add float-cell cases

* also, make input values exactly representable as floats

2 files changed, 1699 insertions, 1006 deletions

diff --git a/eval/src/apps/tensor_conformance/generate.cpp b/eval/src/apps/tensor_conformance/generate.cpp
index 47a37824c3a..ab6b5c36ad0 100644
--- a/eval/src/apps/tensor_conformance/generate.cpp
+++ b/eval/src/apps/tensor_conformance/generate.cpp
@@ -18,11 +18,14 @@ void generate_reduce(Aggr aggr, const Sequence &seq, TestBuilder &dst) {
         {x(3)},
         {x(3),y(5)},
         {x(3),y(5),z(7)},
+        float_cells({x(3),y(5),z(7)}),
         {x({"a","b","c"})},
         {x({"a","b","c"}),y({"foo","bar"})},
         {x({"a","b","c"}),y({"foo","bar"}),z({"i","j","k","l"})},
+        float_cells({x({"a","b","c"}),y({"foo","bar"}),z({"i","j","k","l"})}),
         {x(3),y({"foo", "bar"}),z(7)},
-        {x({"a","b","c"}),y(5),z({"i","j","k","l"})}
+        {x({"a","b","c"}),y(5),z({"i","j","k","l"})},
+        float_cells({x({"a","b","c"}),y(5),z({"i","j","k","l"})})
     };
     for (const Layout &layout: layouts) {
         TensorSpec input = spec(layout, seq);
@@ -41,7 +44,7 @@ void generate_reduce(Aggr aggr, const Sequence &seq, TestBuilder &dst) {
 void generate_tensor_reduce(TestBuilder &dst) {
     generate_reduce(Aggr::AVG, N(), dst);
     generate_reduce(Aggr::COUNT, N(), dst);
-    generate_reduce(Aggr::PROD, Sigmoid(N()), dst);
+    generate_reduce(Aggr::PROD, SigmoidF(N()), dst);
     generate_reduce(Aggr::SUM, N(), dst);
     generate_reduce(Aggr::MAX, N(), dst);
     generate_reduce(Aggr::MIN, N(), dst);
@@ -55,11 +58,14 @@ void generate_map_expr(const vespalib::string &expr, map_fun_t ref_op, const Seq
         {x(3)},
         {x(3),y(5)},
         {x(3),y(5),z(7)},
+        float_cells({x(3),y(5),z(7)}),
         {x({"a","b","c"})},
         {x({"a","b","c"}),y({"foo","bar"})},
         {x({"a","b","c"}),y({"foo","bar"}),z({"i","j","k","l"})},
+        float_cells({x({"a","b","c"}),y({"foo","bar"}),z({"i","j","k","l"})}),
         {x(3),y({"foo", "bar"}),z(7)},
-        {x({"a","b","c"}),y(5),z({"i","j","k","l"})}
+        {x({"a","b","c"}),y(5),z({"i","j","k","l"})},
+        float_cells({x({"a","b","c"}),y(5),z({"i","j","k","l"})})
     };
     for (const Layout &layout: layouts) {
         dst.add(expr, {{"a", spec(layout, seq)}}, spec(layout, OpSeq(seq, ref_op)));
@@ -72,50 +78,59 @@ void generate_op1_map(const vespalib::string &op1_expr, map_fun_t ref_op, const
 }
 
