)
-        colors: shape = (nver, 3)
-        texture: shape = (256,256,3)
-        uv_coords: shape = (nver, 3) max value<=1
-    '''
-    if obj_name.split('.')[-1] != 'obj':
-        obj_name = obj_name + '.obj'
-    mtl_name = obj_name.replace('.obj', '.mtl')
-    texture_name = obj_name.replace('.obj', '_texture.png')
-    
-    triangles = triangles.copy()
-    triangles += 1 # mesh lab start with 1
-    
-    # write obj
-    with open(obj_name, 'w') as f:
-        # first line: write mtlib(material library)
-        s = "mtllib {}\n".format(os.path.abspath(mtl_name))
-        f.write(s)
-
-        # write vertices
-        for i in range(vertices.shape[0]):
-            s = 'v {} {} {} {} {} {}\n'.format(vertices[i, 0], vertices[i, 1], vertices[i, 2], colors[i, 0], colors[i, 1], colors[i, 2])
-            f.write(s)
-        
-        # write uv coords
-        for i in range(uv_coords.shape[0]):
-            # s = 'vt {} {}\n'.format(uv_coords[i,0], 1 - uv_coords[i,1])
-            s = 'vt {} {}\n'.format(uv_coords[i,0], uv_coords[i,1])
-            f.write(s)
-
-        f.write("usemtl FaceTexture\n")
-
-        # write f: ver ind/ uv ind
-        for i in range(triangles.shape[0]):
-            # s = 'f {}/{} {}/{} {}/{}\n'.format(triangles[i,0], triangles[i,0], triangles[i,1], triangles[i,1], triangles[i,2], triangles[i,2])
-            s = 'f {}/{} {}/{} {}/{}\n'.format(triangles[i,2], triangles[i,2], triangles[i,1], triangles[i,1], triangles[i,0], triangles[i,0])
-            f.write(s)
-
-    # write mtl
-    with open(mtl_name, 'w') as f:
-        f.write("newmtl FaceTexture\n")
-        s = 'map_Kd {}\n'.format(os.path.abspath(texture_name)) # map to image
-        f.write(s)
-
-    # write texture as png
-    io.imsave(texture_name, texture)
\ No newline at end of file
diff --git a/faceswapimg_data/insightface/thirdparty/face3d/mesh_numpy/light.py b/faceswapimg_data/insightface/thirdparty/face3d/mesh_numpy/light.py
deleted file mode 100644
index bde57114bdd57b6e9a2bac59942bfcbfbf17cbe3..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/thirdparty/face3d/mesh_numpy/light.py
+++ /dev/null
@@ -1,215 +0,0 @@
-'''
-Functions about lighting mesh(changing colors/texture of mesh).
-1. add light to colors/texture (shade each vertex)
-2. fit light according to colors/texture & image.
-
-Preparation knowledge:
-lighting: https://cs184.eecs.berkeley.edu/lecture/pipeline
-spherical harmonics in human face: '3D Face Reconstruction from a Single Image Using a Single Reference Face Shape'
-'''
-
-from __future__ import absolute_import
-from __future__ import division
-from __future__ import print_function
-
-import numpy as np
-
-def get_normal(vertices, triangles):
-    ''' calculate normal direction in each vertex
-    Args:
-        vertices: [nver, 3]
-        triangles: [ntri, 3]
-    Returns:
-        normal: [nver, 3]
-    '''
-    pt0 = vertices[triangles[:, 0], :] # [ntri, 3]
-    pt1 = vertices[triangles[:, 1], :] # [ntri, 3]
-    pt2 = vertices[triangles[:, 2], :] # [ntri, 3]
-    tri_normal = np.cross(pt0 - pt1, pt0 - pt2) # [ntri, 3]. normal of each triangle
-
-    normal = np.zeros_like(vertices) # [nver, 3]
-    for i in range(triangles.shape[0]):
-        normal[triangles[i, 0], :] = normal[triangles[i, 0], :] + tri_normal[i, :]
-        normal[triangles[i, 1], :] = normal[triangles[i, 1], :] + tri_normal[i, :]
-        normal[triangles[i, 2], :] = normal[triangles[i, 2], :] + tri_normal[i, :]
-    
-    # normalize to unit length
-    mag = np.sum(normal**2, 1) # [nver]
-    zero_ind = (mag == 0)
-    mag[zero_ind] = 1;
-    normal[zero_ind, 0] = np.ones((np.sum(zero_ind)))
-
-    normal = normal/np.sqrt(mag[:,np.newaxis])
-
-    return normal
-
-# TODO: test
-def add_light_sh(vertices, triangles, colors, sh_coeff):
-    ''' 
-    In 3d face, usually assume:
-    1. The surface of face is Lambertian(reflect only the low frequencies of lighting)
-    2. Lighting can be an arbitrary combination of point sources
-    --> can be expressed in terms of spherical harmonics(omit the lighting coefficients)
-    I = albedo * (sh(n) x sh_coeff)
-    
-    albedo: n x 1
-    sh_coeff: 9 x 1
-    Y(n) = (1, n_x, n_y, n_z, n_xn_y, n_xn_z, n_yn_z, n_x^2 - n_y^2, 3n_z^2 - 1)': n x 9 
-    # Y(n) = (1, n_x, n_y, n_z)': n x 4
-
-    Args:
-        vertices: [nver, 3]
-        triangles: [ntri, 3]
-        colors: [nver, 3] albedo
-        sh_coeff: [9, 1] spherical harmonics coefficients
-
-    Returns:
-        lit_colors: [nver, 3]
-    '''
-    assert vertices.shape[0] == colors.shape[0]
-    nver = vertices.shape[0]
-    normal = get_normal(vertices, triangles) # [nver, 3]
-    sh = np.array((np.ones(nver), n[:,0], n[:,1], n[:,2], n[:,0]*n[:,1], n[:,0]*n[:,2], n[:,1]*n[:,2], n[:,0]**2 - n[:,1]**2, 3*(n[:,2]**2) - 1)) # [nver, 9]
-    ref = sh.dot(sh_coeff) #[nver, 1]
-    lit_colors = colors*ref
-    return lit_colors
-
-
-def add_light(vertices, triangles, colors, light_positions = 0, light_intensities = 0):
-    ''' Gouraud shading. add point lights.
-    In 3d face, usually assume:
-    1. The surface of face is Lambertian(reflect only the low frequencies of lighting)
-    2. Lighting can be an arbitrary combination of point sources
-    3. No specular (unless skin is oil, 23333)
-
-    Ref: https://cs184.eecs.berkeley.edu/lecture/pipeline    
-    Args:
-        vertices: [nver, 3]
-        triangles: [ntri, 3]
-        light_positions: [nlight, 3] 
-        light_intensities: [nlight, 3]
-    Returns:
-        lit_colors: [nver, 3]
-    '''
-    nver = vertices.shape[0]
-    normals = get_normal(vertices, triangles) # [nver, 3]
-
-    # ambient
-    # La = ka*Ia
-
-    # diffuse
-    # Ld = kd*(I/r^2)max(0, nxl)
-    direction_to_lights = vertices[np.newaxis, :, :] - light_positions[:, np.newaxis, :] # [nlight, nver, 3]
-    direction_to_lights_n = np.sqrt(np.sum(direction_to_lights**2, axis = 2)) # [nlight, nver]
-    direction_to_lights = direction_to_lights/direction_to_lights_n[:, :, np.newaxis]
-    normals_dot_lights = normals[np.newaxis, :, :]*direction_to_lights # [nlight, nver, 3]
-    normals_dot_lights = np.sum(normals_dot_lights, axis = 2) # [nlight, nver]
-    diffuse_output = colors[np.newaxis, :, :]*normals_dot_lights[:, :, np.newaxis]*light_intensities[:, np.newaxis, :]
-    diffuse_output = np.sum(diffuse_output, axis = 0) # [nver, 3]
-    
-    # specular
-    # h = (v + l)/(|v + l|) bisector
-    # Ls = ks*(I/r^2)max(0, nxh)^p
-    # increasing p narrows the reflectionlob
-
-    lit_colors = diffuse_output # only diffuse part here.
-    lit_colors = np.minimum(np.maximum(lit_colors, 0), 1)
-    return lit_colors
-
-
-
-## TODO. estimate light(sh coeff)
-## -------------------------------- estimate. can not use now. 
-def fit_light(image, vertices, colors, triangles, vis_ind, lamb = 10, max_iter = 3):
-    [h, w, c] = image.shape
-
-    # surface normal
-    norm = get_normal(vertices, triangles)
-    
-    nver = vertices.shape[1]
-
-    # vertices --> corresponding image pixel
-    pt2d = vertices[:2, :]
-
-    pt2d[0,:] = np.minimum(np.maximum(pt2d[0,:], 0), w - 1)
-    pt2d[1,:] = np.minimum(np.maximum(pt2d[1,:], 0), h - 1)
-    pt2d = np.round(pt2d).astype(np.int32) # 2 x nver
-
-    image_pixel = image[pt2d[1,:], pt2d[0,:], :] # nver x 3
-    image_pixel = image_pixel.T # 3 x nver
-
-    # vertices --> corresponding mean texture pixel with illumination
-    # Spherical Harmonic Basis
-    harmonic_dim = 9
-    nx = norm[0,:];
-    ny = norm[1,:];
-    nz = norm[2,:];
-    harmonic = np.zeros((nver, harmonic_dim))
-
-    pi = np.pi
-    harmonic[:,0] = np.sqrt(1/(4*pi)) * np.ones((nver,));
-    harmonic[:,1] = np.sqrt(3/(4*pi)) * nx;
-    harmonic[:,2] = np.sqrt(3/(4*pi)) * ny;
-    harmonic[:,3] = np.sqrt(3/(4*pi)) * nz;
-    harmonic[:,4] = 1/2. * np.sqrt(3/(4*pi)) * (2*nz**2 - nx**2 - ny**2);
-    harmonic[:,5] = 3 * np.sqrt(5/(12*pi)) * (ny*nz);
-    harmonic[:,6] = 3 * np.sqrt(5/(12*pi)) * (nx*nz);
-    harmonic[:,7] = 3 * np.sqrt(5/(12*pi)) * (nx*ny);
-    harmonic[:,8] = 3/2. * np.sqrt(5/(12*pi)) * (nx*nx - ny*ny);
-    
-    '''
-    I' = sum(albedo * lj * hj) j = 0:9 (albedo = tex)
-    set A = albedo*h (n x 9)
-        alpha = lj (9 x 1)
-        Y = I (n x 1)
-        Y' = A.dot(alpha)
-
-    opt function:
-        ||Y - A*alpha|| + lambda*(alpha'*alpha)
-    result:
-        A'*(Y - A*alpha) + lambda*alpha = 0
-        ==>
-        (A'*A*alpha - lambda)*alpha = A'*Y
-        left: 9 x 9
-        right: 9 x 1
-    '''
-    n_vis_ind = len(vis_ind)
-    n = n_vis_ind*c
-
-    Y = np.zeros((n, 1))
-    A = np.zeros((n, 9))
-    light = np.zeros((3, 1))
-
-    for k in range(c):
-        Y[k*n_vis_ind:(k+1)*n_vis_ind, :] = image_pixel[k, vis_ind][:, np.newaxis]
-        A[k*n_vis_ind:(k+1)*n_vis_ind, :] = texture[k, vis_ind][:, np.newaxis] * harmonic[vis_ind, :]
-        Ac = texture[k, vis_ind][:, np.newaxis]
-        Yc = image_pixel[k, vis_ind][:, np.newaxis]
-        light[k] = (Ac.T.dot(Yc))/(Ac.T.dot(Ac))
-
-    for i in range(max_iter):
-
-        Yc = Y.copy()
-        for k in range(c):
-            Yc[k*n_vis_ind:(k+1)*n_vis_ind, :]  /= light[k]
-
-        # update alpha
-        equation_left = np.dot(A.T, A) + lamb*np.eye(harmonic_dim); # why + ?
