Problems | Tensara

tensara

Problems

Sandbox

Leaderboards

Blog

Contests

Showing 73 of 73 problems

Title	Difficulty	Tags	Submissions
1D Convolution	EASY	Convolution	6633
Vector Addition	EASY	Vector	4933
ReLU	EASY	Activations	2174
Matrix Vector Multiplication	EASY	MatmulVector	1656
Leaky ReLU	EASY	Activations	1540
1D Average Pooling	EASY	Pooling	1442
GELU	EASY	Activations	735
Sigmoid	EASY	Activations	693
Sum Over Dimension	EASY	Reduction	596
Tanh	EASY	Activations	590
Array Sorting	EASY	Sorting	572
ELU	EASY	Activations	507
RMS Normalization	EASY	Normalization	427
L1 Normalization	EASY	Normalization	391
Image Histogram	EASY	GraphicsStatistics	380
1D Max Pooling	EASY	Pooling	305
Huber Loss	EASY	Loss	304
Argmax Over Dimension	EASY	Reduction	260
Matrix Scalar Multiplication	EASY	MatmulScalar	247
Hard Sigmoid	EASY	Activations	245
Max Over Dimension	EASY	Reduction	242
L2 Normalization	EASY	Normalization	229
Softplus	EASY	Activations	215
SELU	EASY	Activations	205
Cosine Similarity	EASY	Loss	187
Mean Squared Error Loss	EASY	Loss	175
1D Running Sum	EASY	Convolution	158
Hinge Loss	EASY	Loss	147
Grayscale Conversion	EASY	Graphics	146
Box Blur	EASY	GraphicsConvolution	139
Diagonal Matrix Multiplication	EASY	Matmul	136
Frobenius Normalization	EASY	Normalization	124
Product Over Dimension	EASY	Reduction	122
Swish	EASY	Activations	110
Edge Detection	EASY	Graphics	59
Image Thresholding	EASY	Graphics	59
ECC Point Negation (Batched)	EASY	Cryptography	46
Min Over Dimension	EASY	Reduction	39
Mean Over Dimension	EASY	Reduction	32
Argmin Over Dimension	EASY	Reduction	22
Matrix Multiplication	MEDIUM	Matmul	2659
Square Matrix Multiplication	MEDIUM	Matmul	1556
Cumulative Sum	MEDIUM	Scan	750
2D Convolution	MEDIUM	Convolution	650
Layer Normalization	MEDIUM	Normalization	441
GEMM with Bias and ReLU	MEDIUM	MatmulActivationsFused	429
Softmax	MEDIUM	ActivationsNormalization	352
Kullback-Leibler Divergence	MEDIUM	Loss	273
All-Pairs Shortest Path	MEDIUM	Graphs	239
2D Average Pooling	MEDIUM	Pooling	207
Triplet Margin Loss	MEDIUM	LossReduction	203
2D Max Pooling	MEDIUM	Pooling	161
Batch Normalization	MEDIUM	Normalization	146
Polynomial Multiplication over Finite Field	MEDIUM	Cryptography	129
Cumulative Product	MEDIUM	Scan	119
Matrix Multiplication with Swish Activation	MEDIUM	MatmulActivationsFused	116
Symmetric Matrix Multiplication	MEDIUM	Matmul	66
Vector Multiplication over Finite Field	MEDIUM	Cryptography	47
Single Source Shortest Path	MEDIUM	Graphs	44
2D Convolution with ReLU and HardSwish	MEDIUM	ConvolutionActivationsFused	42
Upper Triangular Matrix Multiplication	MEDIUM	Matmul	40
Lower Triangular Matrix Multiplication	MEDIUM	Matmul	38
Matrix Nth Power	MEDIUM	Matmul	29
Minimum Spanning Tree	MEDIUM	Graphs	20
GEMM with Element-wise Multiply and LeakyReLU	MEDIUM	MatmulActivationsFused	10
Matrix Multiplication with Sigmoid and Sum	MEDIUM	MatmulReductionFused	10
Matrix Multiplication with Swish and Scaling	MEDIUM	MatmulActivationsFused	6
3D Square Convolution	HARD	Convolution	391
3D Tensor-Matrix Multiplication	HARD	Matmul	158
3D Max Pooling	HARD	Pooling	97
3D Average Pooling	HARD	Pooling	89
4D Tensor-Matrix Multiplication	HARD	Matmul	89
Scaled Dot-Product Attention	HARD	Attention	78