 void generate_tensor_map(TestBuilder &dst) {
-    generate_op1_map("-a", operation::Neg::f, Sub2(Div10(N())), dst);
+    generate_op1_map("-a", operation::Neg::f, Sub2(Div16(N())), dst);
     generate_op1_map("!a", operation::Not::f, Mask2Seq(SkipNth(3)), dst);
-    generate_op1_map("cos(a)", operation::Cos::f, Div10(N()), dst);
-    generate_op1_map("sin(a)", operation::Sin::f, Div10(N()), dst);
-    generate_op1_map("tan(a)", operation::Tan::f, Div10(N()), dst);
-    generate_op1_map("cosh(a)", operation::Cosh::f, Div10(N()), dst);
-    generate_op1_map("sinh(a)", operation::Sinh::f, Div10(N()), dst);
-    generate_op1_map("tanh(a)", operation::Tanh::f, Div10(N()), dst);
-    generate_op1_map("acos(a)", operation::Acos::f, Sigmoid(Div10(N())), dst);
-    generate_op1_map("asin(a)", operation::Asin::f, Sigmoid(Div10(N())), dst);
-    generate_op1_map("atan(a)", operation::Atan::f, Div10(N()), dst);
-    generate_op1_map("exp(a)", operation::Exp::f, Div10(N()), dst);
-    generate_op1_map("log10(a)", operation::Log10::f, Div10(N()), dst);
-    generate_op1_map("log(a)", operation::Log::f, Div10(N()), dst);
-    generate_op1_map("sqrt(a)", operation::Sqrt::f, Div10(N()), dst);
-    generate_op1_map("ceil(a)", operation::Ceil::f, Div10(N()), dst);
-    generate_op1_map("fabs(a)", operation::Fabs::f, Div10(N()), dst);
-    generate_op1_map("floor(a)", operation::Floor::f, Div10(N()), dst);
+    generate_op1_map("cos(a)", operation::Cos::f, Div16(N()), dst);
+    generate_op1_map("sin(a)", operation::Sin::f, Div16(N()), dst);
+    generate_op1_map("tan(a)", operation::Tan::f, Div16(N()), dst);
+    generate_op1_map("cosh(a)", operation::Cosh::f, Div16(N()), dst);
+    generate_op1_map("sinh(a)", operation::Sinh::f, Div16(N()), dst);
+    generate_op1_map("tanh(a)", operation::Tanh::f, Div16(N()), dst);
+    generate_op1_map("acos(a)", operation::Acos::f, SigmoidF(Div16(N())), dst);
+    generate_op1_map("asin(a)", operation::Asin::f, SigmoidF(Div16(N())), dst);
+    generate_op1_map("atan(a)", operation::Atan::f, Div16(N()), dst);
+    generate_op1_map("exp(a)", operation::Exp::f, Div16(N()), dst);
+    generate_op1_map("log10(a)", operation::Log10::f, Div16(N()), dst);
+    generate_op1_map("log(a)", operation::Log::f, Div16(N()), dst);
+    generate_op1_map("sqrt(a)", operation::Sqrt::f, Div16(N()), dst);
+    generate_op1_map("ceil(a)", operation::Ceil::f, Div16(N()), dst);
+    generate_op1_map("fabs(a)", operation::Fabs::f, Div16(N()), dst);
+    generate_op1_map("floor(a)", operation::Floor::f, Div16(N()), dst);
     generate_op1_map("isNan(a)", operation::IsNan::f, Mask2Seq(SkipNth(3), 1.0, my_nan), dst);
-    generate_op1_map("relu(a)", operation::Relu::f, Sub2(Div10(N())), dst);
-    generate_op1_map("sigmoid(a)", operation::Sigmoid::f, Sub2(Div10(N())), dst);
-    generate_op1_map("elu(a)", operation::Elu::f, Sub2(Div10(N())), dst);
+    generate_op1_map("relu(a)", operation::Relu::f, Sub2(Div16(N())), dst);
+    generate_op1_map("sigmoid(a)", operation::Sigmoid::f, Sub2(Div16(N())), dst);
+    generate_op1_map("elu(a)", operation::Elu::f, Sub2(Div16(N())), dst);
     generate_op1_map("a in [1,5,7,13,42]", MyIn::f, N(), dst);
-    generate_map_expr("map(a,f(a)((a+1)*2))", MyOp::f, Div10(N()), dst);
+    generate_map_expr("map(a,f(a)((a+1)*2))", MyOp::f, Div16(N()), dst);
 }
 