-        equation_right = np.dot(A.T, Yc) 
-        alpha = np.dot(np.linalg.inv(equation_left), equation_right)
-
-        # update light
-        for k in range(c):
-            Ac = A[k*n_vis_ind:(k+1)*n_vis_ind, :].dot(alpha)
-            Yc = Y[k*n_vis_ind:(k+1)*n_vis_ind, :]
-            light[k] = (Ac.T.dot(Yc))/(Ac.T.dot(Ac))
-
-    appearance = np.zeros_like(texture)
-    for k in range(c):
-        tmp = np.dot(harmonic*texture[k, :][:, np.newaxis], alpha*light[k])
-        appearance[k,:] = tmp.T
-
-    appearance = np.minimum(np.maximum(appearance, 0), 1)
-
-    return appearance
-
diff --git a/faceswapimg_data/insightface/thirdparty/face3d/mesh_numpy/render.py b/faceswapimg_data/insightface/thirdparty/face3d/mesh_numpy/render.py
deleted file mode 100644
index eb0d92d31ee98dd17cffc9dd67180107f52340f2..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/thirdparty/face3d/mesh_numpy/render.py
+++ /dev/null
@@ -1,287 +0,0 @@
-'''
-functions about rendering mesh(from 3d obj to 2d image).
-only use rasterization render here.
-Note that:
-1. Generally, render func includes camera, light, raterize. Here no camera and light(I write these in other files)
-2. Generally, the input vertices are normalized to [-1,1] and cetered on [0, 0]. (in world space)
-   Here, the vertices are using image coords, which centers on [w/2, h/2] with the y-axis pointing to oppisite direction.
-Means: render here only conducts interpolation.(I just want to make the input flexible)
-
-Preparation knowledge:
-z-buffer: https://cs184.eecs.berkeley.edu/lecture/pipeline
-
-Author: Yao Feng 
-Mail: yaofeng1995@gmail.com
-'''
-from __future__ import absolute_import
-from __future__ import division
-from __future__ import print_function
-
-import numpy as np
-from time import time
-
-def isPointInTri(point, tri_points):
-    ''' Judge whether the point is in the triangle
-    Method:
-        http://blackpawn.com/texts/pointinpoly/
-    Args:
-        point: (2,). [u, v] or [x, y] 
-        tri_points: (3 vertices, 2 coords). three vertices(2d points) of a triangle. 
-    Returns:
-        bool: true for in triangle
-    '''
-    tp = tri_points
-
-    # vectors
-    v0 = tp[2,:] - tp[0,:]
-    v1 = tp[1,:] - tp[0,:]
-    v2 = point - tp[0,:]
-
-    # dot products
-    dot00 = np.dot(v0.T, v0)
-    dot01 = np.dot(v0.T, v1)
-    dot02 = np.dot(v0.T, v2)
-    dot11 = np.dot(v1.T, v1)
-    dot12 = np.dot(v1.T, v2)
-
-    # barycentric coordinates
-    if dot00*dot11 - dot01*dot01 == 0:
-        inverDeno = 0
-    else:
-        inverDeno = 1/(dot00*dot11 - dot01*dot01)
-
-    u = (dot11*dot02 - dot01*dot12)*inverDeno
-    v = (dot00*dot12 - dot01*dot02)*inverDeno
-
-    # check if point in triangle
-    return (u >= 0) & (v >= 0) & (u + v < 1)
-
-def get_point_weight(point, tri_points):
-    ''' Get the weights of the position
-    Methods: https://gamedev.stackexchange.com/questions/23743/whats-the-most-efficient-way-to-find-barycentric-coordinates
-     -m1.compute the area of the triangles formed by embedding the point P inside the triangle
-     -m2.Christer Ericson's book "Real-Time Collision Detection". faster.(used)
-    Args:
-        point: (2,). [u, v] or [x, y] 
-        tri_points: (3 vertices, 2 coords). three vertices(2d points) of a triangle. 
-    Returns:
-        w0: weight of v0
-        w1: weight of v1
-        w2: weight of v3
-     '''
-    tp = tri_points
-    # vectors
-    v0 = tp[2,:] - tp[0,:]
-    v1 = tp[1,:] - tp[0,:]
-    v2 = point - tp[0,:]
-
-    # dot products
-    dot00 = np.dot(v0.T, v0)
-    dot01 = np.dot(v0.T, v1)
-    dot02 = np.dot(v0.T, v2)
-    dot11 = np.dot(v1.T, v1)
-    dot12 = np.dot(v1.T, v2)
-
-    # barycentric coordinates
-    if dot00*dot11 - dot01*dot01 == 0:
-        inverDeno = 0
-    else:
-        inverDeno = 1/(dot00*dot11 - dot01*dot01)
-
-    u = (dot11*dot02 - dot01*dot12)*inverDeno
-    v = (dot00*dot12 - dot01*dot02)*inverDeno
-
-    w0 = 1 - u - v
-    w1 = v
-    w2 = u
-
-    return w0, w1, w2
-
-def rasterize_triangles(vertices, triangles, h, w):
-    ''' 
-    Args:
-        vertices: [nver, 3]
-        triangles: [ntri, 3]
-        h: height
-        w: width
-    Returns:
-        depth_buffer: [h, w] saves the depth, here, the bigger the z, the fronter the point.
-        triangle_buffer: [h, w] saves the tri id(-1 for no triangle). 
-        barycentric_weight: [h, w, 3] saves corresponding barycentric weight.
-
-    # Each triangle has 3 vertices & Each vertex has 3 coordinates x, y, z.
-    # h, w is the size of rendering
-    '''
-    # initial 
-    depth_buffer = np.zeros([h, w]) - 999999. #+ np.min(vertices[2,:]) - 999999. # set the initial z to the farest position
-    triangle_buffer = np.zeros([h, w], dtype = np.int32) - 1  # if tri id = -1, the pixel has no triangle correspondance
-    barycentric_weight = np.zeros([h, w, 3], dtype = np.float32)  # 
-    
-    for i in range(triangles.shape[0]):
-        tri = triangles[i, :] # 3 vertex indices
-
-        # the inner bounding box
-        umin = max(int(np.ceil(np.min(vertices[tri, 0]))), 0)
-        umax = min(int(np.floor(np.max(vertices[tri, 0]))), w-1)
-
-        vmin = max(int(np.ceil(np.min(vertices[tri, 1]))), 0)
-        vmax = min(int(np.floor(np.max(vertices[tri, 1]))), h-1)
-
-        if umax<umin or vmax<vmin:
-            continue
-
-        for u in range(umin, umax+1):
-            for v in range(vmin, vmax+1):
-                if not isPointInTri([u,v], vertices[tri, :2]): 
-                    continue
-                w0, w1, w2 = get_point_weight([u, v], vertices[tri, :2]) # barycentric weight
-                point_depth = w0*vertices[tri[0], 2] + w1*vertices[tri[1], 2] + w2*vertices[tri[2], 2]
-                if point_depth > depth_buffer[v, u]:
-                    depth_buffer[v, u] = point_depth
-                    triangle_buffer[v, u] = i
-                    barycentric_weight[v, u, :] = np.array([w0, w1, w2])
-
-    return depth_buffer, triangle_buffer, barycentric_weight
-
-
-def render_colors_ras(vertices, triangles, colors, h, w, c = 3):
-    ''' render mesh with colors(rasterize triangle first)
-    Args:
-        vertices: [nver, 3]
-        triangles: [ntri, 3] 
-        colors: [nver, 3]
-        h: height
-        w: width    
-        c: channel
-    Returns:
-        image: [h, w, c]. rendering.
-    '''
-    assert vertices.shape[0] == colors.shape[0]
-
-    depth_buffer, triangle_buffer, barycentric_weight = rasterize_triangles(vertices, triangles, h, w)
-
-    triangle_buffer_flat = np.reshape(triangle_buffer, [-1]) # [h*w]
-    barycentric_weight_flat = np.reshape(barycentric_weight, [-1, c]) #[h*w, c]
-    weight = barycentric_weight_flat[:, :, np.newaxis] # [h*w, 3(ver in tri), 1]
-
-    colors_flat = colors[triangles[triangle_buffer_flat, :], :] # [h*w(tri id in pixel), 3(ver in tri), c(color in ver)]
-    colors_flat = weight*colors_flat # [h*w, 3, 3]
-    colors_flat = np.sum(colors_flat, 1) #[h*w, 3]. add tri.
-
-    image = np.reshape(colors_flat, [h, w, c])
-    # mask = (triangle_buffer[:,:] > -1).astype(np.float32)
-    # image = image*mask[:,:,np.newaxis]
-    return image
-
-
-def render_colors(vertices, triangles, colors, h, w, c = 3):
-    ''' render mesh with colors
-    Args:
-        vertices: [nver, 3]
-        triangles: [ntri, 3] 
-        colors: [nver, 3]
-        h: height
-        w: width    
-    Returns:
-        image: [h, w, c]. 
-    '''
-    assert vertices.shape[0] == colors.shape[0]
-    
-    # initial 
-    image = np.zeros((h, w, c))
-    depth_buffer = np.zeros([h, w]) - 999999.
-
-    for i in range(triangles.shape[0]):
-        tri = triangles[i, :] # 3 vertex indices
-
-        # the inner bounding box
-        umin = max(int(np.ceil(np.min(vertices[tri, 0]))), 0)
-        umax = min(int(np.floor(np.max(vertices[tri, 0]))), w-1)
-
-        vmin = max(int(np.ceil(np.min(vertices[tri, 1]))), 0)
-        vmax = min(int(np.floor(np.max(vertices[tri, 1]))), h-1)
-
-        if umax<umin or vmax<vmin:
-            continue
-
-        for u in range(umin, umax+1):
-            for v in range(vmin, vmax+1):
-                if not isPointInTri([u,v], vertices[tri, :2]): 
-                    continue
-                w0, w1, w2 = get_point_weight([u, v], vertices[tri, :2])
-                point_depth = w0*vertices[tri[0], 2] + w1*vertices[tri[1], 2] + w2*vertices[tri[2], 2]
-
-                if point_depth > depth_buffer[v, u]:
-                    depth_buffer[v, u] = point_depth
-                    image[v, u, :] = w0*colors[tri[0], :] + w1*colors[tri[1], :] + w2*colors[tri[2], :]
-    return image
-
-
-def render_texture(vertices, triangles, texture, tex_coords, tex_triangles, h, w, c = 3, mapping_type = 'nearest'):
-    ''' render mesh with texture map
-    Args:
-        vertices: [nver], 3
-        triangles: [ntri, 3]
-        texture: [tex_h, tex_w, 3]
-        tex_coords: [ntexcoords, 3]
-        tex_triangles: [ntri, 3]
-        h: height of rendering
-        w: width of rendering
-        c: channel
-        mapping_type: 'bilinear' or 'nearest'
-    '''
-    assert triangles.shape[0] == tex_triangles.shape[0]
-    tex_h, tex_w, _ = texture.shape
-
-    # initial 
-    image = np.zeros((h, w, c))
-    depth_buffer = np.zeros([h, w]) - 999999.
