// RUN: mlir-opt -transform-interpreter -canonicalize -split-input-file -verify-diagnostics %s | FileCheck %s // expected-remark @below {{attr associated to "test.id" = 42 : i32}} module attributes { test.dlti = #dlti.map<"test.id" = 42 : i32> } { func.func private @f() } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg: !transform.any_op) { %funcs = transform.structured.match ops{["func.func"]} in %arg : (!transform.any_op) -> !transform.any_op %module = transform.get_parent_op %funcs : (!transform.any_op) -> !transform.any_op %param = transform.dlti.query ["test.id"] at %module : (!transform.any_op) -> !transform.any_param transform.debug.emit_param_as_remark %param, "attr associated to \"test.id\" =" at %module : !transform.any_param, !transform.any_op transform.yield } } // ----- // expected-remark @below {{i32 present in set : unit}} module attributes { test.dlti = #dlti.map } { func.func private @f() } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg: !transform.any_op) { %funcs = transform.structured.match ops{["func.func"]} in %arg : (!transform.any_op) -> !transform.any_op %module = transform.get_parent_op %funcs : (!transform.any_op) -> !transform.any_op %param = transform.dlti.query [i32] at %module : (!transform.any_op) -> !transform.any_param transform.debug.emit_param_as_remark %param, "i32 present in set :" at %module : !transform.any_param, !transform.any_op transform.yield } } // ----- // expected-remark @below {{attr associated to i32's "width_in_bits" = 32 : i32}} module attributes { test.dlti = #dlti.map> } { func.func private @f() } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg: !transform.any_op) { %funcs = transform.structured.match ops{["func.func"]} in %arg : (!transform.any_op) -> !transform.any_op %module = transform.get_parent_op %funcs : (!transform.any_op) -> !transform.any_op %param = transform.dlti.query [i32,"width_in_bits"] at %module : (!transform.any_op) -> !transform.any_param transform.debug.emit_param_as_remark %param, "attr associated to i32's \"width_in_bits\" =" at %module : !transform.any_param, !transform.any_op transform.yield } } // ----- // expected-remark @below {{width in bits of i32 = 32 : i64}} // expected-remark @below {{width in bits of f64 = 64 : i64}} module attributes { test.dlti = #dlti.map<"width_in_bits" = #dlti.map> } { func.func private @f() } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg: !transform.any_op) { %funcs = transform.structured.match ops{["func.func"]} in %arg : (!transform.any_op) -> !transform.any_op %module = transform.get_parent_op %funcs : (!transform.any_op) -> !transform.any_op %i32bits = transform.dlti.query ["width_in_bits",i32] at %module : (!transform.any_op) -> !transform.any_param %f64bits = transform.dlti.query ["width_in_bits",f64] at %module : (!transform.any_op) -> !transform.any_param transform.debug.emit_param_as_remark %i32bits, "width in bits of i32 =" at %module : !transform.any_param, !transform.any_op transform.debug.emit_param_as_remark %f64bits, "width in bits of f64 =" at %module : !transform.any_param, !transform.any_op transform.yield } } // ----- // expected-remark @below {{attr associated to "test.id" = 42 : i32}} module attributes { test.dlti = #dlti.dl_spec<"test.id" = 42 : i32> } { func.func private @f() } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg: !transform.any_op) { %funcs = transform.structured.match ops{["func.func"]} in %arg : (!transform.any_op) -> !transform.any_op %module = transform.get_parent_op %funcs : (!transform.any_op) -> !transform.any_op %param = transform.dlti.query ["test.id"] at %module : (!transform.any_op) -> !transform.any_param transform.debug.emit_param_as_remark %param, "attr associated to \"test.id\" =" at %module : !transform.any_param, !transform.any_op transform.yield } } // ----- module