 //-----------------------------------------------------------------------------
 
 void generate_join_expr(const vespalib::string &expr, const Sequence &seq, TestBuilder &dst) {
     std::vector<Layout> layouts = {
-        {},                                    {},
-        {x(5)},                                {x(5)},
-        {x(5)},                                {y(5)},
-        {x(5)},                                {x(5),y(5)},
-        {x(5),y(3)},                           {x(5),y(3)},
-        {x(3),y(5)},                           {y(5),z(7)},
-        {x({"a","b","c"})},                    {x({"a","b","c"})},
-        {x({"a","b","c"})},                    {x({"a","b"})},
-        {x({"a","b","c"})},                    {y({"foo","bar","baz"})},
-        {x({"a","b","c"})},                    {x({"a","b","c"}),y({"foo","bar","baz"})},
-        {x({"a","b"}),y({"foo","bar","baz"})}, {x({"a","b","c"}),y({"foo","bar"})},
-        {x({"a","b"}),y({"foo","bar","baz"})}, {y({"foo","bar"}),z({"i","j","k","l"})},
-        {x(3),y({"foo", "bar"})},              {y({"foo", "bar"}),z(7)},
-        {x({"a","b","c"}),y(5)},               {y(5),z({"i","j","k","l"})}
+        {},                                                 {},
+        {x(5)},                                             {x(5)},
+        {x(5)},                                             {y(5)},
+        {x(5)},                                             {x(5),y(5)},
+        {y(3)},                                             {x(2),z(3)},
+        {x(3),y(5)},                                        {y(5),z(7)},
+        float_cells({x(3),y(5)}),                           {y(5),z(7)},
+        {x(3),y(5)},                                        float_cells({y(5),z(7)}),
+        float_cells({x(3),y(5)}),                           float_cells({y(5),z(7)}),
+        {x({"a","b","c"})},                                 {x({"a","b","c"})},
+        {x({"a","b","c"})},                                 {x({"a","b"})},
+        {x({"a","b","c"})},                                 {y({"foo","bar","baz"})},
+        {x({"a","b","c"})},                                 {x({"a","b","c"}),y({"foo","bar","baz"})},
+        {x({"a","b"}),y({"foo","bar","baz"})},              {x({"a","b","c"}),y({"foo","bar"})},
+        {x({"a","b"}),y({"foo","bar","baz"})},              {y({"foo","bar"}),z({"i","j","k","l"})},
+        float_cells({x({"a","b"}),y({"foo","bar","baz"})}), {y({"foo","bar"}),z({"i","j","k","l"})},
+        {x({"a","b"}),y({"foo","bar","baz"})},              float_cells({y({"foo","bar"}),z({"i","j","k","l"})}),
+        float_cells({x({"a","b"}),y({"foo","bar","baz"})}), float_cells({y({"foo","bar"}),z({"i","j","k","l"})}),
+        {x(3),y({"foo", "bar"})},                           {y({"foo", "bar"}),z(7)},
+        {x({"a","b","c"}),y(5)},                            {y(5),z({"i","j","k","l"})},
+        float_cells({x({"a","b","c"}),y(5)}),               {y(5),z({"i","j","k","l"})},
+        {x({"a","b","c"}),y(5)},                            float_cells({y(5),z({"i","j","k","l"})}),
+        float_cells({x({"a","b","c"}),y(5)}),               float_cells({y(5),z({"i","j","k","l"})})
     };
     ASSERT_TRUE((layouts.size() % 2) == 0);
     for (size_t i = 0; i < layouts.size(); i += 2) {
@@ -131,43 +146,74 @@ void generate_op2_join(const vespalib::string &op2_expr, const Sequence &seq, Te
 }
 