-
-    for i in range(triangles.shape[0]):
-        tri = triangles[i, :] # 3 vertex indices
-        tex_tri = tex_triangles[i, :] # 3 tex indice
-
-        # the inner bounding box
-        umin = max(int(np.ceil(np.min(vertices[tri, 0]))), 0)
-        umax = min(int(np.floor(np.max(vertices[tri, 0]))), w-1)
-
-        vmin = max(int(np.ceil(np.min(vertices[tri, 1]))), 0)
-        vmax = min(int(np.floor(np.max(vertices[tri, 1]))), h-1)
-
-        if umax<umin or vmax<vmin:
-            continue
-
-        for u in range(umin, umax+1):
-            for v in range(vmin, vmax+1):
-                if not isPointInTri([u,v], vertices[tri, :2]): 
-                    continue
-                w0, w1, w2 = get_point_weight([u, v], vertices[tri, :2])
-                point_depth = w0*vertices[tri[0], 2] + w1*vertices[tri[1], 2] + w2*vertices[tri[2], 2]
-                if point_depth > depth_buffer[v, u]:
-                    # update depth
-                    depth_buffer[v, u] = point_depth    
-                    
-                    # tex coord
-                    tex_xy = w0*tex_coords[tex_tri[0], :] + w1*tex_coords[tex_tri[1], :] + w2*tex_coords[tex_tri[2], :]
-                    tex_xy[0] = max(min(tex_xy[0], float(tex_w - 1)), 0.0); 
-                    tex_xy[1] = max(min(tex_xy[1], float(tex_h - 1)), 0.0); 
-
-                    # nearest
-                    if mapping_type == 'nearest':
-                        tex_xy = np.round(tex_xy).astype(np.int32)
-                        tex_value = texture[tex_xy[1], tex_xy[0], :] 
-
-                    # bilinear
-                    elif mapping_type == 'bilinear':
-                        # next 4 pixels
-                        ul = texture[int(np.floor(tex_xy[1])), int(np.floor(tex_xy[0])), :]
-                        ur = texture[int(np.floor(tex_xy[1])), int(np.ceil(tex_xy[0])), :]
-                        dl = texture[int(np.ceil(tex_xy[1])), int(np.floor(tex_xy[0])), :]
-                        dr = texture[int(np.ceil(tex_xy[1])), int(np.ceil(tex_xy[0])), :]
-
-                        yd = tex_xy[1] - np.floor(tex_xy[1])
-                        xd = tex_xy[0] - np.floor(tex_xy[0])
-                        tex_value = ul*(1-xd)*(1-yd) + ur*xd*(1-yd) + dl*(1-xd)*yd + dr*xd*yd
-
-                    image[v, u, :] = tex_value
-    return image
\ No newline at end of file
diff --git a/faceswapimg_data/insightface/thirdparty/face3d/mesh_numpy/transform.py b/faceswapimg_data/insightface/thirdparty/face3d/mesh_numpy/transform.py
deleted file mode 100644
index ab56e370ce6218650b4fa7cd6f503e3ac73be854..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/thirdparty/face3d/mesh_numpy/transform.py
+++ /dev/null
@@ -1,385 +0,0 @@
-'''
-Functions about transforming mesh(changing the position: modify vertices).
-1. forward: transform(transform, camera, project).
-2. backward: estimate transform matrix from correspondences.
-
-Preparation knowledge:
-transform&camera model:
-https://cs184.eecs.berkeley.edu/lecture/transforms-2
-Part I: camera geometry and single view geometry in MVGCV
-'''
-
-from __future__ import absolute_import
-from __future__ import division
-from __future__ import print_function
-
-import numpy as np
-import math
-from math import cos, sin
-
-def angle2matrix(angles):
-    ''' get rotation matrix from three rotation angles(degree). right-handed.
-    Args:
-        angles: [3,]. x, y, z angles
-        x: pitch. positive for looking down.
-        y: yaw. positive for looking left. 
-        z: roll. positive for tilting head right. 
-    Returns:
-        R: [3, 3]. rotation matrix.
-    '''
-    x, y, z = np.deg2rad(angles[0]), np.deg2rad(angles[1]), np.deg2rad(angles[2])
-    # x
-    Rx=np.array([[1,      0,       0],
-                 [0, cos(x),  -sin(x)],
-                 [0, sin(x),   cos(x)]])
-    # y
-    Ry=np.array([[ cos(y), 0, sin(y)],
-                 [      0, 1,      0],
-                 [-sin(y), 0, cos(y)]])
-    # z
-    Rz=np.array([[cos(z), -sin(z), 0],
-                 [sin(z),  cos(z), 0],
-                 [     0,       0, 1]])
-    
-    R=Rz.dot(Ry.dot(Rx))
-    return R.astype(np.float32)
-
-def angle2matrix_3ddfa(angles):
-    ''' get rotation matrix from three rotation angles(radian). The same as in 3DDFA.
-    Args:
-        angles: [3,]. x, y, z angles
-        x: pitch.
-        y: yaw. 
-        z: roll. 
-    Returns:
-        R: 3x3. rotation matrix.
-    '''
-    # x, y, z = np.deg2rad(angles[0]), np.deg2rad(angles[1]), np.deg2rad(angles[2])
-    x, y, z = angles[0], angles[1], angles[2]
-    
-    # x
-    Rx=np.array([[1,      0,       0],
-                 [0, cos(x),  sin(x)],
-                 [0, -sin(x),   cos(x)]])
-    # y
-    Ry=np.array([[ cos(y), 0, -sin(y)],
-                 [      0, 1,      0],
-                 [sin(y), 0, cos(y)]])
-    # z
-    Rz=np.array([[cos(z), sin(z), 0],
-                 [-sin(z),  cos(z), 0],
-                 [     0,       0, 1]])
-    R = Rx.dot(Ry).dot(Rz)
-    return R.astype(np.float32)
-
-
-## ------------------------------------------ 1. transform(transform, project, camera).
-## ---------- 3d-3d transform. Transform obj in world space
-def rotate(vertices, angles):
-    ''' rotate vertices. 
-    X_new = R.dot(X). X: 3 x 1   
-    Args:
-        vertices: [nver, 3]. 
-        rx, ry, rz: degree angles
-        rx: pitch. positive for looking down 
-        ry: yaw. positive for looking left
-        rz: roll. positive for tilting head right
-    Returns:
-        rotated vertices: [nver, 3]
-    '''
-    R = angle2matrix(angles)
-    rotated_vertices = vertices.dot(R.T)
-
-    return rotated_vertices
-
-def similarity_transform(vertices, s, R, t3d):
-    ''' similarity transform. dof = 7.
-    3D: s*R.dot(X) + t
-    Homo: M = [[sR, t],[0^T, 1]].  M.dot(X)
-    Args:(float32)
-        vertices: [nver, 3]. 
-        s: [1,]. scale factor.
-        R: [3,3]. rotation matrix.
-        t3d: [3,]. 3d translation vector.
-    Returns:
-        transformed vertices: [nver, 3]
-    '''
-    t3d = np.squeeze(np.array(t3d, dtype = np.float32))
-    transformed_vertices = s * vertices.dot(R.T) + t3d[np.newaxis, :]
-
-    return transformed_vertices
-
-
-## -------------- Camera. from world space to camera space
-# Ref: https://cs184.eecs.berkeley.edu/lecture/transforms-2
-def normalize(x):
-    epsilon = 1e-12
-    norm = np.sqrt(np.sum(x**2, axis = 0))
-    norm = np.maximum(norm, epsilon)
-    return x/norm
-
-def lookat_camera(vertices, eye, at = None, up = None):
-    """ 'look at' transformation: from world space to camera space
-    standard camera space: 
-        camera located at the origin. 
-        looking down negative z-axis. 
-        vertical vector is y-axis.
-    Xcam = R(X - C)
-    Homo: [[R, -RC], [0, 1]]
-    Args:
-      vertices: [nver, 3] 
-      eye: [3,] the XYZ world space position of the camera.
-      at: [3,] a position along the center of the camera's gaze.
-      up: [3,] up direction 
-    Returns:
-      transformed_vertices: [nver, 3]
-    """
-    if at is None:
-      at = np.array([0, 0, 0], np.float32)
-    if up is None:
-      up = np.array([0, 1, 0], np.float32)
-
-    eye = np.array(eye).astype(np.float32)
-    at = np.array(at).astype(np.float32)
-    z_aixs = -normalize(at - eye) # look forward
-    x_aixs = normalize(np.cross(up, z_aixs)) # look right
-    y_axis = np.cross(z_aixs, x_aixs) # look up
-
-    R = np.stack((x_aixs, y_axis, z_aixs))#, axis = 0) # 3 x 3
-    transformed_vertices = vertices - eye # translation
-    transformed_vertices = transformed_vertices.dot(R.T) # rotation
-    return transformed_vertices
-
-## --------- 3d-2d project. from camera space to image plane
-# generally, image plane only keeps x,y channels, here reserve z channel for calculating z-buffer.
-def orthographic_project(vertices):
-    ''' scaled orthographic projection(just delete z)
-        assumes: variations in depth over the object is small relative to the mean distance from camera to object
-        x -> x*f/z, y -> x*f/z, z -> f.
-        for point i,j. zi~=zj. so just delete z
-        ** often used in face
-        Homo: P = [[1,0,0,0], [0,1,0,0], [0,0,1,0]]
-    Args:
-        vertices: [nver, 3]
-    Returns:
-        projected_vertices: [nver, 3] if isKeepZ=True. [nver, 2] if isKeepZ=False.
-    '''
-    return vertices.copy()
-
-def perspective_project(vertices, fovy, aspect_ratio = 1., near = 0.1, far = 1000.):
-    ''' perspective projection.
-    Args:
-        vertices: [nver, 3]
-        fovy: vertical angular field of view. degree.
-        aspect_ratio : width / height of field of view
-        near : depth of near clipping plane
-        far : depth of far clipping plane
-    Returns:
-        projected_vertices: [nver, 3] 
-    '''
-    fovy = np.deg2rad(fovy)
-    top = near*np.tan(fovy)
-    bottom = -top 
-    right = top*aspect_ratio
-    left = -right
-
-    #-- homo
-    P = np.array([[near/right, 0, 0, 0],
-                 [0, near/top, 0, 0],
-                 [0, 0, -(far+near)/(far-near), -2*far*near/(far-near)],
-                 [0, 0, -1, 0]])
-    vertices_homo = np.hstack((vertices, np.ones((vertices.shape[0], 1)))) # [nver, 4]
-    projected_vertices = vertices_homo.dot(P.T)
-    projected_vertices = projected_vertices/projected_vertices[:,3:]
-    projected_vertices = projected_vertices[:,:3]
-    projected_vertices[:,2] = -projected_vertices[:,2]
-
-    #-- non homo. only fovy
-    # projected_vertices = vertices.copy()
-    # projected_vertices[:,0] = -(near/right)*vertices[:,0]/vertices[:,2]
-    # projected_vertices[:,1] = -(near/top)*vertices[:,1]/vertices[:,2]
-    return projected_vertices
-
-
-def to_image(vertices, h, w, is_perspective = False):
-    ''' change vertices to image coord system
-    3d system: XYZ, center(0, 0, 0)
-    2d image: x(u), y(v). center(w/2, h/2), flip y-axis. 