attributes { test.dlti = #dlti.dl_spec<"test.id" = 42 : i32> } { // expected-remark @below {{attr associated to "test.id" = 24 : i32}} func.func private @f() attributes { test.dlti = #dlti.dl_spec<"test.id" = 24 : i32>} } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg: !transform.any_op) { %funcs = transform.structured.match ops{["func.func"]} in %arg : (!transform.any_op) -> !transform.any_op %param = transform.dlti.query ["test.id"] at %funcs : (!transform.any_op) -> !transform.any_param transform.debug.emit_param_as_remark %param, "attr associated to \"test.id\" =" at %funcs : !transform.any_param, !transform.any_op transform.yield } } // ----- // expected-remark @below {{attr associated to "test.id" = 42 : i32}} module attributes { test.dlti = #dlti.dl_spec<"test.id" = 42 : i32> } { func.func private @f() attributes { test.dlti = #dlti.dl_spec<"test.id" = 24 : i32> } } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg: !transform.any_op) { %funcs = transform.structured.match ops{["func.func"]} in %arg : (!transform.any_op) -> !transform.any_op %module = transform.get_parent_op %funcs : (!transform.any_op) -> !transform.any_op %param = transform.dlti.query ["test.id"] at %module : (!transform.any_op) -> !transform.any_param transform.debug.emit_param_as_remark %param, "attr associated to \"test.id\" =" at %module : !transform.any_param, !transform.any_op transform.yield } } // ----- module attributes { test.dlti = #dlti.dl_spec<"test.id" = 42 : i32> } { func.func @matmul_tensors( %arg0: tensor, %arg1: tensor, %arg2: tensor) -> tensor { // expected-remark @below {{associated attr 42 : i32}} %0 = linalg.matmul ins(%arg0, %arg1: tensor, tensor) outs(%arg2: tensor) -> tensor return %0 : tensor } } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg: !transform.any_op) { %matmul = transform.structured.match ops{["linalg.matmul"]} in %arg : (!transform.any_op) -> !transform.any_op %param = transform.dlti.query ["test.id"] at %matmul : (!transform.any_op) -> !transform.any_param transform.debug.emit_param_as_remark %param, "associated attr" at %matmul : !transform.any_param, !transform.any_op transform.yield } } // ----- module attributes { test.dlti = #dlti.dl_spec<"test.id" = 42 : i32> } { func.func @matmul_tensors( %arg0: tensor, %arg1: tensor, %arg2: tensor) -> tensor attributes {test.dlti = #dlti.dl_spec<"test.id" = 24 : i32> } { // expected-remark @below {{associated attr 24 : i32}} %0 = linalg.matmul ins(%arg0, %arg1: tensor, tensor) outs(%arg2: tensor) -> tensor return %0 : tensor } } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg: !transform.any_op) { %matmul = transform.structured.match ops{["linalg.matmul"]} in %arg : (!transform.any_op) -> !transform.any_op %param = transform.dlti.query ["test.id"] at %matmul : (!transform.any_op) -> !transform.any_param transform.debug.emit_param_as_remark %param, "associated attr" at %matmul : !transform.any_param, !transform.any_op transform.yield } } // ----- // expected-remark @below {{associated attr 42 : i32}} module attributes { test.dlti = #dlti.target_system_spec<"CPU" = #dlti.target_device_spec<"test.id" = 42 : i32>> } { func.func private @f() } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg: !transform.any_op) { %func = transform.structured.match ops{["func.func"]} in %arg : (!transform.any_op) -> !transform.any_op %module = transform.get_parent_op %func : (!transform.any_op) -> !transform.any_op %param = transform.dlti.query ["CPU","test.id"] at %module : (!transform.any_op) -> !transform.any_param transform.debug.emit_param_as_remark %param, "associated attr" at %module : !transform.any_param, !transform.any_op transform.yield } } // ----- module attributes { test.dlti = #dlti.target_system_spec<"CPU" = #dlti.target_device_spec<"test.id" = 42 : i32>, "GPU" = #dlti.target_device_spec<"test.id" = 