 void generate_tensor_join(TestBuilder &dst) {
-    generate_op2_join("a+b", Div10(N()), dst);
-    generate_op2_join("a-b", Div10(N()), dst);
-    generate_op2_join("a*b", Div10(N()), dst);
-    generate_op2_join("a/b", Div10(N()), dst);
-    generate_op2_join("a%b", Div10(N()), dst);
-    generate_op2_join("a^b", Div10(N()), dst);
-    generate_op2_join("pow(a,b)", Div10(N()), dst);
-    generate_op2_join("a==b", Div10(N()), dst);
-    generate_op2_join("a!=b", Div10(N()), dst);
-    generate_op2_join("a~=b", Div10(N()), dst);
-    generate_op2_join("a<b", Div10(N()), dst);
-    generate_op2_join("a<=b", Div10(N()), dst);
-    generate_op2_join("a>b", Div10(N()), dst);
-    generate_op2_join("a>=b", Div10(N()), dst);
+    generate_op2_join("a+b", Div16(N()), dst);
+    generate_op2_join("a-b", Div16(N()), dst);
+    generate_op2_join("a*b", Div16(N()), dst);
+    generate_op2_join("a/b", Div16(N()), dst);
+    generate_op2_join("a%b", Div16(N()), dst);
+    generate_op2_join("a^b", Div16(N()), dst);
+    generate_op2_join("pow(a,b)", Div16(N()), dst);
+    generate_op2_join("a==b", Div16(N()), dst);
+    generate_op2_join("a!=b", Div16(N()), dst);
+    generate_op2_join("a~=b", Div16(N()), dst);
+    generate_op2_join("a<b", Div16(N()), dst);
+    generate_op2_join("a<=b", Div16(N()), dst);
+    generate_op2_join("a>b", Div16(N()), dst);
+    generate_op2_join("a>=b", Div16(N()), dst);
     generate_op2_join("a&&b", Mask2Seq(SkipNth(3)), dst);
     generate_op2_join("a||b", Mask2Seq(SkipNth(3)), dst);
-    generate_op2_join("atan2(a,b)", Div10(N()), dst);
-    generate_op2_join("ldexp(a,b)", Div10(N()), dst);
-    generate_op2_join("fmod(a,b)", Div10(N()), dst);
-    generate_op2_join("min(a,b)", Div10(N()), dst);
-    generate_op2_join("max(a,b)", Div10(N()), dst);
-    generate_join_expr("join(a,b,f(a,b)((a+b)/(a*b)))", Div10(N()), dst);
+    generate_op2_join("atan2(a,b)", Div16(N()), dst);
+    generate_op2_join("ldexp(a,b)", Div16(N()), dst);
+    generate_op2_join("fmod(a,b)", Div16(N()), dst);
+    generate_op2_join("min(a,b)", Div16(N()), dst);
+    generate_op2_join("max(a,b)", Div16(N()), dst);
+    generate_join_expr("join(a,b,f(a,b)((a+b)/(a*b)))", Div16(N()), dst);
 }
 
 //-----------------------------------------------------------------------------
 
+void generate_dot_product(TestBuilder &dst,
+                          double expect,
+                          const Layout &lhs, const Seq &lhs_seq,
+                          const Layout &rhs, const Seq &rhs_seq)
+{
+    dst.add("reduce(a*b,sum)",
+            { {"a", spec(lhs, lhs_seq)},{"b", spec(rhs, rhs_seq)} },
+            spec(expect));
+}
+
+void generate_dot_product(TestBuilder &dst,
+                          double expect,
+                          const Layout &layout,
+                          const Seq &lhs_seq,
+                          const Seq &rhs_seq)
+{
+    auto fl_lay = float_cells(layout);
+    generate_dot_product(dst, expect, layout, lhs_seq, layout, rhs_seq);
+    generate_dot_product(dst, expect, fl_lay, lhs_seq, layout, rhs_seq);
+    generate_dot_product(dst, expect, layout, lhs_seq, fl_lay, rhs_seq);
+    generate_dot_product(dst, expect, fl_lay, lhs_seq, fl_lay, rhs_seq);
+}
+
 void generate_dot_product(TestBuilder &dst) {
-    dst.add("reduce(a*b,sum)", {{"a", spec(x(3), Seq({ 2, 3, 5 }))}, {"b", spec(x(3), Seq({ 7, 11, 13 }))}},
-            spec((2 * 7) + (3 * 11) + (5 * 13)));
+    generate_dot_product(dst, ((2 * 7) + (3 * 11) + (5 * 13)), {x(3)},
+                         Seq({ 2, 3, 5 }),
+                         Seq({ 7, 11, 13 }));
 }
 