-    Args:
-        vertices: [nver, 3]
-        h: height of the rendering
-        w : width of the rendering
-    Returns:
-        projected_vertices: [nver, 3]  
-    '''
-    image_vertices = vertices.copy()
-    if is_perspective:
-        # if perspective, the projected vertices are normalized to [-1, 1]. so change it to image size first.
-        image_vertices[:,0] = image_vertices[:,0]*w/2
-        image_vertices[:,1] = image_vertices[:,1]*h/2
-    # move to center of image
-    image_vertices[:,0] = image_vertices[:,0] + w/2
-    image_vertices[:,1] = image_vertices[:,1] + h/2
-    # flip vertices along y-axis.
-    image_vertices[:,1] = h - image_vertices[:,1] - 1
-    return image_vertices
-
-
-#### -------------------------------------------2. estimate transform matrix from correspondences.
-def estimate_affine_matrix_3d23d(X, Y):
-    ''' Using least-squares solution 
-    Args:
-        X: [n, 3]. 3d points(fixed)
-        Y: [n, 3]. corresponding 3d points(moving). Y = PX
-    Returns:
-        P_Affine: (3, 4). Affine camera matrix (the third row is [0, 0, 0, 1]).
-    '''
-    X_homo = np.hstack((X, np.ones([X.shape[1],1]))) #n x 4
-    P = np.linalg.lstsq(X_homo, Y)[0].T # Affine matrix. 3 x 4
-    return P
-    
-def estimate_affine_matrix_3d22d(X, x):
-    ''' Using Golden Standard Algorithm for estimating an affine camera
-        matrix P from world to image correspondences.
-        See Alg.7.2. in MVGCV 
-        Code Ref: https://github.com/patrikhuber/eos/blob/master/include/eos/fitting/affine_camera_estimation.hpp
-        x_homo = X_homo.dot(P_Affine)
-    Args:
-        X: [n, 3]. corresponding 3d points(fixed)
-        x: [n, 2]. n>=4. 2d points(moving). x = PX
-    Returns:
-        P_Affine: [3, 4]. Affine camera matrix
-    '''
-    X = X.T; x = x.T
-    assert(x.shape[1] == X.shape[1])
-    n = x.shape[1]
-    assert(n >= 4)
-
-    #--- 1. normalization
-    # 2d points
-    mean = np.mean(x, 1) # (2,)
-    x = x - np.tile(mean[:, np.newaxis], [1, n])
-    average_norm = np.mean(np.sqrt(np.sum(x**2, 0)))
-    scale = np.sqrt(2) / average_norm
-    x = scale * x
-
-    T = np.zeros((3,3), dtype = np.float32)
-    T[0, 0] = T[1, 1] = scale
-    T[:2, 2] = -mean*scale
-    T[2, 2] = 1
-
-    # 3d points
-    X_homo = np.vstack((X, np.ones((1, n))))
-    mean = np.mean(X, 1) # (3,)
-    X = X - np.tile(mean[:, np.newaxis], [1, n])
-    m = X_homo[:3,:] - X
-    average_norm = np.mean(np.sqrt(np.sum(X**2, 0)))
-    scale = np.sqrt(3) / average_norm
-    X = scale * X
-
-    U = np.zeros((4,4), dtype = np.float32)
-    U[0, 0] = U[1, 1] = U[2, 2] = scale
-    U[:3, 3] = -mean*scale
-    U[3, 3] = 1
-
-    # --- 2. equations
-    A = np.zeros((n*2, 8), dtype = np.float32);
-    X_homo = np.vstack((X, np.ones((1, n)))).T
-    A[:n, :4] = X_homo
-    A[n:, 4:] = X_homo
-    b = np.reshape(x, [-1, 1])
- 
-    # --- 3. solution
-    p_8 = np.linalg.pinv(A).dot(b)
-    P = np.zeros((3, 4), dtype = np.float32)
-    P[0, :] = p_8[:4, 0]
-    P[1, :] = p_8[4:, 0]
-    P[-1, -1] = 1
-
-    # --- 4. denormalization
-    P_Affine = np.linalg.inv(T).dot(P.dot(U))
-    return P_Affine
-
-def P2sRt(P):
-    ''' decompositing camera matrix P
-    Args: 
-        P: (3, 4). Affine Camera Matrix.
-    Returns:
-        s: scale factor.
-        R: (3, 3). rotation matrix.
-        t: (3,). translation. 
-    '''
-    t = P[:, 3]
-    R1 = P[0:1, :3]
-    R2 = P[1:2, :3]
-    s = (np.linalg.norm(R1) + np.linalg.norm(R2))/2.0
-    r1 = R1/np.linalg.norm(R1)
-    r2 = R2/np.linalg.norm(R2)
-    r3 = np.cross(r1, r2)
-
-    R = np.concatenate((r1, r2, r3), 0)
-    return s, R, t
-
-#Ref: https://www.learnopencv.com/rotation-matrix-to-euler-angles/
-def isRotationMatrix(R):
-    ''' checks if a matrix is a valid rotation matrix(whether orthogonal or not)
-    '''
-    Rt = np.transpose(R)
-    shouldBeIdentity = np.dot(Rt, R)
-    I = np.identity(3, dtype = R.dtype)
-    n = np.linalg.norm(I - shouldBeIdentity)
-    return n < 1e-6
-
-def matrix2angle(R):
-    ''' get three Euler angles from Rotation Matrix
-    Args:
-        R: (3,3). rotation matrix
-    Returns:
-        x: pitch
-        y: yaw
-        z: roll
-    '''
-    assert(isRotationMatrix)
-    sy = math.sqrt(R[0,0] * R[0,0] +  R[1,0] * R[1,0])
-     
-    singular = sy < 1e-6
- 
-    if  not singular :
-        x = math.atan2(R[2,1] , R[2,2])
-        y = math.atan2(-R[2,0], sy)
-        z = math.atan2(R[1,0], R[0,0])
-    else :
-        x = math.atan2(-R[1,2], R[1,1])
-        y = math.atan2(-R[2,0], sy)
-        z = 0
-
-    # rx, ry, rz = np.rad2deg(x), np.rad2deg(y), np.rad2deg(z)
-    rx, ry, rz = x*180/np.pi, y*180/np.pi, z*180/np.pi
-    return rx, ry, rz
-
-# def matrix2angle(R):
-#     ''' compute three Euler angles from a Rotation Matrix. Ref: http://www.gregslabaugh.net/publications/euler.pdf
-#     Args:
-#         R: (3,3). rotation matrix
-#     Returns:
-#         x: yaw
-#         y: pitch
-#         z: roll
-#     '''
-#     # assert(isRotationMatrix(R))
-
-#     if R[2,0] !=1 or R[2,0] != -1:
-#         x = math.asin(R[2,0])
-#         y = math.atan2(R[2,1]/cos(x), R[2,2]/cos(x))
-#         z = math.atan2(R[1,0]/cos(x), R[0,0]/cos(x))
-        
-#     else:# Gimbal lock
-#         z = 0 #can be anything
-#         if R[2,0] == -1:
-#             x = np.pi/2
-#             y = z + math.atan2(R[0,1], R[0,2])
-#         else:
-#             x = -np.pi/2
-#             y = -z + math.atan2(-R[0,1], -R[0,2])
-
-#     return x, y, z
\ No newline at end of file
diff --git a/faceswapimg_data/insightface/thirdparty/face3d/mesh_numpy/vis.py b/faceswapimg_data/insightface/thirdparty/face3d/mesh_numpy/vis.py
deleted file mode 100644
index 9db972f2c463a310fa4abde16d6a7baf02797c90..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/thirdparty/face3d/mesh_numpy/vis.py
+++ /dev/null
@@ -1,24 +0,0 @@
-from __future__ import absolute_import
-from __future__ import division
-from __future__ import print_function
-
-import numpy as np
-import matplotlib.pyplot as plt
-from skimage import measure
-from mpl_toolkits.mplot3d import Axes3D
-
-def plot_mesh(vertices, triangles, subplot = [1,1,1], title = 'mesh', el = 90, az = -90, lwdt=.1, dist = 6, color = "grey"):
-	'''
-	plot the mesh 
-	Args:
-		vertices: [nver, 3]
-		triangles: [ntri, 3]
-	'''
-	ax = plt.subplot(subplot[0], subplot[1], subplot[2], projection = '3d')
-	ax.plot_trisurf(vertices[:, 0], vertices[:, 1], vertices[:, 2], triangles = triangles, lw = lwdt, color = color, alpha = 1)
-	ax.axis("off")
-	ax.view_init(elev = el, azim = az)
-	ax.dist = dist
-	plt.title(title)
-
-### -------------- Todo: use vtk to visualize mesh? or visvis? or VisPy?
diff --git a/faceswapimg_data/insightface/thirdparty/face3d/morphable_model/__init__.py b/faceswapimg_data/insightface/thirdparty/face3d/morphable_model/__init__.py
deleted file mode 100644
index 19fc6a60231fc08fa728059bfc88db82703b0475..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/thirdparty/face3d/morphable_model/__init__.py
+++ /dev/null
@@ -1,7 +0,0 @@
-from __future__ import absolute_import
-from __future__ import division
-from __future__ import print_function
-
-from .. import mesh
-from .morphabel_model import MorphabelModel
-from . import load
\ No newline at end of file
diff --git a/faceswapimg_data/insightface/thirdparty/face3d/morphable_model/__pycache__/__init__.cpython-39.pyc b/faceswapimg_data/insightface/thirdparty/face3d/morphable_model/__pycache__/__init__.cpython-39.pyc
deleted file mode 100644
index 2467f01e46915687c2b1fa777fa5df7ee8c9eae5..0000000000000000000000000000000000000000
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diff --git a/faceswapimg_data/insightface/thirdparty/face3d/morphable_model/__pycache__/fit.cpython-39.pyc b/faceswapimg_data/insightface/thirdparty/face3d/morphable_model/__pycache__/fit.cpython-39.pyc
deleted file mode 100644
index c7551b21e0fbe68bd3bcc6d88390bf0757b6bb78..0000000000000000000000000000000000000000
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diff --git a/faceswapimg_data/insightface/thirdparty/face3d/morphable_model/__pycache__/load.cpython-39.pyc b/faceswapimg_data/insightface/thirdparty/face3d/morphable_model/__pycache__/load.cpython-39.pyc
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diff --git a/faceswapimg_data/insightface/thirdparty/face3d/morphable_model/__pycache__/morphabel_model.cpython-39.pyc b/faceswapimg_data/insightface/thirdparty/face3d/morphable_model/__pycache__/morphabel_model.cpython-39.pyc
deleted file mode 100644
index 4d63c793446094920f9a7a58ba918bcb99179f22..0000000000000000000000000000000000000000
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diff --git a/faceswapimg_data/insightface/thirdparty/face3d/morphable_model/fit.py b/faceswapimg_data/insightface/thirdparty/face3d/morphable_model/fit.py
deleted file mode 100644
index 480532c57c1c2824e0652be29d719a22b0ee871a..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/thirdparty/face3d/morphable_model/fit.py
+++ /dev/null
@@ -1,272 +0,0 @@
-'''
-Estimating parameters about vertices: shape para, exp para, pose para(s, R, t)
-'''
-import numpy as np
-from .. import mesh
-
-''' TODO: a clear document. 
