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### Just Modern Python

It's all based on standard **Python type** declarations (thanks to Pydantic). No new syntax to learn. Just standard modern Python.

If you need a 2 minute refresher of how to use Python types (even if you don't use FastAPI), check the short tutorial: [Python Types](python-types.md){.internal-link target=_blank}.

You write standard Python with types:

```Python

### Faite en python moderne

Tout est basé sur la déclaration de type standard de **Python 3.8** (grâce à Pydantic). Pas de nouvelles syntaxes à apprendre. Juste du Python standard et moderne.

Si vous souhaitez un rappel de 2 minutes sur l'utilisation des types en Python (même si vous ne comptez pas utiliser FastAPI), jetez un oeil au tutoriel suivant: [Python Types](python-types.md){.internal-link target=_blank}.

        pipeline deterministic. This may lead to increased model loading time,
        because time spent in graph optimizations is now unbounded (was 20
        minutes).
*   Deterministic Op Functionality (enabled by setting `TF_DETERMINISTIC_OPS` to
    `"true"` or `"1"`):
    *   Add a deterministic GPU implementation of
        `tf.nn.softmax_cross_entropy_with_logits`. See PR

| `minio_cluster_replication_last_minute_failed_bytes`       | Total number of bytes failed at least once to replicate in the last full minute.                         |
| `minio_cluster_replication_last_minute_failed_count`       | Total number of objects which failed replication in the last full minute.                                |

| `minio_cluster_iam_plugin_authn_service_succ_avg_rtt_ms_minute` | `counter` | When plugin authentication is configured, returns average round-trip-time of successful requests in the last full minute |        |
| `minio_cluster_iam_plugin_authn_service_succ_max_rtt_ms_minute` | `counter` | When plugin authentication is configured, returns maximum round-trip-time of successful requests in the last full minute |        |

Downloading and installing the package dependencies **could take minutes**, but using the **cache** would **take seconds** at most.

### Other (Cleanup or Flake)

- Previously, the scheduling queue didn't notice any extenders' failures, potentially resulting in missed cluster events and Pods rejected by Extenders being stuck in the unschedulable pod pool for up to 5 minutes in the worst-case scenario. Now, the scheduling queue notices extenders' failures and requeues Pods rejected by Extenders appropriately.

* 👷 Upgrade GitHub Action Latest Changes. PR [#2184](https://github.com/tiangolo/fastapi/pull/2184) by [@tiangolo](https://github.com/tiangolo).
* 👷 Set GitHub Action Label Approved to run daily, not every minute. PR [#2163](https://github.com/tiangolo/fastapi/pull/2163) by [@tiangolo](https://github.com/tiangolo).