 //-----------------------------------------------------------------------------
 
 void generate_xw_product(TestBuilder &dst) {
     auto matrix = spec({x(2),y(3)}, Seq({ 3, 5, 7, 11, 13, 17 }));
+    auto fmatrix = spec(float_cells({x(2),y(3)}), Seq({ 3, 5, 7, 11, 13, 17 }));
     dst.add("reduce(a*b,sum,x)", {{"a", spec(x(2), Seq({ 1, 2 }))}, {"b", matrix}},
             spec(y(3), Seq({(1*3+2*11),(1*5+2*13),(1*7+2*17)})));
+    dst.add("reduce(a*b,sum,x)",
+            {{"a", spec(float_cells({x(2)}), Seq({ 1, 2 }))}, {"b", matrix}},
+            spec(y(3), Seq({(1*3+2*11),(1*5+2*13),(1*7+2*17)})));
+    dst.add("reduce(a*b,sum,x)",
+            {{"a", spec(float_cells({x(2)}), Seq({ 1, 2 }))}, {"b", fmatrix}},
+            spec(float_cells({y(3)}), Seq({(1*3+2*11),(1*5+2*13),(1*7+2*17)})));
     dst.add("reduce(a*b,sum,y)", {{"a", spec(y(3), Seq({ 1, 2, 3 }))}, {"b", matrix}},
             spec(x(2), Seq({(1*3+2*5+3*7),(1*11+2*13+3*17)})));
 }
@@ -177,6 +223,9 @@ void generate_xw_product(TestBuilder &dst) {
 void generate_tensor_concat(TestBuilder &dst) {
     dst.add("concat(a,b,x)", {{"a", spec(10.0)}, {"b", spec(20.0)}}, spec(x(2), Seq({10.0, 20.0})));
     dst.add("concat(a,b,x)", {{"a", spec(x(1), Seq({10.0}))}, {"b", spec(20.0)}}, spec(x(2), Seq({10.0, 20.0})));
+    dst.add("concat(a,b,x)", {{"a", spec(float_cells({x(1)}), Seq({10.0}))},
+            {"b", spec(20.0)}},
+            spec(float_cells({x(2)}), Seq({10.0, 20.0})));
     dst.add("concat(a,b,x)", {{"a", spec(10.0)}, {"b", spec(x(1), Seq({20.0}))}}, spec(x(2), Seq({10.0, 20.0})));
     dst.add("concat(a,b,x)", {{"a", spec(x(3), Seq({1.0, 2.0, 3.0}))}, {"b", spec(x(2), Seq({4.0, 5.0}))}},
             spec(x(5), Seq({1.0, 2.0, 3.0, 4.0, 5.0})));
@@ -190,6 +239,35 @@ void generate_tensor_concat(TestBuilder &dst) {
             spec({x(2), y(2)}, Seq({1.0, 2.0, 4.0, 5.0})));
     dst.add("concat(concat(a,b,x),concat(c,d,x),y)", {{"a", spec(1.0)}, {"b", spec(2.0)}, {"c", spec(3.0)}, {"d", spec(4.0)}},
             spec({x(2), y(2)}, Seq({1.0, 3.0, 2.0, 4.0})));
+
+    dst.add("concat(a,b,x)",
+            {{"a", spec(float_cells({x(1)}), Seq({10.0}))}, {"b", spec(20.0) }},
+            spec(float_cells({x(2)}), Seq({10.0, 20.0})));
+
+    dst.add("concat(a,b,x)",
+            {{"a", spec(10.0)}, {"b", spec(float_cells({x(1)}), Seq({20.0}))}},
+            spec(float_cells({x(2)}), Seq({10.0, 20.0})));
+
+    dst.add("concat(a,b,x)",
+            {
+                {"a", spec(float_cells({x(3)}), Seq({1.0, 2.0, 3.0})) },
+                {"b", spec(x(2), Seq({4.0, 5.0})) }
+            },
+            spec(x(5), N()));
+
+    dst.add("concat(a,b,x)",
+            {
+                {"a", spec(x(3), Seq({1.0, 2.0, 3.0}))},
+                {"b", spec(float_cells({x(2)}), Seq({4.0, 5.0}))}
+            },
+            spec(x(5), N()));
+
+    dst.add("concat(a,b,x)",
+            {
+                {"a", spec(float_cells({x(3)}), Seq({1.0, 2.0, 3.0})) },
+                {"b", spec(float_cells({x(2)}), Seq({4.0, 5.0})) }
+            },
+            spec(float_cells({x(5)}), N()));
 }
 
