---

## Install FastAPI { #install-fastapi }

The first step is to install FastAPI.

Make sure you create a [virtual environment](../virtual-environments.md){.internal-link target=_blank}, activate it, and then **install FastAPI**:

<div class="termy">

```console
$ pip install "fastapi[standard]"

---> 100%
```

</div>

/// note

COPY setup.sources.cudnn.sh /setup.sources.cudnn.sh
ARG INSTALL_CUDNN=false
ARG CUDA_PACKAGES_FILE=cuda12.1_cudnn9.1.packages.txt
COPY ${CUDA_PACKAGES_FILE} /cudnn.packages.txt

RUN if [ "${INSTALL_CUDNN}" = "true" ]; then \
      echo "Installing cudnn"; \
      /setup.sources.cudnn.sh && /setup.packages.sh /cudnn.packages.txt; \
    else \
      echo "cudnn is not installed"; \
    fi

# Setup links for TensorFlow to compile.

 * kubeadm: The Token-related fields in the `MasterConfiguration` object have now been refactored. Instead of the top-level `.Token`, `.TokenTTL`, `.TokenUsages`, `.TokenGroups` fields, there is now a `BootstrapTokens` slice of `BootstrapToken` objects that support the same features under the `.Token`, `.TTL`, `.Usages`, `.Groups` fields. ([#64408](https://github.com/kubernetes/kubernetes/pull/64408), [@lu...

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#!/bin/bash

touch $(ls -d ./fess-*/logs)/fess-crawler.log
tail -f ./fess-*/logs/*.log &

mvn test -P integrationTests -Dtest.fess.url="http://localhost:8080" -Dtest.search_engine.url="http://localhost:9201"
ret=$?

if [ $ret != 0 ] ; then
  for f in `find ./target -type f | grep surefire-reports | grep -v /TEST-` ; do
    cat $f
  done
fi

#!/bin/bash

sudo sysctl net.ipv6.conf.all.disable_ipv6=0

remote=$(git remote get-url upstream)
if test "$remote" != "******@****.***:minio/minio.git"; then
	echo "Script requires that the 'upstream' remote is set to ******@****.***:minio/minio.git"
	exit 1
fi

git remote update upstream && git checkout master && git rebase upstream/master

release=$(git describe --abbrev=0 --tags)

docker buildx build --push --no-cache \

# `Response` class

You can declare a parameter in a *path operation function* or dependency to be of type `Response` and then you can set data for the response like headers or cookies.

You can also use it directly to create an instance of it and return it from your *path operations*.

You can import it directly from `fastapi`:

```python
from fastapi import Response
```

* Check that the tests **fail** before the PR. 🚨

* Then check that the tests **pass** after the PR. ✅

* Many PRs don't have tests, you can **remind** them to add tests, or you can even **suggest** some tests yourself. That's one of the things that consume most time and you can help a lot with that.

* Then also comment what you tried, that way I'll know that you checked it. 🤓

    @DisplayName("Should have string representation for all versions")
    void testStringRepresentation(DialectVersion version) {
        // When
        String stringRep = version.toString();

        // Then
        assertNotNull(stringRep);
        assertFalse(stringRep.isEmpty());
    }

    @Test
    @DisplayName("Should handle version comparison")
    void testVersionComparison() {
        // Test equality

     * @param form The create form.
     */
    protected void verifyForm(final CreateForm form) {
        if (form.token != null && form.token.split(" ").length > 1) {
            throwValidationError(messages -> {
                messages.addErrorsInvalidKuromojiToken("token", form.token);
            }, this::asEditHtml);
        }