43 : i32>> } { // expected-remark @below {{associated attr 43 : i32}} func.func private @f() } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg: !transform.any_op) { %func = transform.structured.match ops{["func.func"]} in %arg : (!transform.any_op) -> !transform.any_op %param = transform.dlti.query ["GPU","test.id"] at %func : (!transform.any_op) -> !transform.any_param transform.debug.emit_param_as_remark %param, "associated attr" at %func : !transform.any_param, !transform.any_op transform.yield } } // ----- module attributes { test.dlti = #dlti.target_system_spec<"CPU" = #dlti.target_device_spec<"test.id" = 42 : i32>, "GPU" = #dlti.target_device_spec<"test.id" = 43 : i32>> } { // expected-remark @below {{associated attr 24 : i32}} func.func private @f() attributes { test.dlti = #dlti.target_system_spec<"CPU" = #dlti.target_device_spec<"test.id" = 24 : i32>> } } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg: !transform.any_op) { %func = transform.structured.match ops{["func.func"]} in %arg : (!transform.any_op) -> !transform.any_op %param = transform.dlti.query ["CPU","test.id"] at %func : (!transform.any_op) -> !transform.any_param transform.debug.emit_param_as_remark %param, "associated attr" at %func : !transform.any_param, !transform.any_op transform.yield } } // ----- module attributes { test.dlti = #dlti.target_system_spec< "CPU" = #dlti.target_device_spec< "cache::L1::size_in_bytes" = 65536 : i32, "cache::L1d::size_in_bytes" = 32768 : i32>> } { // expected-remark @below {{L1::size_in_bytes 65536 : i32}} // expected-remark @below {{L1d::size_in_bytes 32768 : i32}} func.func private @f() } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg: !transform.any_op) { %func = transform.structured.match ops{["func.func"]} in %arg : (!transform.any_op) -> !transform.any_op %l1_size = transform.dlti.query ["CPU","cache::L1::size_in_bytes"] at %func : (!transform.any_op) -> !transform.param %l1d_size = transform.dlti.query ["CPU","cache::L1d::size_in_bytes"] at %func : (!transform.any_op) -> !transform.param transform.debug.emit_param_as_remark %l1_size, "L1::size_in_bytes" at %func : !transform.param, !transform.any_op transform.debug.emit_param_as_remark %l1d_size, "L1d::size_in_bytes" at %func : !transform.param, !transform.any_op transform.yield } } // ----- #l1_size = #dlti.map<"size_in_bytes" = 65536 : i32> #l1d_size = #dlti.map<"size_in_bytes" = 32768 : i32> module attributes { test.dlti = #dlti.target_system_spec<"CPU" = #dlti.target_device_spec<"cache" = #dlti.map<"L1" = #l1_size, "L1d" = #l1d_size >>> } { // expected-remark @below {{L1::size_in_bytes 65536 : i32}} // expected-remark @below {{L1d::size_in_bytes 32768 : i32}} func.func private @f() } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg: !transform.any_op) { %func = transform.structured.match ops{["func.func"]} in %arg : (!transform.any_op) -> !transform.any_op %l1_size = transform.dlti.query ["CPU","cache","L1","size_in_bytes"] at %func : (!transform.any_op) -> !transform.param %l1d_size = transform.dlti.query ["CPU","cache","L1d","size_in_bytes"] at %func : (!transform.any_op) -> !transform.param transform.debug.emit_param_as_remark %l1_size, "L1::size_in_bytes" at %func : !transform.param, !transform.any_op transform.debug.emit_param_as_remark %l1d_size, "L1d::size_in_bytes" at %func : !transform.param, !transform.any_op transform.yield } } // ----- module attributes { test.dlti = #dlti.target_system_spec< "CPU" = #dlti.target_device_spec<"inner_most_tile_size" = 42 : i32>> } { // CHECK-LABEL: func @matmul_tensors func.func @matmul_tensors( %arg0: tensor, %arg1: tensor, %arg2: tensor) -> tensor { // CHECK: scf.for {{.*}} to {{.*}} step {{.