 //-----------------------------------------------------------------------------
@@ -200,6 +278,7 @@ void generate_tensor_rename(TestBuilder &dst) {
     dst.add("rename(a,z,x)", {{"a", spec({y(5),z(5)}, N())}}, spec({y(5),x(5)}, N()));
     dst.add("rename(a,x,z)", {{"a", spec({x(5),y(5)}, N())}}, spec({z(5),y(5)}, N()));
     dst.add("rename(a,y,z)", {{"a", spec({x(5),y(5)}, N())}}, spec({x(5),z(5)}, N()));
+    dst.add("rename(a,y,z)", {{"a", spec(float_cells({x(5),y(5)}), N())}}, spec(float_cells({x(5),z(5)}), N()));
     dst.add("rename(a,(x,y),(y,x))", {{"a", spec({x(5),y(5)}, N())}}, spec({y(5),x(5)}, N()));
 }
 
@@ -207,6 +286,7 @@ void generate_tensor_rename(TestBuilder &dst) {
 
 void generate_tensor_lambda(TestBuilder &dst) {
     dst.add("tensor(x[10])(x+1)", {{}}, spec(x(10), N()));
+    dst.add("tensor<float>(x[5],y[4])(x*4+(y+1))", {{}}, spec(float_cells({x(5),y(4)}), N()));
     dst.add("tensor(x[5],y[4])(x*4+(y+1))", {{}}, spec({x(5),y(4)}, N()));
     dst.add("tensor(x[5],y[4])(x==y)", {{}}, spec({x(5),y(4)},
                                                   Seq({           1.0, 0.0, 0.0, 0.0,
diff --git a/eval/src/apps/tensor_conformance/test_spec.json b/eval/src/apps/tensor_conformance/test_spec.json
index b5374e6033d..a5f4b3835dc 100644
--- a/eval/src/apps/tensor_conformance/test_spec.json
+++ b/eval/src/apps/tensor_conformance/test_spec.json
@@ -7,6 +7,10 @@
 {"expression":"reduce(a,avg,y)","inputs":{"a":"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},"result":{"expect":"0x0202017803017A07402E00000000000040300000000000004031000000000000403200000000000040330000000000004034000000000000403500000000000040490000000000004049800000000000404A000000000000404A800000000000404B000000000000404B800000000000404C000000000000405540000000000040558000000000004055C000000000004056000000000000405640000000000040568000000000004056C00000000000"}}
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+{"expression":"map(a,f(a)(cosh(a)))","inputs":{"a":"0x02003FB0000000000000"},"result":{"expect":"0x02003FF00800AAB05B20"}}
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-{"num_tests":1202}
+{"num_tests":1815}