Update tensorrt requirement from ==8.5.3.* to ==10.6.0.* in /docker/tensorrt

[dependabot]

Updates the requirements on tensorrt to permit the latest version.

Changelog

Sourced from tensorrt's changelog.

TensorRT OSS Release Changelog

10.6.0 GA - 2024-11-05

Key Feature and Updates:

• Demo Changes

  • demoBERT: The use of fcPlugin in demoBERT has been removed.
  • demoBERT: All TensorRT plugins now used in demoBERT (CustomEmbLayerNormDynamic, CustomSkipLayerNormDynamic, and CustomQKVToContextDynamic) now have versions that inherit from IPluginV3 interface classes. The user can opt-in to use these V3 plugins by specifying --use-v3-plugins to the builder scripts.
    • Opting-in to use V3 plugins does not affect performance, I/O, or plugin attributes.
    • There is a known issue in the V3 (version 4) of CustomQKVToContextDynamic plugin from TensorRT 10.6.0, causing an internal assertion error if either the batch or sequence dimensions differ at runtime from the ones used to serialize the engine. See the “known issues” section of the TensorRT-10.6.0 release notes.
    • For smoother migration, the default behavior is still using the deprecated IPluginV2DynamicExt-derived plugins, when the flag: --use-v3-plugins isn't specified in the builder scripts. The flag --use-deprecated-plugins was added as an explicit way to enforce the default behavior, and is mutually exclusive with --use-v3-plugins.
  • demoDiffusion
    • Introduced BF16 and FP8 support for the Flux.1-dev pipeline.
    • Expanded FP8 support on Ada platforms.
    • Enabled LoRA adapter compatibility for SDv1.5, SDv2.1, and SDXL pipelines using Diffusers version 0.30.3.

• Sample Changes

  • Added the Python sample quickly_deployable_plugins, which demonstrates quickly deployable Python-based plugin definitions (QDPs) in TensorRT. QDPs are a simple and intuitive decorator-based approach to defining TensorRT plugins, requiring drastically less code.

• Plugin Changes

  • The fcPlugin has been deprecated. Its functionality has been superseded by the IMatrixMultiplyLayer that is natively provided by TensorRT.
  • Migrated IPluginV2-descendent version 1 of CustomEmbLayerNormDynamic, to version 6, which implements IPluginV3.
    • The newer versions preserve the attributes and I/O of the corresponding older plugin version.
    • The older plugin versions are deprecated and will be removed in a future release.

• Parser Changes

  • Updated ONNX submodule version to 1.17.0.
  • Fixed issue where conditional layers were incorrectly being added.
  • Updated local function metadata to contain more information.
  • Added support for parsing nodes with Quickly Deployable Plugins.
  • Fixed handling of optional outputs.

• Tool Updates

  • ONNX-Graphsurgeon updated to version 0.5.3
  • Polygraphy updated to 0.49.14.

10.5.0 GA - 2024-09-30

Key Features and Updates:

• Demo changes
  • Added Flux.1-dev pipeline
• Sample changes
  • None
• Plugin changes
  • Migrated IPluginV2-descendent versions of bertQKVToContextPlugin (1, 2, 3) to newer versions (4, 5, 6 respectively) which implement IPluginV3.
  • Note:
    • The newer versions preserve the attributes and I/O of the corresponding older plugin version
    • The older plugin versions are deprecated and will be removed in a future release
• Quickstart guide
  • None
• Parser changes

... (truncated)

Commits

• See full diff in compare view

Dependabot will resolve any conflicts with this PR as long as you don't alter it yourself. You can also trigger a rebase manually by commenting @dependabot rebase.

---

Dependabot commands and options

You can trigger Dependabot actions by commenting on this PR:

• @dependabot rebase will rebase this PR
• @dependabot recreate will recreate this PR, overwriting any edits that have been made to it
• @dependabot merge will merge this PR after your CI passes on it
• @dependabot squash and merge will squash and merge this PR after your CI passes on it
• @dependabot cancel merge will cancel a previously requested merge and block automerging
• @dependabot reopen will reopen this PR if it is closed
• @dependabot close will close this PR and stop Dependabot recreating it. You can achieve the same result by closing it manually
• @dependabot show <dependency name> ignore conditions will show all of the ignore conditions of the specified dependency
• @dependabot ignore this major version will close this PR and stop Dependabot creating any more for this major version (unless you reopen the PR or upgrade to it yourself)
• @dependabot ignore this minor version will close this PR and stop Dependabot creating any more for this minor version (unless you reopen the PR or upgrade to it yourself)
• @dependabot ignore this dependency will close this PR and stop Dependabot creating any more for this dependency (unless you reopen the PR or upgrade to it yourself)

[netlify]

✅ Deploy Preview for frigate-docs ready!

Name	Link
🔨 Latest commit	638d595
🔍 Latest deploy log	https://app.netlify.com/sites/frigate-docs/deploys/67406ede11e29c0008e858dd
😎 Deploy Preview	https://deploy-preview-15127--frigate-docs.netlify.app
📱 Preview on mobile	Toggle QR Code... Use your smartphone camera to open QR code link.

---

To edit notification comments on pull requests, go to your Netlify site configuration.