Problems | Tensara

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Showing 54 of 54 problems

Title	Difficulty	Tags	Submissions
1D Average Pooling	EASY	Pooling	438
1D Convolution	EASY	Convolution	3536
1D Max Pooling	EASY	Pooling	93
2D Average Pooling	MEDIUM	Pooling	24
2D Convolution	MEDIUM	Convolution	121
2D Max Pooling	MEDIUM	Pooling	17
3D Average Pooling	HARD	Pooling	21
3D Max Pooling	HARD	Pooling	16
3D Square Convolution	HARD	Convolution	25
3D Tensor-Matrix Multiplication	HARD	Matmul	85
4D Tensor-Matrix Multiplication	HARD	Matmul	34
Argmax Over Dimension	EASY	Reduction	10
Argmin Over Dimension	EASY	Reduction	15
Batch Normalization	MEDIUM	Normalization	36
Cosine Similarity	EASY	Loss	68
Cumulative Product	MEDIUM	Scan	63
Cumulative Sum	MEDIUM	Scan	138
Diagonal Matrix Multiplication	EASY	Matmul	42
ELU	EASY	Activations	33
Frobenius Normalization	EASY	Normalization	13
GELU	EASY	Activations	261
GEMM with Bias and ReLU	MEDIUM	MatmulActivationsFused	141
Hard Sigmoid	EASY	Activations	87
Hinge Loss	EASY	Loss	20
Huber Loss	EASY	Loss	46
Kullback-Leibler Divergence	MEDIUM	Loss	25
L1 Normalization	EASY	Normalization	13
L2 Normalization	EASY	Normalization	8
Layer Normalization	MEDIUM	Normalization	47
Leaky ReLU	EASY	Activations	542
Lower Triangular Matrix Multiplication	MEDIUM	Matmul	4
Matrix Multiplication	MEDIUM	Matmul	754
Matrix Multiplication with Swish Activation	MEDIUM	MatmulActivationsFused	7
Matrix Scalar Multiplication	EASY	MatmulScalar	110
Matrix Vector Multiplication	EASY	MatmulVector	639
Max Over Dimension	EASY	Reduction	15
Mean Over Dimension	EASY	Reduction	3
Mean Squared Error Loss	EASY	Loss	3
Min Over Dimension	EASY	Reduction	10
Product Over Dimension	EASY	Reduction	2
ReLU	EASY	Activations	637
RMS Normalization	EASY	Normalization	26
SELU	EASY	Activations	24
Sigmoid	EASY	Activations	79
Softmax	MEDIUM	ActivationsNormalization	13
Softplus	EASY	Activations	7
Square Matrix Multiplication	MEDIUM	Matmul	858
Sum Over Dimension	EASY	Reduction	23
Swish	EASY	Activations	22
Symmetric Matrix Multiplication	MEDIUM	Matmul	10
Tanh	EASY	Activations	154
Triplet Margin Loss	MEDIUM	LossReduction	17
Upper Triangular Matrix Multiplication	MEDIUM	Matmul	5
Vector Addition	EASY	Vector	1603