eddl_progress_tensor.md

Development Status

Image	Meaning
✅	Done
🔵	In progress
❌	Todo

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Raw-Tensor operations

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Numpy-like operations over a raw-tensor object

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Creation ops

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Functionality	CPU	GPU	Comments
zeros	✅	✅
ones	✅	✅
arange	✅	✅
range	✅	✅
linspace	✅	✅
logspace	✅	✅
eye	✅	✅
full	✅	✅

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Indexing, Slicing, Joining, Mutating Ops

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Functionality	CPU	GPU	Comments
cat	❌	❌
chunk	❌	❌
gather	❌	❌
nonzero	❌	❌
reshape	✅	✅
split	❌	❌
squeeze	❌	❌
stack	❌	❌
transpose	✅	✅
unsqueeze	❌	❌
where	❌	❌
get	❌	❌
set	❌	❌

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Generators

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Functionality	CPU	GPU	Comments
bernoulli	❌	❌
multinomial	❌	❌
uniform	✅	✅
signed-uniform	✅	✅
rand normal	✅	✅
rand binary	✅	✅

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Serialization

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Functionality	CPU	GPU	Comments
save	✅	✅	bin, onnx, png, jpg
load	✅	✅	bin, onnx, png, jpg

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Math operations

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Pointwise Ops

Functionality	CPU	GPU	Comments
abs	✅	✅
acos	✅	✅
add	✅	✅
asin	✅	✅
atan	✅	✅
ceil	✅	✅
clamp	✅	✅
clampmax	✅	✅
clampmin	✅	✅
cos	✅	✅
cosh	✅	✅
div	✅	✅
exp	✅	✅
floor	✅	✅
log	✅	✅
log2	✅	✅
log10	✅	✅
logn	✅	✅
max*	✅	❌	Not reduced
mean*	❌	❌	Not reduced
median*	❌	❌	Not reduced
min*	✅	❌	Not reduced
mod	✅	✅
mode*	✅	❌	Not reduced
mult	✅	✅
neg	✅	✅
normalize*	✅	✅	Not reduced
pow	✅	✅
reciprocal	✅	✅
remainder	✅	✅
round	✅	✅
rsqrt	✅	✅
sigmoid	✅	✅
sign	✅	✅
sin	✅	✅
sinh	✅	✅
sqr	✅	✅
sqrt	✅	✅
std*	❌	❌	Not reduced
sub	✅	✅
sum*	✅	✅	Not reduced by default
tan	✅	✅
tanh	✅	✅
trunc	✅	✅
var*	❌	❌	Not reduced

Reduction ops

Functionality	CPU	GPU	Comments
argmax	❌	❌
argmin	❌	❌
cumprod	❌	❌
cumsum	❌	❌
max	❌	❌
min	❌	❌
mean	❌	❌
median	❌	❌
mode	❌	❌
norm	❌	❌
prod	❌	❌
std	❌	❌
sum	❌	❌
unique	❌	❌
var	❌	❌

Comparison ops

Functionality	CPU	GPU	Comments
allclose	❌	❌
argsort	❌	❌
eq	✅	❌
ge	❌	❌
gt	❌	❌
isfinite	❌	❌
isinf	❌	❌
isnan	❌	❌
le	❌	❌
lt	❌	❌
ne	❌	❌
sort	❌	❌
topk	❌	❌

Other ops

Functionality	CPU	GPU	Comments
cross	❌	❌
diag	❌	❌
einsum	❌	❌
flatten	❌	❌
flip	❌	❌
trace	❌	❌
dot	❌	❌