### Examples

* To convert [microsoft/resnet-50](https://huggingface.co/microsoft/resnet-50)
model to StableHLO with static input shape `4x3x224x224` for input argument with
type `tensor<?x3x224x224xf32>`.

```bash
tf-to-stablehlo-translate <saved-model-path> --input-arg-shapes=4,3,224,224
```

* To convert
[google-bert/bert-large-uncased](https://huggingface.co/google-bert/bert-large-uncased)

import (
	// linting tools
	_ "github.com/aojea/sloppy-netparser"
	_ "github.com/client9/misspell/cmd/misspell"
	_ "github.com/golangci/golangci-lint/cmd/golangci-lint"
	_ "github.com/jcchavezs/porto/cmd/porto"
	_ "honnef.co/go/tools/cmd/staticcheck"
	_ "sigs.k8s.io/logtools/logcheck"

	// benchmarking tools
	_ "github.com/cespare/prettybench"
	_ "gotest.tools/gotestsum"

	// mockgen
	_ "go.uber.org/mock/mockgen"

        ['org:foo']             | ['org:foo:2.1']                   | ['com:bar:1.1']
        ['org:foo,']            | ['org:foo:2.1']                   | ['com:bar:1.1'] // Simply shows a trailing comma is ignored
        ['co*:ba*']             | ['com:bar:2.1']                   | ['org:foo:1.1']
        ['*:ba*']               | ['org:bar:2.1']                   | ['com:foo:1.1']

	REG_F15
	REG_F16
	REG_F17
	REG_F18
	REG_F19
	REG_F20
	REG_F21
	REG_F22
	REG_F23
	REG_F24
	REG_F25
	REG_F26
	REG_F27
	REG_F28
	REG_F29
	REG_F30
	REG_F31

	// co-processor 0 control registers
	REG_M0 // must be a multiple of 32
	REG_M1
	REG_M2
	REG_M3
	REG_M4
	REG_M5
	REG_M6
	REG_M7
	REG_M8
	REG_M9
	REG_M10
	REG_M11
	REG_M12
	REG_M13

	// Check which objects in the manifest have changed from those in the cache.
	for _, obj := range allObjects {
		oh := obj.Hash()
		allObjectsMap[oh] = true
		if co, ok := objectCache.Cache[oh]; ok && obj.Equal(co) {
			// Object is in the cache and unchanged.
			metrics.AddResource(obj.FullName(), obj.GroupVersionKind().GroupKind())
			result.deployed++
			continue
		}

    @Override
    HelloWorldApp getHelloWorldApp() {
        return new MixedLanguageHelloWorldApp(toolChain)
    }

    @ToBeFixedForConfigurationCache
    def "can have all source files co-located in a common directory"() {
        given:
        buildFile << """
model {
    components {
        main(NativeExecutableSpec) {
            sources {
                cpp {
                    source {

ba: башҡорт теле
be: беларуская мова
bg: български език
bh: भोजपुरी
bi: Bislama
bm: bamanankan
bn: বাংলা
bo: བོད་ཡིག
br: brezhoneg
bs: bosanski jezik
ca: Català
ce: нохчийн мотт
ch: Chamoru
co: corsu
cr: ᓀᐦᐃᔭᐍᐏᐣ
cs: čeština
cu: ѩзыкъ словѣньскъ
cv: чӑваш чӗлхи
cy: Cymraeg
da: dansk
de: Deutsch
dv: Dhivehi
dz: རྫོང་ཁ
ee: Eʋegbe
el: Ελληνικά
en: English
eo: Esperanto
es: español

 * - Source sets should be able to depend on other source sets, resulting in the correct task dependencies and inputs
 * - Joint-compilation should only be used in the case where sources are co-dependent.
 *
 * Currently we use joint-compilation when:
 * - We have a language transform that supports joint-compilation
 * - Binary is flagged with {@link BinarySpecInternal#hasCodependentSources()}.
 */

namespace mlir {
namespace TFTPU {
namespace {

#define GEN_PASS_DEF_TPUCOLOCATECOMPOSITERESOURCEOPSPASS
#include "tensorflow/compiler/mlir/tensorflow/transforms/tf_passes.h.inc"

// Pass that co-locates resource ops that use composite device resources
// (packed tensors) with the underlying physical TPU device.
struct TPUColocateCompositeResourceOps
    : public impl::TPUColocateCompositeResourceOpsPassBase<

        mainExecutable.assertExists()
        mainExecutable.exec().out == helloWorldApp.englishOutput
    }

    @ToBeFixedForConfigurationCache
    def "uses headers co-located with sources"() {
        given:
        // Write headers so they sit with sources
        helloWorldApp.files.each {
            it.writeToFile(file("src/main/c/${it.name}"))
        }