-Given: image_points, 3D Model, Camera Matrix(s, R, t2d)
-Estimate: shape parameters, expression parameters
-
-Inference: 
-
-    projected_vertices = s*P*R(mu + shape + exp) + t2d  --> image_points
-    s*P*R*shape + s*P*R(mu + exp) + t2d --> image_poitns
-
-    # Define:
-    X = vertices
-    x_hat = projected_vertices
-    x = image_points
-    A = s*P*R
-    b = s*P*R(mu + exp) + t2d
-    ==>
-    x_hat = A*shape + b  (2 x n)
-
-    A*shape (2 x n)
-    shape = reshape(shapePC * sp) (3 x n)
-    shapePC*sp : (3n x 1)
-
-    * flatten:
-    x_hat_flatten = A*shape + b_flatten  (2n x 1)
-    A*shape (2n x 1)
-    --> A*shapePC (2n x 199)  sp: 199 x 1
-    
-    # Define:
-    pc_2d = A* reshape(shapePC)
-    pc_2d_flatten = flatten(pc_2d) (2n x 199)
-
-    =====>
-    x_hat_flatten = pc_2d_flatten * sp + b_flatten ---> x_flatten (2n x 1)
-
-    Goals:
-    (ignore flatten, pc_2d-->pc)
-    min E = || x_hat - x || + lambda*sum(sp/sigma)^2
-          = || pc * sp + b - x || + lambda*sum(sp/sigma)^2
-
-    Solve:
-    d(E)/d(sp) = 0
-    2 * pc' * (pc * sp + b - x) + 2 * lambda * sp / (sigma' * sigma) = 0
-
-    Get:
-    (pc' * pc + lambda / (sigma'* sigma)) * sp  = pc' * (x - b)
-
-'''
-
-def estimate_shape(x, shapeMU, shapePC, shapeEV, expression, s, R, t2d, lamb = 3000):
-    '''
-    Args:
-        x: (2, n). image points (to be fitted)
-        shapeMU: (3n, 1)
-        shapePC: (3n, n_sp)
-        shapeEV: (n_sp, 1)
-        expression: (3, n)
-        s: scale
-        R: (3, 3). rotation matrix
-        t2d: (2,). 2d translation
-        lambda: regulation coefficient
-
-    Returns:
-        shape_para: (n_sp, 1) shape parameters(coefficients)
-    '''
-    x = x.copy()
-    assert(shapeMU.shape[0] == shapePC.shape[0])
-    assert(shapeMU.shape[0] == x.shape[1]*3)
-
-    dof = shapePC.shape[1]
-
-    n = x.shape[1]
-    sigma = shapeEV
-    t2d = np.array(t2d)
-    P = np.array([[1, 0, 0], [0, 1, 0]], dtype = np.float32)
-    A = s*P.dot(R)
-
-    # --- calc pc
-    pc_3d = np.resize(shapePC.T, [dof, n, 3]) # 199 x n x 3
-    pc_3d = np.reshape(pc_3d, [dof*n, 3]) 
-    pc_2d = pc_3d.dot(A.T.copy()) # 199 x n x 2
-    
-    pc = np.reshape(pc_2d, [dof, -1]).T # 2n x 199
-
-    # --- calc b
-    # shapeMU
-    mu_3d = np.resize(shapeMU, [n, 3]).T # 3 x n
-    # expression
-    exp_3d = expression
-    # 
-    b = A.dot(mu_3d + exp_3d) + np.tile(t2d[:, np.newaxis], [1, n]) # 2 x n
-    b = np.reshape(b.T, [-1, 1]) # 2n x 1
-
-    # --- solve
-    equation_left = np.dot(pc.T, pc) + lamb * np.diagflat(1/sigma**2)
-    x = np.reshape(x.T, [-1, 1])
-    equation_right = np.dot(pc.T, x - b)
-
-    shape_para = np.dot(np.linalg.inv(equation_left), equation_right)
-
-    return shape_para
-
-def estimate_expression(x, shapeMU, expPC, expEV, shape, s, R, t2d, lamb = 2000):
-    '''
-    Args:
-        x: (2, n). image points (to be fitted)
-        shapeMU: (3n, 1)
-        expPC: (3n, n_ep)
-        expEV: (n_ep, 1)
-        shape: (3, n)
-        s: scale
-        R: (3, 3). rotation matrix
-        t2d: (2,). 2d translation
-        lambda: regulation coefficient
-
-    Returns:
-        exp_para: (n_ep, 1) shape parameters(coefficients)
-    '''
-    x = x.copy()
-    assert(shapeMU.shape[0] == expPC.shape[0])
-    assert(shapeMU.shape[0] == x.shape[1]*3)
-
-    dof = expPC.shape[1]
-
-    n = x.shape[1]
-    sigma = expEV
-    t2d = np.array(t2d)
-    P = np.array([[1, 0, 0], [0, 1, 0]], dtype = np.float32)
-    A = s*P.dot(R)
-
-    # --- calc pc
-    pc_3d = np.resize(expPC.T, [dof, n, 3]) 
-    pc_3d = np.reshape(pc_3d, [dof*n, 3]) 
-    pc_2d = pc_3d.dot(A.T) 
-    pc = np.reshape(pc_2d, [dof, -1]).T # 2n x 29
-
-    # --- calc b
-    # shapeMU
-    mu_3d = np.resize(shapeMU, [n, 3]).T # 3 x n
-    # expression
-    shape_3d = shape
-    # 
-    b = A.dot(mu_3d + shape_3d) + np.tile(t2d[:, np.newaxis], [1, n]) # 2 x n
-    b = np.reshape(b.T, [-1, 1]) # 2n x 1
-
-    # --- solve
-    equation_left = np.dot(pc.T, pc) + lamb * np.diagflat(1/sigma**2)
-    x = np.reshape(x.T, [-1, 1])
-    equation_right = np.dot(pc.T, x - b)
-
-    exp_para = np.dot(np.linalg.inv(equation_left), equation_right)
-    
-    return exp_para
-
-
-# ---------------- fit 
-def fit_points(x, X_ind, model, n_sp, n_ep, max_iter = 4):
-    '''
-    Args:
-        x: (n, 2) image points
-        X_ind: (n,) corresponding Model vertex indices
-        model: 3DMM
-        max_iter: iteration
-    Returns:
-        sp: (n_sp, 1). shape parameters
-        ep: (n_ep, 1). exp parameters
-        s, R, t
-    '''
-    x = x.copy().T
-
-    #-- init
-    sp = np.zeros((n_sp, 1), dtype = np.float32)
-    ep = np.zeros((n_ep, 1), dtype = np.float32)
-
-    #-------------------- estimate
-    X_ind_all = np.tile(X_ind[np.newaxis, :], [3, 1])*3
-    X_ind_all[1, :] += 1
-    X_ind_all[2, :] += 2
-    valid_ind = X_ind_all.flatten('F')
-
-    shapeMU = model['shapeMU'][valid_ind, :]
-    shapePC = model['shapePC'][valid_ind, :n_sp]
-    expPC = model['expPC'][valid_ind, :n_ep]
-
-    for i in range(max_iter):
-        X = shapeMU + shapePC.dot(sp) + expPC.dot(ep)
-        X = np.reshape(X, [int(len(X)/3), 3]).T
-        
-        #----- estimate pose
-        P = mesh.transform.estimate_affine_matrix_3d22d(X.T, x.T)
-        s, R, t = mesh.transform.P2sRt(P)
-        rx, ry, rz = mesh.transform.matrix2angle(R)
-        #print('Iter:{}; estimated pose: s {}, rx {}, ry {}, rz {}, t1 {}, t2 {}'.format(i, s, rx, ry, rz, t[0], t[1]))
-
-        #----- estimate shape
-        # expression
-        shape = shapePC.dot(sp)
-        shape = np.reshape(shape, [int(len(shape)/3), 3]).T
-        ep = estimate_expression(x, shapeMU, expPC, model['expEV'][:n_ep,:], shape, s, R, t[:2], lamb = 20)
-
-        # shape
-        expression = expPC.dot(ep)
-        expression = np.reshape(expression, [int(len(expression)/3), 3]).T
-        if i == 0 :
-            sp = estimate_shape(x, shapeMU, shapePC, model['shapeEV'][:n_sp,:], expression, s, R, t[:2], lamb = 40)
-
-    return sp, ep, s, R, t
-
-
-# ---------------- fitting process
-def fit_points_for_show(x, X_ind, model, n_sp, n_ep, max_iter = 4):
-    '''
-    Args:
-        x: (n, 2) image points
-        X_ind: (n,) corresponding Model vertex indices
-        model: 3DMM
-        max_iter: iteration
-    Returns:
-        sp: (n_sp, 1). shape parameters
-        ep: (n_ep, 1). exp parameters
-        s, R, t
-    '''
-    x = x.copy().T
-
-    #-- init
-    sp = np.zeros((n_sp, 1), dtype = np.float32)
-    ep = np.zeros((n_ep, 1), dtype = np.float32)
-
-    #-------------------- estimate
-    X_ind_all = np.tile(X_ind[np.newaxis, :], [3, 1])*3
-    X_ind_all[1, :] += 1
-    X_ind_all[2, :] += 2
-    valid_ind = X_ind_all.flatten('F')
-
-    shapeMU = model['shapeMU'][valid_ind, :]
-    shapePC = model['shapePC'][valid_ind, :n_sp]
-    expPC = model['expPC'][valid_ind, :n_ep]
-
-    s = 4e-04
-    R = mesh.transform.angle2matrix([0, 0, 0])
-    t = [0, 0, 0]
-    lsp = []; lep = []; ls = []; lR = []; lt = []
-    for i in range(max_iter):
-        X = shapeMU + shapePC.dot(sp) + expPC.dot(ep)
-        X = np.reshape(X, [int(len(X)/3), 3]).T
-        lsp.append(sp); lep.append(ep); ls.append(s), lR.append(R), lt.append(t)
-        
-        #----- estimate pose
-        P = mesh.transform.estimate_affine_matrix_3d22d(X.T, x.T)
-        s, R, t = mesh.transform.P2sRt(P)
-        lsp.append(sp); lep.append(ep); ls.append(s), lR.append(R), lt.append(t)
-
-        #----- estimate shape
-        # expression
-        shape = shapePC.dot(sp)
-        shape = np.reshape(shape, [int(len(shape)/3), 3]).T
-        ep = estimate_expression(x, shapeMU, expPC, model['expEV'][:n_ep,:], shape, s, R, t[:2], lamb = 20)
-        lsp.append(sp); lep.append(ep); ls.append(s), lR.append(R), lt.append(t)
-
-        # shape
-        expression = expPC.dot(ep)
-        expression = np.reshape(expression, [int(len(expression)/3), 3]).T
-        sp = estimate_shape(x, shapeMU, shapePC, model['shapeEV'][:n_sp,:], expression, s, R, t[:2], lamb = 40)
-
-    # print('ls', ls)
-    # print('lR', lR)
-    return np.array(lsp), np.array(lep), np.array(ls), np.array(lR), np.array(lt)
diff --git a/faceswapimg_data/insightface/thirdparty/face3d/morphable_model/load.py b/faceswapimg_data/insightface/thirdparty/face3d/morphable_model/load.py
deleted file mode 100644
index 0b80665bde45447139ec3a4c066a9677ce8322b0..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/thirdparty/face3d/morphable_model/load.py
+++ /dev/null
@@ -1,110 +0,0 @@
-from __future__ import absolute_import
-from __future__ import division
-from __future__ import print_function
-
-import numpy as np
-import scipy.io as sio
-
-### ---------------------------------  load BFM data
-def load_BFM(model_path):
-    ''' load BFM 3DMM model
-    Args:
-        model_path: path to BFM model. 
