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Nguyễn Trung Hiếu @trunghieu0211

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https. //www. giáo dục. co/blog/python-numpy-tutorial/

Python NumPy

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Nguyễn Trung Hiếu @trunghieu0211

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1. 4K 51 29

Đã đăng vào ngày 6 tháng 20 năm 2019 11. 38 SA 9 phút đọc

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Chúng tôi biết rằng hầu hết ứng dụng phải xử lý một số lượng lớn bộ dữ liệu. Do đó, một hàm không tối ưu về mặt tính toán có thể trở thành nút cổ chai lớn trong thuật toán của bạn và có thể dẫn đến một mô hình mất nhiều thời gian để chạy. Để đảm bảo rằng mã hiệu quả về mặt tính toán, chúng tôi sẽ sử dụng véc tơ hóa

Độ phức tạp về thời gian trong việc thực hiện bất kỳ thuật toán nào là rất quan trọng quyết định liệu một ứng dụng có đáng tin cậy hay không. Để chạy một thuật toán lớn trong thời gian tối ưu nhất có thể là rất quan trọng khi nói đến ứng dụng đầu ra thời gian thực. Để làm như vậy, Python có một số hàm toán học tiêu chuẩn để thao tác nhanh trên toàn bộ mảng dữ liệu mà không cần phải viết các vòng lặp. Một trong những thư viện chứa chức năng như vậy là numpy. Hãy xem làm thế nào chúng ta có thể sử dụng chức năng tiêu chuẩn này trong trường hợp vector hóa

Vectorization là gì?
Vectorization được sử dụng để tăng tốc mã Python mà không cần sử dụng vòng lặp. Sử dụng một chức năng như vậy có thể giúp giảm thiểu thời gian chạy mã một cách hiệu quả. Các hoạt động khác nhau đang được thực hiện trên vectơ, chẳng hạn như tích vô hướng của vectơ, còn được gọi là tích vô hướng vì nó tạo ra một đầu ra, các tích bên ngoài dẫn đến ma trận vuông có kích thước bằng chiều dài X chiều dài của vectơ, Phép nhân phần tử tạo ra tích .

Chúng ta sẽ thấy các phương pháp cổ điển tốn nhiều thời gian hơn so với sử dụng một số chức năng tiêu chuẩn như thế nào bằng cách tính toán thời gian xử lý của chúng

bên ngoài[a, b]. Tính tích ngoài của hai vectơ.
nhân[a, b]. Tích ma trận của hai mảng.
chấm[a, b]. Tích vô hướng của hai mảng.
số không[[n, m]]. Trả về một ma trận có hình dạng và loại nhất định, chứa đầy các số không.
process_time[]. Trả về giá trị [tính bằng giây] của tổng thời gian CPU của hệ thống và người dùng của quy trình hiện tại. Nó không bao gồm thời gian trôi qua trong khi ngủ.

Chấm sản phẩm.
Tích vô hướng là một phép toán đại số trong đó hai vectơ có độ dài bằng nhau được nhân với nhau sao cho nó tạo ra một số duy nhất. Sản phẩm chấm thường được gọi là sản phẩm bên trong. Sản phẩm này dẫn đến một số vô hướng. Hãy xem xét hai ma trận a và b có cùng độ dài, tích vô hướng được thực hiện bằng cách thực hiện phép đổi vị trí của ma trận đầu tiên và sau đó phép nhân ma trận toán học của a'[chuyển vị trí của a] và b được thực hiện như trong hình bên dưới.

Đại diện bằng hình ảnh của sản phẩm chấm –

Dưới đây là mã Python

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

7____08

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

7_______08

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

224____1225

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

228

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

229

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

231

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

232

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

234

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

235

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

7____08

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

221

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

222

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

223

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

232

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

225

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
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 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

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outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

228

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
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Computation time = 0.2809480000000031ms

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outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
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 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

250

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

231

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

253

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
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 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

255

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
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 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

225

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
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 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

257

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
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 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

258

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

253

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
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 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

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outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
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 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

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outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

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outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
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 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

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outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
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 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

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outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
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 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

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outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
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 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

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outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
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 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

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outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
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 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

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outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
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 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

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outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

273

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

231

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

276

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
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 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

278

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

279

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

231

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

253

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

8____1284

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
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 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

225

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

257

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

287

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

253

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

221

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

225

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

257

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

225

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

228

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

228

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

225

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

271

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

đầu ra

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

Sản phẩm bên ngoài.
Tích tensor của hai vectơ tọa độ được gọi là tích Ngoài. Xét hai vectơ a và b có số chiều là

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

12 và

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

13 thì tích ngoài của vectơ ta được một ma trận chữ nhật của

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

14. Nếu hai vectơ có cùng chiều thì ma trận kết quả sẽ là một ma trận vuông như trong hình.

Hình ảnh đại diện của sản phẩm bên ngoài –

Dưới đây là mã Python

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

7____08

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

7_______08

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

224____047

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

228

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

229

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

231

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

56_______031

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

224

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

7____08

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

221

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

222

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

221

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
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 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

223

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

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outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

228

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
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 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

250

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

231

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

253

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

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outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

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outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

253

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

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outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

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outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

257

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

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outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
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 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

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outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
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 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

227

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
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 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

228

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
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Computation time = 0.2809480000000031ms

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outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
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Computation time = 0.2809480000000031ms

225

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
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Computation time = 0.2809480000000031ms

271

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
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Computation time = 0.2809480000000031ms

273

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

231

________ 054 ________ 00 ________ 1010

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
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 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

279

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
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 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

231

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
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 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

253

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

225

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
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 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

257

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
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 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

253

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

022

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
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 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

225

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
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 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

257

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

8_______1225

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

228

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

228

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

225

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

271

outer_product = [[     0.      0.      0. ...,      0.      0.      0.]
 [   200.    201.    202. ...,    397.    398.    399.]
 [   400.    402.    404. ...,    794.    796.    798.]
 ..., 
 [ 39400.  39597.  39794. ...,  78209.  78406.  78603.]
 [ 39600.  39798.  39996. ...,  78606.  78804.  79002.]
 [ 39800.  39999.  40198. ...,  79003.  79202.  79401.]]

Computation time = 39.821617ms

outer_product = [[    0     0     0 ...,     0     0     0]
 [  200   201   202 ...,   397   398   399]
 [  400   402   404 ...,   794   796   798]
 ..., 
 [39400 39597 39794 ..., 78209 78406 78603]
 [39600 39798 39996 ..., 78606 78804 79002]
 [39800 39999 40198 ..., 79003 79202 79401]]

Computation time = 0.2809480000000031ms

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