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      // Convert values.
      std::vector<Eigen::half> new_values;
      const DenseFPElementsAttr value_attr =
          mlir::cast<DenseFPElementsAttr>(op.getValue());
      new_values.reserve(value_attr.getNumElements());

      for (const float value : value_attr.getValues<float>()) {
        new_values.push_back(Eigen::half(
            std::min(std::max(value, kMinFloat16Value), kMaxFloat16Value)));

Regular Reads will block until data is available, but not wait for a full buffer. 
Writes will block until there is space available and writes bigger than the buffer will wait for reads to make space.

`TryRead` and `TryWrite` are still available for non-blocking reads and writes.

  const Tensor& value = context->input(1);
  // Note: every resource-variable-manipulating op assumes copy-on-write
  // semantics, and creates a copy of the variable's Tensor if its refcount is
  // bigger than 1 when we try to modify it. This means we never need to copy
  // the original tensor for AssignVariableOp; even if there are other live
  // users of it we know none can modify it so this is always safe (even in

```Python hl_lines="9  14"
{!../../../docs_src/dependencies/tutorial006.py!}
```

## 🔗 👪 *➡ 🛠️*

⏪, 🕐❔ 👂 🔃 ❔ 📊 🦏 🈸 ([🦏 🈸 - 💗 📁](../../tutorial/bigger-applications.md){.internal-link target=_blank}), 🎲 ⏮️ 💗 📁, 👆 🔜 💡 ❔ 📣 👁 `dependencies` 🔢 👪 *➡ 🛠️*.

## 🌐 🔗

// by taking advantage of previously allocated memory.
func Example_reset() {
	proverbs := []string{
		"Don't communicate by sharing memory, share memory by communicating.\n",
		"Concurrency is not parallelism.\n",
		"The bigger the interface, the weaker the abstraction.\n",
		"Documentation is for users.\n",
	}

	var r strings.Reader
	var b bytes.Buffer
	buf := make([]byte, 32<<10)

		if t2 < 3*t1 {
			if false {
				fmt.Println(typ, "\t", time.Since(t0))
			}
			return
		}
		// If n ops run in under a second and the ratio
		// doesn't work out, make n bigger, trying to reduce
		// the effect that a constant amount of overhead has
		// on the computed ratio.
		if t1 < 1*time.Second {
			n *= 2
			continue
		}
		// Once the test runs long enough for n ops,

And your **FastAPI** application might also be composed of several files/modules, etc.

### **FastAPI** app file

Let's say you have a file structure as described in [Bigger Applications](bigger-applications.md){.internal-link target=_blank}:

```
.
├── app
│   ├── __init__.py
│   └── main.py
```

In the file `main.py` you have your **FastAPI** app:


```Python

//    by nodes X and Y.  If X and Y are put in different clusters (for whatever
//    reason) Y's cluster now has to wait for all the operations in X's cluster
//    to finish before it starts running.
//
//  - It lets us create bigger clusters in multi-GPU benchmarks.  Consider the
//    following graph:
//
//    digraph {
//      Const -> GPU_1
//      Const -> GPU_0_Y
//      GPU_0_X -> GPU_0_Y
//    }
//

limitations under the License.
*/

package version

import (
	"regexp"
	"strconv"
	"strings"
)

type versionType int

const (
	// Bigger the version type number, higher priority it is
	versionTypeAlpha versionType = iota
	versionTypeBeta
	versionTypeGA
)

var kubeVersionRegex = regexp.MustCompile("^v([\\d]+)(?:(alpha|beta)([\\d]+))?$")