-    Returns:
-        model: (nver = 53215, ntri = 105840). nver: number of vertices. ntri: number of triangles.
-            'shapeMU': [3*nver, 1]
-            'shapePC': [3*nver, 199]
-            'shapeEV': [199, 1]
-            'expMU': [3*nver, 1]
-            'expPC': [3*nver, 29]
-            'expEV': [29, 1]
-            'texMU': [3*nver, 1]
-            'texPC': [3*nver, 199]
-            'texEV': [199, 1]
-            'tri': [ntri, 3] (start from 1, should sub 1 in python and c++)
-            'tri_mouth': [114, 3] (start from 1, as a supplement to mouth triangles)
-            'kpt_ind': [68,] (start from 1)
-    PS:
-        You can change codes according to your own saved data.
-        Just make sure the model has corresponding attributes.
-    '''
-    C = sio.loadmat(model_path)
-    model = C['model']
-    model = model[0,0]
-
-    # change dtype from double(np.float64) to np.float32, 
-    # since big matrix process(espetially matrix dot) is too slow in python.
-    model['shapeMU'] = (model['shapeMU'] + model['expMU']).astype(np.float32)
-    model['shapePC'] = model['shapePC'].astype(np.float32)
-    model['shapeEV'] = model['shapeEV'].astype(np.float32)
-    model['expEV'] = model['expEV'].astype(np.float32)
-    model['expPC'] = model['expPC'].astype(np.float32)
-
-    # matlab start with 1. change to 0 in python.
-    model['tri'] = model['tri'].T.copy(order = 'C').astype(np.int32) - 1
-    model['tri_mouth'] = model['tri_mouth'].T.copy(order = 'C').astype(np.int32) - 1
-    
-    # kpt ind
-    model['kpt_ind'] = (np.squeeze(model['kpt_ind']) - 1).astype(np.int32)
-
-    return model
-
-def load_BFM_info(path = 'BFM_info.mat'):
-    ''' load 3DMM model extra information
-    Args:
-        path: path to BFM info. 
-    Returns:  
-        model_info:
-            'symlist': 2 x 26720
-            'symlist_tri': 2 x 52937
-            'segbin': 4 x n (0: nose, 1: eye, 2: mouth, 3: cheek)
-            'segbin_tri': 4 x ntri 
-            'face_contour': 1 x 28
-            'face_contour_line': 1 x 512
-            'face_contour_front': 1 x 28
-            'face_contour_front_line': 1 x 512
-            'nose_hole': 1 x 142
-            'nose_hole_right': 1 x 71
-            'nose_hole_left': 1 x 71
-            'parallel': 17 x 1 cell
-            'parallel_face_contour': 28 x 1 cell
-            'uv_coords': n x 2
-    '''
-    C = sio.loadmat(path)
-    model_info = C['model_info']
-    model_info = model_info[0,0]
-    return model_info
-
-def load_uv_coords(path = 'BFM_UV.mat'):
-    ''' load uv coords of BFM
-    Args:
-        path: path to data.
-    Returns:  
-        uv_coords: [nver, 2]. range: 0-1
-    '''
-    C = sio.loadmat(path)
-    uv_coords = C['UV'].copy(order = 'C')
-    return uv_coords
-
-def load_pncc_code(path = 'pncc_code.mat'):
-    ''' load pncc code of BFM
-    PNCC code: Defined in 'Face Alignment Across Large Poses: A 3D Solution Xiangyu'
-    download at http://www.cbsr.ia.ac.cn/users/xiangyuzhu/projects/3DDFA/main.htm.
-    Args:
-        path: path to data.
-    Returns:  
-        pncc_code: [nver, 3]
-    '''
-    C = sio.loadmat(path)
-    pncc_code = C['vertex_code'].T
-    return pncc_code
-
-## 
-def get_organ_ind(model_info):
-    ''' get nose, eye, mouth index
-    '''
-    valid_bin = model_info['segbin'].astype(bool)
-    organ_ind = np.nonzero(valid_bin[0,:])[0]
-    for i in range(1, valid_bin.shape[0] - 1):
-        organ_ind = np.union1d(organ_ind, np.nonzero(valid_bin[i,:])[0])
-    return organ_ind.astype(np.int32)
diff --git a/faceswapimg_data/insightface/thirdparty/face3d/morphable_model/morphabel_model.py b/faceswapimg_data/insightface/thirdparty/face3d/morphable_model/morphabel_model.py
deleted file mode 100644
index abd677dacc76b93ee253114045b43c66a66bdc99..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/thirdparty/face3d/morphable_model/morphabel_model.py
+++ /dev/null
@@ -1,143 +0,0 @@
-from __future__ import absolute_import
-from __future__ import division
-from __future__ import print_function
-
-import numpy as np
-import scipy.io as sio
-from .. import mesh
-from . import fit
-from . import load
-
-class  MorphabelModel(object):
-    """docstring for  MorphabelModel
-    model: nver: number of vertices. ntri: number of triangles. *: must have. ~: can generate ones array for place holder.
-            'shapeMU': [3*nver, 1]. *
-            'shapePC': [3*nver, n_shape_para]. *
-            'shapeEV': [n_shape_para, 1]. ~
-            'expMU': [3*nver, 1]. ~ 
-            'expPC': [3*nver, n_exp_para]. ~
-            'expEV': [n_exp_para, 1]. ~
-            'texMU': [3*nver, 1]. ~
-            'texPC': [3*nver, n_tex_para]. ~
-            'texEV': [n_tex_para, 1]. ~
-            'tri': [ntri, 3] (start from 1, should sub 1 in python and c++). *
-            'tri_mouth': [114, 3] (start from 1, as a supplement to mouth triangles). ~
-            'kpt_ind': [68,] (start from 1). ~
-    """
-    def __init__(self, model_path, model_type = 'BFM'):
-        super( MorphabelModel, self).__init__()
-        if model_type=='BFM':
-            self.model = load.load_BFM(model_path)
-        else:
-            print('sorry, not support other 3DMM model now')
-            exit()
-            
-        # fixed attributes
-        self.nver = self.model['shapePC'].shape[0]/3
-        self.ntri = self.model['tri'].shape[0]
-        self.n_shape_para = self.model['shapePC'].shape[1]
-        self.n_exp_para = self.model['expPC'].shape[1]
-        self.n_tex_para = self.model['texMU'].shape[1]
-        
-        self.kpt_ind = self.model['kpt_ind']
-        self.triangles = self.model['tri']
-        self.full_triangles = np.vstack((self.model['tri'], self.model['tri_mouth']))
-
-    # ------------------------------------- shape: represented with mesh(vertices & triangles(fixed))
-    def get_shape_para(self, type = 'random'):
-        if type == 'zero':
-            sp = np.random.zeros((self.n_shape_para, 1))
-        elif type == 'random':
-            sp = np.random.rand(self.n_shape_para, 1)*1e04
-        return sp
-
-    def get_exp_para(self, type = 'random'):
-        if type == 'zero':
-            ep = np.zeros((self.n_exp_para, 1))
-        elif type == 'random':
-            ep = -1.5 + 3*np.random.random([self.n_exp_para, 1])
-            ep[6:, 0] = 0
-
-        return ep 
-
-    def generate_vertices(self, shape_para, exp_para):
-        '''
-        Args:
-            shape_para: (n_shape_para, 1)
-            exp_para: (n_exp_para, 1) 
-        Returns:
-            vertices: (nver, 3)
-        '''
-        vertices = self.model['shapeMU'] + self.model['shapePC'].dot(shape_para) + self.model['expPC'].dot(exp_para)
-        vertices = np.reshape(vertices, [int(3), int(len(vertices)/3)], 'F').T
-
-        return vertices
-
-    # -------------------------------------- texture: here represented with rgb value(colors) in vertices.
-    def get_tex_para(self, type = 'random'):
-        if type == 'zero':
-            tp = np.zeros((self.n_tex_para, 1))
-        elif type == 'random':
-            tp = np.random.rand(self.n_tex_para, 1)
-        return tp
-
-    def generate_colors(self, tex_para):
-        '''
-        Args:
-            tex_para: (n_tex_para, 1)
-        Returns:
-            colors: (nver, 3)
-        '''
-        colors = self.model['texMU'] + self.model['texPC'].dot(tex_para*self.model['texEV'])
-        colors = np.reshape(colors, [int(3), int(len(colors)/3)], 'F').T/255.  
