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[WIP] Dev issue #766 #847

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[WIP] Dev issue #766 #847

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2193314
feat: added sparsity estimations and tests for most daphne ops
Garic152 Aug 22, 2024
3d65992
WIP: fixed the sparsity inference issues partially
Garic152 Oct 9, 2024
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131 changes: 131 additions & 0 deletions infersparsitytest.daph
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Original file line number Diff line number Diff line change
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// --------------------------------------------------------------------
// Outer Binary
// --------------------------------------------------------------------

print("Outer Binary");

// we take 3 matrices of different sparsities to take into account all the possible cases for the different ops. We also need the row and column matrix for every sparsity.
empty_col = rand(2, 1, 1, 1, 0.0, -1);
empty_row = rand(1, 2, 1, 1, 0.0, -1);
half_col = rand(2, 1, 1, 1, 0.5, -1);
half_row = rand(1, 2, 1, 1, 0.5, -1);
full_col = rand(2, 1, 1, 1, 1.0, -1);
full_row = rand(1, 2, 1, 1, 1.0, -1);
unknown_col = sin(rand(2, 1, 1, 1, 0.5, -1));
unknown_row = sin(rand(1, 2, 1, 1, 0.5, -1));

print("outeradd");
print(sparsity(outerAdd(empty_col, empty_row)));
print(sparsity(outerAdd(empty_col, half_row)));
print(sparsity(outerAdd(half_col, half_row)));
print(sparsity(outerAdd(unknown_col, half_row)));
print(sparsity(outerAdd(unknown_col, unknown_row)));

print("outersub");
print(sparsity(outerSub(empty_col, empty_row)));
print(sparsity(outerSub(empty_col, half_row)));
print(sparsity(outerSub(half_col, half_row)));
print(sparsity(outerSub(unknown_col, half_row)));
print(sparsity(outerSub(unknown_col, unknown_row)));

print("outermul");
print(sparsity(outerMul(empty_col, empty_row)));
print(sparsity(outerMul(empty_col, half_row)));
print(sparsity(outerMul(half_col, half_row)));
print(sparsity(outerMul(unknown_col, empty_row)));
print(sparsity(outerMul(unknown_col, half_row)));
print(sparsity(outerMul(unknown_col, unknown_row)));

print("outerdiv");
// TODO: Fix division by 0 inconsistency in #802 before uncommenting the following test cases AND adding the results to sparsity_3.txt.
//print(sparsity(outerDiv(empty_col, empty_row)));
//print(sparsity(outerDiv(empty_col, half_row)));
//print(sparsity(outerDiv(half_col, half_row)));
print(sparsity(outerDiv(unknown_col, half_row)));
print(sparsity(outerDiv(half_col, unknown_row)));
print(sparsity(outerDiv(unknown_col, unknown_row)));

print("outerpow");
print(sparsity(outerPow(empty_col, empty_row)));
print(sparsity(outerPow(empty_col, half_row)));
print(sparsity(outerPow(half_col, half_row)));
print(sparsity(outerPow(unknown_col, half_row)));
print(sparsity(outerPow(unknown_col, unknown_row)));

print("outermod");
print(sparsity(outerMod(empty_col, empty_row)));
print(sparsity(outerMod(empty_col, half_row)));
print(sparsity(outerMod(half_col, half_row)));
print(sparsity(outerMod(unknown_col, half_row)));
print(sparsity(outerMod(unknown_col, unknown_row)));

print("outermin");
print(sparsity(outerMin(empty_col, empty_row)));
print(sparsity(outerMin(empty_col, half_row)));
print(sparsity(outerMin(full_col, full_row)));
print(sparsity(outerMin(unknown_col, empty_row)));

print("outermax");
print(sparsity(outerMax(empty_col, empty_row)));
print(sparsity(outerMax(empty_col, half_row)));
print(sparsity(outerMax(full_col, full_row)));
print(sparsity(outerMax(unknown_col, empty_row)));

print("outerand");
print(sparsity(outerAnd(empty_col, empty_row)));
print(sparsity(outerAnd(empty_col, half_row)));
print(sparsity(outerAnd(half_col, half_row)));
print(sparsity(outerAnd(unknown_col, empty_row)));
print(sparsity(outerAnd(unknown_col, full_row)));

print("outeror");
print(sparsity(outerOr(empty_col, empty_row)));
print(sparsity(outerOr(empty_col, half_row)));
print(sparsity(outerOr(half_col, empty_row)));
print(sparsity(outerOr(half_col, half_row)));
print(sparsity(outerOr(unknown_col, empty_row)));
print(sparsity(outerOr(unknown_col, full_row)));

print("outereq");
print(sparsity(outerEq(empty_col, empty_row)));
print(sparsity(outerEq(full_col, full_row)));
print(sparsity(outerEq(full_col, empty_row)));
print(sparsity(outerEq(empty_col, full_row)));
print(sparsity(outerEq(unknown_col, empty_row)));
print(sparsity(outerEq(unknown_col, unknown_row)));

print("outerneq");
print(sparsity(outerNeq(empty_col, empty_row)));
print(sparsity(outerNeq(full_col, full_row)));
print(sparsity(outerNeq(full_col, empty_row)));
print(sparsity(outerNeq(empty_col, full_row)));
print(sparsity(outerNeq(unknown_col, empty_row)));
print(sparsity(outerNeq(unknown_col, unknown_row)));

print("outerlt");
print(sparsity(outerLt(empty_col, empty_row)));
print(sparsity(outerLt(full_col, full_row)));
print(sparsity(outerLt(full_col, empty_row)));
print(sparsity(outerLt(unknown_col, empty_row)));
print(sparsity(outerLt(unknown_col, unknown_row)));

print("outerle");
print(sparsity(outerLe(empty_col, empty_row)));
print(sparsity(outerLe(full_col, full_row)));
print(sparsity(outerLe(full_col, empty_row)));
print(sparsity(outerLe(unknown_col, empty_row)));
print(sparsity(outerLe(unknown_col, unknown_row)));

print("outergt");
print(sparsity(outerGt(empty_col, empty_row)));
print(sparsity(outerGt(full_col, full_row)));
print(sparsity(outerGt(full_col, empty_row)));
print(sparsity(outerGt(unknown_col, empty_row)));
print(sparsity(outerGt(unknown_col, unknown_row)));

print("outerge");
print(sparsity(outerGe(empty_col, empty_row)));
print(sparsity(outerGe(full_col, full_row)));
print(sparsity(outerGe(full_col, empty_row)));
print(sparsity(outerGe(unknown_col, empty_row)));
print(sparsity(outerGe(unknown_col, unknown_row)));
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