Problems | Tensara

tensara

Problems

Sandbox

Leaderboards

Blog

Contests

Showing 73 of 73 problems. Help us reach 100 problems here!

Title	Difficulty	Tags	Submissions
1D Convolution	EASY	Convolution	7103
Vector Addition	EASY	Vector	5257
ReLU	EASY	Activations	2386
Matrix Vector Multiplication	EASY	MatmulVector	1969
Leaky ReLU	EASY	Activations	1756
1D Average Pooling	EASY	Pooling	1529
GELU	EASY	Activations	833
Sigmoid	EASY	Activations	756
Sum Over Dimension	EASY	Reduction	648
Tanh	EASY	Activations	618
Array Sorting	EASY	Sorting	581
RMS Normalization	EASY	Normalization	562
ELU	EASY	Activations	533
L1 Normalization	EASY	Normalization	416
Image Histogram	EASY	GraphicsStatistics	386
1D Max Pooling	EASY	Pooling	321
Huber Loss	EASY	Loss	311
Matrix Scalar Multiplication	EASY	MatmulScalar	306
Hard Sigmoid	EASY	Activations	285
Argmax Over Dimension	EASY	Reduction	260
Softplus	EASY	Activations	258
SELU	EASY	Activations	253
L2 Normalization	EASY	Normalization	253
Max Over Dimension	EASY	Reduction	242
Swish	EASY	Activations	212
Hinge Loss	EASY	Loss	207
Grayscale Conversion	EASY	Graphics	200
Cosine Similarity	EASY	Loss	194
Box Blur	EASY	GraphicsConvolution	188
Mean Squared Error Loss	EASY	Loss	185
1D Running Sum	EASY	Convolution	172
Diagonal Matrix Multiplication	EASY	Matmul	138
Product Over Dimension	EASY	Reduction	128
Frobenius Normalization	EASY	Normalization	124
Image Thresholding	EASY	Graphics	120
Edge Detection	EASY	Graphics	106
ECC Point Negation (Batched)	EASY	Cryptography	47
Min Over Dimension	EASY	Reduction	39
Mean Over Dimension	EASY	Reduction	32
Argmin Over Dimension	EASY	Reduction	22
Matrix Multiplication	MEDIUM	Matmul	2992
Square Matrix Multiplication	MEDIUM	Matmul	1706
Cumulative Sum	MEDIUM	Scan	783
2D Convolution	MEDIUM	Convolution	658
Layer Normalization	MEDIUM	Normalization	441
GEMM with Bias and ReLU	MEDIUM	MatmulActivationsFused	440
Softmax	MEDIUM	ActivationsNormalization	356
Kullback-Leibler Divergence	MEDIUM	Loss	275
All-Pairs Shortest Path	MEDIUM	Graphs	272
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	142
Cumulative Product	MEDIUM	Scan	119
Matrix Multiplication with Swish Activation	MEDIUM	MatmulActivationsFused	116
Symmetric Matrix Multiplication	MEDIUM	Matmul	66
Upper Triangular Matrix Multiplication	MEDIUM	Matmul	61
Vector Multiplication over Finite Field	MEDIUM	Cryptography	56
Single Source Shortest Path	MEDIUM	Graphs	48
2D Convolution with ReLU and HardSwish	MEDIUM	ConvolutionActivationsFused	42
Lower Triangular Matrix Multiplication	MEDIUM	Matmul	40
Matrix Nth Power	MEDIUM	Matmul	29
Minimum Spanning Tree	MEDIUM	Graphs	24
Matrix Multiplication with Sigmoid and Sum	MEDIUM	MatmulReductionFused	23
GEMM with Element-wise Multiply and LeakyReLU	MEDIUM	MatmulActivationsFused	16
Matrix Multiplication with Swish and Scaling	MEDIUM	MatmulActivationsFused	15
3D Square Convolution	HARD	Convolution	393
3D Tensor-Matrix Multiplication	HARD	Matmul	159
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	88