-        
-        return colors
-
-
-    # ------------------------------------------- transformation
-    # -------------  transform
-    def rotate(self, vertices, angles):
-        ''' rotate face
-        Args:
-            vertices: [nver, 3]
-            angles: [3] x, y, z rotation angle(degree)
-            x: pitch. positive for looking down 
-            y: yaw. positive for looking left
-            z: roll. positive for tilting head right
-        Returns:
-            vertices: rotated vertices
-        '''
-        return mesh.transform.rotate(vertices, angles)
-
-    def transform(self, vertices, s, angles, t3d):
-        R = mesh.transform.angle2matrix(angles)
-        return mesh.transform.similarity_transform(vertices, s, R, t3d)
-
-    def transform_3ddfa(self, vertices, s, angles, t3d): # only used for processing 300W_LP data
-        R = mesh.transform.angle2matrix_3ddfa(angles)
-        return mesh.transform.similarity_transform(vertices, s, R, t3d)
-
-    # --------------------------------------------------- fitting
-    def fit(self, x, X_ind, max_iter = 4, isShow = False):
-        ''' fit 3dmm & pose parameters
-        Args:
-            x: (n, 2) image points
-            X_ind: (n,) corresponding Model vertex indices
-            max_iter: iteration
-            isShow: whether to reserve middle results for show
-        Returns:
-            fitted_sp: (n_sp, 1). shape parameters
-            fitted_ep: (n_ep, 1). exp parameters
-            s, angles, t
-        '''
-        if isShow:
-            fitted_sp, fitted_ep, s, R, t = fit.fit_points_for_show(x, X_ind, self.model, n_sp = self.n_shape_para, n_ep = self.n_exp_para, max_iter = max_iter)
-            angles = np.zeros((R.shape[0], 3))
-            for i in range(R.shape[0]):
-                angles[i] = mesh.transform.matrix2angle(R[i])
-        else:
-            fitted_sp, fitted_ep, s, R, t = fit.fit_points(x, X_ind, self.model, n_sp = self.n_shape_para, n_ep = self.n_exp_para, max_iter = max_iter)
-            angles = mesh.transform.matrix2angle(R)
-        return fitted_sp, fitted_ep, s, angles, t
-
-
diff --git a/faceswapimg_data/insightface/utils/__init__.py b/faceswapimg_data/insightface/utils/__init__.py
deleted file mode 100644
index d3ccb4e652e5e09aa7dba1d70b1d59ed26458fff..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/utils/__init__.py
+++ /dev/null
@@ -1,18 +0,0 @@
-from __future__ import absolute_import
-
-#from . import bbox
-#from . import viz
-#from . import random
-#from . import metrics
-#from . import parallel
-
-from .storage import download, ensure_available, download_onnx
-from .filesystem import get_model_dir
-from .filesystem import makedirs, try_import_dali
-from .constant import *
-#from .bbox import bbox_iou
-#from .block import recursive_visit, set_lr_mult, freeze_bn
-#from .lr_scheduler import LRSequential, LRScheduler
-#from .plot_history import TrainingHistory
-#from .export_helper import export_block
-#from .sync_loader_helper import split_data, split_and_load
diff --git a/faceswapimg_data/insightface/utils/__pycache__/__init__.cpython-310.pyc b/faceswapimg_data/insightface/utils/__pycache__/__init__.cpython-310.pyc
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deleted file mode 100644
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deleted file mode 100644
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diff --git a/faceswapimg_data/insightface/utils/constant.py b/faceswapimg_data/insightface/utils/constant.py
deleted file mode 100644
index 8860ff077ae7227235591edfc84c0cdc227a6432..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/utils/constant.py
+++ /dev/null
@@ -1,3 +0,0 @@
-
-DEFAULT_MP_NAME = 'buffalo_l'
-
diff --git a/faceswapimg_data/insightface/utils/download.py b/faceswapimg_data/insightface/utils/download.py
deleted file mode 100644
index 5cda84dede45b81dcd99161d87792b6c409fa279..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/utils/download.py
+++ /dev/null
@@ -1,95 +0,0 @@
-"""
-This code file mainly comes from https://github.com/dmlc/gluon-cv/blob/master/gluoncv/utils/download.py
-"""
-import os
-import hashlib
-import requests
-from tqdm import tqdm
-
-
-def check_sha1(filename, sha1_hash):
-    """Check whether the sha1 hash of the file content matches the expected hash.
-    Parameters
-    ----------
-    filename : str
-        Path to the file.
-    sha1_hash : str
-        Expected sha1 hash in hexadecimal digits.
-    Returns
-    -------
-    bool
-        Whether the file content matches the expected hash.
-    """
-    sha1 = hashlib.sha1()
-    with open(filename, 'rb') as f:
-        while True:
-            data = f.read(1048576)
-            if not data:
-                break
-            sha1.update(data)
-
-    sha1_file = sha1.hexdigest()
-    l = min(len(sha1_file), len(sha1_hash))
-    return sha1.hexdigest()[0:l] == sha1_hash[0:l]
-
-
-def download_file(url, path=None, overwrite=False, sha1_hash=None):
-    """Download an given URL
-    Parameters
-    ----------
-    url : str
-        URL to download
-    path : str, optional
-        Destination path to store downloaded file. By default stores to the
-        current directory with same name as in url.
-    overwrite : bool, optional
-        Whether to overwrite destination file if already exists.
-    sha1_hash : str, optional
-        Expected sha1 hash in hexadecimal digits. Will ignore existing file when hash is specified
-        but doesn't match.
-    Returns
-    -------
-    str
-        The file path of the downloaded file.
-    """
-    if path is None:
-        fname = url.split('/')[-1]
-    else:
-        path = os.path.expanduser(path)
-        if os.path.isdir(path):
-            fname = os.path.join(path, url.split('/')[-1])
-        else:
-            fname = path
-
-    if overwrite or not os.path.exists(fname) or (
-            sha1_hash and not check_sha1(fname, sha1_hash)):
-        dirname = os.path.dirname(os.path.abspath(os.path.expanduser(fname)))
-        if not os.path.exists(dirname):
-            os.makedirs(dirname)
-
-        print('Downloading %s from %s...' % (fname, url))
-        r = requests.get(url, stream=True)
-        if r.status_code != 200:
-            raise RuntimeError("Failed downloading url %s" % url)
-        total_length = r.headers.get('content-length')
-        with open(fname, 'wb') as f:
-            if total_length is None:  # no content length header
-                for chunk in r.iter_content(chunk_size=1024):
-                    if chunk:  # filter out keep-alive new chunks
-                        f.write(chunk)
-            else:
-                total_length = int(total_length)
-                for chunk in tqdm(r.iter_content(chunk_size=1024),
-                                  total=int(total_length / 1024. + 0.5),
-                                  unit='KB',
-                                  unit_scale=False,
-                                  dynamic_ncols=True):
-                    f.write(chunk)
-
-        if sha1_hash and not check_sha1(fname, sha1_hash):
-            raise UserWarning('File {} is downloaded but the content hash does not match. ' \
-                              'The repo may be outdated or download may be incomplete. ' \
-                              'If the "repo_url" is overridden, consider switching to ' \
-                              'the default repo.'.format(fname))
-
-    return fname
diff --git a/faceswapimg_data/insightface/utils/face_align.py b/faceswapimg_data/insightface/utils/face_align.py
deleted file mode 100644
index 226628b39cf743947df230feffbb97bf5c585e1d..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/utils/face_align.py
+++ /dev/null
@@ -1,103 +0,0 @@
-import cv2
-import numpy as np
-from skimage import transform as trans
-
-
-arcface_dst = np.array(
-    [[38.2946, 51.6963], [73.5318, 51.5014], [56.0252, 71.7366],
-     [41.5493, 92.3655], [70.7299, 92.2041]],
-    dtype=np.float32)
-
-def estimate_norm(lmk, image_size=112,mode='arcface'):
-    assert lmk.shape == (5, 2)
-    assert image_size%112==0 or image_size%128==0
-    if image_size%112==0:
-        ratio = float(image_size)/112.0
-        diff_x = 0
-    else:
-        ratio = float(image_size)/128.0
-        diff_x = 8.0*ratio
-    dst = arcface_dst * ratio
-    dst[:,0] += diff_x
-    tform = trans.SimilarityTransform()
-    tform.estimate(lmk, dst)
-    M = tform.params[0:2, :]
-    return M
-
-def norm_crop(img, landmark, image_size=112, mode='arcface'):
-    M = estimate_norm(landmark, image_size, mode)
-    warped = cv2.warpAffine(img, M, (image_size, image_size), borderValue=0.0)
-    return warped
-
-def norm_crop2(img, landmark, image_size=112, mode='arcface'):
-    M = estimate_norm(landmark, image_size, mode)
-    warped = cv2.warpAffine(img, M, (image_size, image_size), borderValue=0.0)
-    return warped, M
-
-def square_crop(im, S):
-    if im.shape[0] > im.shape[1]:
-        height = S
-        width = int(float(im.shape[1]) / im.shape[0] * S)
-        scale = float(S) / im.shape[0]
-    else:
-        width = S
-        height = int(float(im.shape[0]) / im.shape[1] * S)
-        scale = float(S) / im.shape[1]
-    resized_im = cv2.resize(im, (width, height))
-    det_im = np.zeros((S, S, 3), dtype=np.uint8)
-    det_im[:resized_im.shape[0], :resized_im.shape[1], :] = resized_im
-    return det_im, scale
-
-
-def transform(data, center, output_size, scale, rotation):
-    scale_ratio = scale
-    rot = float(rotation) * np.pi / 180.0
-    #translation = (output_size/2-center[0]*scale_ratio, output_size/2-center[1]*scale_ratio)
-    t1 = trans.SimilarityTransform(scale=scale_ratio)
-    cx = center[0] * scale_ratio
-    cy = center[1] * scale_ratio
-    t2 = trans.SimilarityTransform(translation=(-1 * cx, -1 * cy))
-    t3 = trans.SimilarityTransform(rotation=rot)
-    t4 = trans.SimilarityTransform(translation=(output_size / 2,
-                                                output_size / 2))
-    t = t1 + t2 + t3 + t4
-    M = t.params[0:2]
-    cropped = cv2.warpAffine(data,
-                             M, (output_size, output_size),
-                             borderValue=0.0)
-    return cropped, M
-
-
-def trans_points2d(pts, M):
-    new_pts = np.zeros(shape=pts.shape, dtype=np.float32)
-    for i in range(pts.shape[0]):
-        pt = pts[i]
-        new_pt = np.array([pt[0], pt[1], 1.], dtype=np.float32)
-        new_pt = np.dot(M, new_pt)
-        #print('new_pt', new_pt.shape, new_pt)
-        new_pts[i] = new_pt[0:2]
-
-    return new_pts
-
-
-def trans_points3d(pts, M):
-    scale = np.sqrt(M[0][0] * M[0][0] + M[0][1] * M[0][1])
-    #print(scale)
-    new_pts = np.zeros(shape=pts.shape, dtype=np.float32)
-    for i in range(pts.shape[0]):
-        pt = pts[i]
-        new_pt = np.array([pt[0], pt[1], 1.], dtype=np.float32)
-        new_pt = np.dot(M, new_pt)
-        #print('new_pt', new_pt.shape, new_pt)
-        new_pts[i][0:2] = new_pt[0:2]
-        new_pts[i][2] = pts[i][2] * scale
-
-    return new_pts
-
-
-def trans_points(pts, M):
-    if pts.shape[1] == 2:
-        return trans_points2d(pts, M)
-    else:
-        return trans_points3d(pts, M)
-
diff --git a/faceswapimg_data/insightface/utils/filesystem.py b/faceswapimg_data/insightface/utils/filesystem.py
deleted file mode 100644
index 01e3851975bdcbbf7f5eeb7e68e70a36dc040535..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/utils/filesystem.py
+++ /dev/null
@@ -1,157 +0,0 @@
-"""
-This code file mainly comes from https://github.com/dmlc/gluon-cv/blob/master/gluoncv/utils/filesystem.py
-"""
-import os
-import os.path as osp
-import errno
-
-
-def get_model_dir(name, root='~/.insightface'):
-    root = os.path.expanduser(root)
-    model_dir = osp.join(root, 'models', name)
-    return model_dir
-
-def makedirs(path):
-    """Create directory recursively if not exists.
-    Similar to `makedir -p`, you can skip checking existence before this function.
-
-    Parameters
-    ----------
-    path : str
-        Path of the desired dir
-    """
-    try:
-        os.makedirs(path)
-    except OSError as exc:
-        if exc.errno != errno.EEXIST:
-            raise
-
-
-def try_import(package, message=None):
-    """Try import specified package, with custom message support.
-
-    Parameters
-    ----------
-    package : str
-        The name of the targeting package.