*}}42 // CHECK: tensor.extract_slice // CHECK: linalg.matmul // CHECK: tensor.insert_slice // CHECK: scf.yield %0 = linalg.matmul ins(%arg0, %arg1: tensor, tensor) outs(%arg2: tensor) -> tensor // CHECK: return return %0 : tensor } } // Demonstrates obtaining transform op parameters from DLTI attributes and directly putting them to use. module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg: !transform.any_op) { %matmul = transform.structured.match ops{["linalg.matmul"]} in %arg : (!transform.any_op) -> !transform.any_op %tile_size = transform.dlti.query ["CPU","inner_most_tile_size"] at %matmul : (!transform.any_op) -> !transform.param transform.structured.tile_using_for %matmul tile_sizes [%tile_size] : (!transform.any_op, !transform.param) -> (!transform.any_op, !transform.any_op) transform.yield } } // ----- // expected-note @below {{key "NPU" has no DLTI-mapping per attr: #dlti.target_system_spec}} module attributes { test.dlti = #dlti.target_system_spec< "CPU" = #dlti.target_device_spec<"test.id" = 42 : i32>, "GPU" = #dlti.target_device_spec<"test.id" = 43 : i32>> } { // expected-error @below {{target op of failed DLTI query}} func.func private @f() } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg: !transform.any_op) { %func = transform.structured.match ops{["func.func"]} in %arg : (!transform.any_op) -> !transform.any_op // expected-error @below {{'transform.dlti.query' op failed to apply}} %param = transform.dlti.query ["NPU","test.id"] at %func : (!transform.any_op) -> !transform.any_param transform.yield } } // ----- // expected-note @below {{key "unspecified" has no DLTI-mapping per attr: #dlti.target_device_spec}} module attributes { test.dlti = #dlti.target_system_spec< "CPU" = #dlti.target_device_spec<"test.id" = 42 : i32>, "GPU" = #dlti.target_device_spec<"test.id" = 43 : i32>> } { // expected-error @below {{target op of failed DLTI query}} func.func private @f() } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg: !transform.any_op) { %func = transform.structured.match ops{["func.func"]} in %arg : (!transform.any_op) -> !transform.any_op // expected-error @below {{'transform.dlti.query' op failed to apply}} %param = transform.dlti.query ["CPU","unspecified"] at %func : (!transform.any_op) -> !transform.any_param transform.yield } } // ----- // expected-note @below {{key "test.id" has no DLTI-mapping per attr: #dlti.target_system_spec}} module attributes { test.dlti = #dlti.target_system_spec< "CPU" = #dlti.target_device_spec<"test.id" = 42 : i32>, "GPU" = #dlti.target_device_spec<"test.id" = 43 : i32>> } { // expected-error @below {{target op of failed DLTI query}} func.func private @f() } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg: !transform.any_op) { %func = transform.structured.match ops{["func.func"]} in %arg : (!transform.any_op) -> !transform.any_op // expected-error @below {{'transform.dlti.query' op failed to apply}} %param = transform.dlti.query ["test.id"] at %func : (!transform.any_op) -> !transform.any_param transform.yield } } // ----- // expected-note @below {{key "CPU" has no DLTI-mapping per attr: #dlti.dl_spec}} module attributes { test.dlti = #dlti.dl_spec<"test.id" = 42 : i32> } { // expected-error @below {{target op of failed DLTI query}} func.func private @f() } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg: !transform.any_op) { %func = transform.structured.match ops{["func.func"]} in %arg : (!transform.any_op) -> !transform.any_op // expected-error @below {{'transform.dlti.query' op failed to apply}} %param = transform.dlti.query ["CPU","test.id"] at %func : (!transform.any_op) -> !transform.any_param transform.yield } } // ----- // expected-note @below {{got non-DLTI-queryable attribute upon looking up keys ["CPU"]}} module attributes { test.dlti = #dlti.dl_spec<"CPU" = 42 : i32> } { // expected-error @below {{target op of failed DLTI query}} func.func private @f() } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg: !transform.any_op) { %func = transform.structured.match ops{["func.func"]} in %arg : (!transform.any_op) -> !transform.any_op // expected-error @below {{'transform.dlti.query' op failed to apply}} %param = transform.dlti.query ["CPU","test.id"] at %func : (!transform.any_op) -> !transform.any_param transform.yield } } // ----- // expected-note @below {{got non-DLTI-queryable attribute upon looking up keys [i32]}} module attributes { test.dlti = #dlti.dl_spec } { // expected-error @below {{target op of failed DLTI query}} func.func private @f() } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg: !transform.any_op) { %func = transform.structured.match ops{["func.func"]} in %arg : (!transform.any_op) -> !transform.any_op // expected-error @below {{'transform.dlti.query' op failed to apply}} %param = transform.dlti.query [i32,"width_in_bits"] at %func : (!transform.any_op) -> !transform.any_param transform.yield } } // ----- module { // expected-error @below {{target op of failed DLTI query}} // expected-note @below {{no DLTI-queryable attrs on target op or any of its ancestors}} func.func private @f() } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg: !transform.any_op) { %func = transform.structured.match ops{["func.func"]} in %arg : (!transform.any_op) -> !transform.any_op // expected-error @below {{'transform.dlti.query' op failed to apply}} %param = transform.dlti.query ["CPU","test.id"] at %func : (!transform.any_op) -> !transform.any_param transform.yield } } // ----- // expected-note @below {{key i64 has no DLTI-mapping per attr: #dlti.map}} module attributes { test.dlti = #dlti.map<"width_in_bits" = #dlti.map>} { // expected-error @below {{target op of failed DLTI query}} func.func private @f() } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg: !transform.any_op) { %func = transform.structured.match ops{["func.func"]} in %arg : (!transform.any_op) -> !transform.any_op // expected-error @below {{'transform.dlti.query' op failed to apply}} %param = transform.dlti.query ["width_in_bits",i64] at %func : (!transform.any_op) -> !transform.any_param transform.yield } } // ----- module attributes { test.dlti = #dlti.dl_spec<"test.id" = 42 : i32>} { func.func private @f() } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg: !transform.any_op) { %funcs = transform.structured.match ops{["func.func"]} in %arg : (!transform.any_op) -> !transform.any_op // expected-error @below {{'transform.dlti.query' keys of wrong type: only StringAttr and TypeAttr are allowed}} %param = transform.dlti.query [1] at %funcs : (!transform.any_op) -> !transform.param transform.yield } } // ----- module attributes { test.dlti = #dlti.map<#dlti.dl_entry<"test.id", 42 : i32>>} { // expected-error @below {{target op of failed DLTI query}} // expected-note @below {{no keys provided to attempt query with}} func.func private @f() } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg: !transform.any_op) { %func = transform.structured.match ops{["func.func"]} in %arg : (!transform.any_op) -> !transform.any_op // expected-error @below {{'transform.dlti.query' op failed to apply}} %param = transform.dlti.query [] at %func : (!transform.any_op) -> !transform.any_param transform.yield } } // ----- module attributes { test.dlti = #dlti.dl_spec<#dlti.dl_entry<"test.id", 42 : i32>>} { func.func private @f() } module attributes {transform.with_named_sequence} { transform.named_sequence @__transform_main(%arg: !transform.any_op) { %funcs = transform.structured.match ops{["func.func"]} in %arg : (!transform.any_op) -> !transform.any_op // expected-error @below {{expected the type of the parameter attribute ('i32') to match the parameter type ('i64')}} %param = transform.dlti.query ["test.id"] at %funcs : (!transform.any_op) -> !transform.param transform.yield } }