-    message : str, default is None
-        If not None, this function will raise customized error message when import error is found.
-
-
-    Returns
-    -------
-    module if found, raise ImportError otherwise
-
-    """
-    try:
-        return __import__(package)
-    except ImportError as e:
-        if not message:
-            raise e
-        raise ImportError(message)
-
-
-def try_import_cv2():
-    """Try import cv2 at runtime.
-
-    Returns
-    -------
-    cv2 module if found. Raise ImportError otherwise
-
-    """
-    msg = "cv2 is required, you can install by package manager, e.g. 'apt-get', \
-        or `pip install opencv-python --user` (note that this is unofficial PYPI package)."
-
-    return try_import('cv2', msg)
-
-
-def try_import_mmcv():
-    """Try import mmcv at runtime.
-
-    Returns
-    -------
-    mmcv module if found. Raise ImportError otherwise
-
-    """
-    msg = "mmcv is required, you can install by first `pip install Cython --user` \
-        and then `pip install mmcv --user` (note that this is unofficial PYPI package)."
-
-    return try_import('mmcv', msg)
-
-
-def try_import_rarfile():
-    """Try import rarfile at runtime.
-
-    Returns
-    -------
-    rarfile module if found. Raise ImportError otherwise
-
-    """
-    msg = "rarfile is required, you can install by first `sudo apt-get install unrar` \
-        and then `pip install rarfile --user` (note that this is unofficial PYPI package)."
-
-    return try_import('rarfile', msg)
-
-
-def import_try_install(package, extern_url=None):
-    """Try import the specified package.
-    If the package not installed, try use pip to install and import if success.
-
-    Parameters
-    ----------
-    package : str
-        The name of the package trying to import.
-    extern_url : str or None, optional
-        The external url if package is not hosted on PyPI.
-        For example, you can install a package using:
-         "pip install git+http://github.com/user/repo/tarball/master/egginfo=xxx".
-        In this case, you can pass the url to the extern_url.
-
-    Returns
-    -------
-    <class 'Module'>
-        The imported python module.
-
-    """
-    try:
-        return __import__(package)
-    except ImportError:
-        try:
-            from pip import main as pipmain
-        except ImportError:
-            from pip._internal import main as pipmain
-
-        # trying to install package
-        url = package if extern_url is None else extern_url
-        pipmain(['install', '--user',
-                 url])  # will raise SystemExit Error if fails
-
-        # trying to load again
-        try:
-            return __import__(package)
-        except ImportError:
-            import sys
-            import site
-            user_site = site.getusersitepackages()
-            if user_site not in sys.path:
-                sys.path.append(user_site)
-            return __import__(package)
-    return __import__(package)
-
-
-def try_import_dali():
-    """Try import NVIDIA DALI at runtime.
-    """
-    try:
-        dali = __import__('nvidia.dali', fromlist=['pipeline', 'ops', 'types'])
-        dali.Pipeline = dali.pipeline.Pipeline
-    except ImportError:
-
-        class dali:
-            class Pipeline:
-                def __init__(self):
-                    raise NotImplementedError(
-                        "DALI not found, please check if you installed it correctly."
-                    )
-
-    return dali
diff --git a/faceswapimg_data/insightface/utils/storage.py b/faceswapimg_data/insightface/utils/storage.py
deleted file mode 100644
index 5bf37e2d17b28dee2a8839484778815f87fc4a9c..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/utils/storage.py
+++ /dev/null
@@ -1,52 +0,0 @@
-
-import os
-import os.path as osp
-import zipfile
-from .download import download_file
-
-BASE_REPO_URL = 'https://github.com/deepinsight/insightface/releases/download/v0.7'
-
-def download(sub_dir, name, force=False, root='~/.insightface'):
-    _root = os.path.expanduser(root)
-    dir_path = os.path.join(_root, sub_dir, name)
-    if osp.exists(dir_path) and not force:
-        return dir_path
-    print('download_path:', dir_path)
-    zip_file_path = os.path.join(_root, sub_dir, name + '.zip')
-    model_url = "%s/%s.zip"%(BASE_REPO_URL, name)
-    download_file(model_url,
-             path=zip_file_path,
-             overwrite=True)
-    if not os.path.exists(dir_path):
-        os.makedirs(dir_path)
-    with zipfile.ZipFile(zip_file_path) as zf:
-        zf.extractall(dir_path)
-    #os.remove(zip_file_path)
-    return dir_path
-
-def ensure_available(sub_dir, name, root='~/.insightface'):
-    return download(sub_dir, name, force=False, root=root)
-
-def download_onnx(sub_dir, model_file, force=False, root='~/.insightface', download_zip=False):
-    _root = os.path.expanduser(root)
-    model_root = osp.join(_root, sub_dir)
-    new_model_file = osp.join(model_root, model_file)
-    if osp.exists(new_model_file) and not force:
-        return new_model_file
-    if not osp.exists(model_root):
-        os.makedirs(model_root)
-    print('download_path:', new_model_file)
-    if not download_zip:
-        model_url = "%s/%s"%(BASE_REPO_URL, model_file)
-        download_file(model_url,
-                 path=new_model_file,
-                 overwrite=True)
-    else:
-        model_url = "%s/%s.zip"%(BASE_REPO_URL, model_file)
-        zip_file_path = new_model_file+".zip"
-        download_file(model_url,
-                 path=zip_file_path,
-                 overwrite=True)
-        with zipfile.ZipFile(zip_file_path) as zf:
-            zf.extractall(model_root)
-        return new_model_file
diff --git a/faceswapimg_data/insightface/utils/transform.py b/faceswapimg_data/insightface/utils/transform.py
deleted file mode 100644
index 06531d257b694211a0b9a09c9d741b9b2ff53bfe..0000000000000000000000000000000000000000
--- a/faceswapimg_data/insightface/utils/transform.py
+++ /dev/null
@@ -1,116 +0,0 @@
-import cv2
-import math
-import numpy as np
-from skimage import transform as trans
-
-
-def transform(data, center, output_size, scale, rotation):
-    scale_ratio = scale
-    rot = float(rotation) * np.pi / 180.0
-    #translation = (output_size/2-center[0]*scale_ratio, output_size/2-center[1]*scale_ratio)
-    t1 = trans.SimilarityTransform(scale=scale_ratio)
-    cx = center[0] * scale_ratio
-    cy = center[1] * scale_ratio
-    t2 = trans.SimilarityTransform(translation=(-1 * cx, -1 * cy))
-    t3 = trans.SimilarityTransform(rotation=rot)
-    t4 = trans.SimilarityTransform(translation=(output_size / 2,
-                                                output_size / 2))
-    t = t1 + t2 + t3 + t4
-    M = t.params[0:2]
-    cropped = cv2.warpAffine(data,
-                             M, (output_size, output_size),
-                             borderValue=0.0)
-    return cropped, M
-
-
-def trans_points2d(pts, M):
-    new_pts = np.zeros(shape=pts.shape, dtype=np.float32)
-    for i in range(pts.shape[0]):
-        pt = pts[i]
-        new_pt = np.array([pt[0], pt[1], 1.], dtype=np.float32)
-        new_pt = np.dot(M, new_pt)
-        #print('new_pt', new_pt.shape, new_pt)
-        new_pts[i] = new_pt[0:2]
-
-    return new_pts
-
-
-def trans_points3d(pts, M):
-    scale = np.sqrt(M[0][0] * M[0][0] + M[0][1] * M[0][1])
-    #print(scale)
-    new_pts = np.zeros(shape=pts.shape, dtype=np.float32)
-    for i in range(pts.shape[0]):
-        pt = pts[i]
-        new_pt = np.array([pt[0], pt[1], 1.], dtype=np.float32)
-        new_pt = np.dot(M, new_pt)
-        #print('new_pt', new_pt.shape, new_pt)
-        new_pts[i][0:2] = new_pt[0:2]
-        new_pts[i][2] = pts[i][2] * scale
-
-    return new_pts
-
-
-def trans_points(pts, M):
-    if pts.shape[1] == 2:
-        return trans_points2d(pts, M)
-    else:
-        return trans_points3d(pts, M)
-
-def estimate_affine_matrix_3d23d(X, Y):
-    ''' Using least-squares solution 
-    Args:
-        X: [n, 3]. 3d points(fixed)
-        Y: [n, 3]. corresponding 3d points(moving). Y = PX
-    Returns:
-        P_Affine: (3, 4). Affine camera matrix (the third row is [0, 0, 0, 1]).
-    '''
-    X_homo = np.hstack((X, np.ones([X.shape[0],1]))) #n x 4
-    P = np.linalg.lstsq(X_homo, Y)[0].T # Affine matrix. 3 x 4
-    return P
-
-def P2sRt(P):
-    ''' decompositing camera matrix P
-    Args: 
-        P: (3, 4). Affine Camera Matrix.
-    Returns:
-        s: scale factor.
-        R: (3, 3). rotation matrix.
-        t: (3,). translation. 
-    '''
-    t = P[:, 3]
-    R1 = P[0:1, :3]
-    R2 = P[1:2, :3]
-    s = (np.linalg.norm(R1) + np.linalg.norm(R2))/2.0
-    r1 = R1/np.linalg.norm(R1)
-    r2 = R2/np.linalg.norm(R2)
-    r3 = np.cross(r1, r2)
-
-    R = np.concatenate((r1, r2, r3), 0)
-    return s, R, t
-
-def matrix2angle(R):
-    ''' get three Euler angles from Rotation Matrix
-    Args:
-        R: (3,3). rotation matrix
-    Returns:
-        x: pitch
-        y: yaw
-        z: roll
-    '''
-    sy = math.sqrt(R[0,0] * R[0,0] +  R[1,0] * R[1,0])
-     
-    singular = sy < 1e-6
- 
-    if  not singular :
-        x = math.atan2(R[2,1] , R[2,2])
-        y = math.atan2(-R[2,0], sy)
-        z = math.atan2(R[1,0], R[0,0])
-    else :
-        x = math.atan2(-R[1,2], R[1,1])
-        y = math.atan2(-R[2,0], sy)
-        z = 0
-
-    # rx, ry, rz = np.rad2deg(x), np.rad2deg(y), np.rad2deg(z)
-    rx, ry, rz = x*180/np.pi, y*180/np.pi, z*180/np.pi
-    return rx, ry, rz
-
diff --git a/faceswapimg_data/models/GFPGANv1.4.pth b/faceswapimg_data/models/GFPGANv1.4.pth
deleted file mode 100644
index afedb5c7e826056840c9cc183f2c6f0186fd17ba..0000000000000000000000000000000000000000
--- a/faceswapimg_data/models/GFPGANv1.4.pth
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:e2cd4703ab14f4d01fd1383a8a8b266f9a5833dacee8e6a79d3bf21a1b6be5ad
-size 348632874
diff --git a/faceswapimg_data/models/inswapper_128.onnx b/faceswapimg_data/models/inswapper_128.onnx
deleted file mode 100644
index cb672b799d74fdf7ab8b172a1b1d78411f6400f5..0000000000000000000000000000000000000000
--- a/faceswapimg_data/models/inswapper_128.onnx
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:e4a3f08c753cb72d04e10aa0f7dbe3deebbf39567d4ead6dce08e98aa49e16af
-size 554253681