Add an action to rebuild pipeline toolchains and docker images (#798)
* Add an action to rebuild pipeline toolchains * Rename action to rebuild-docker-images-and-toolchains and include docker-image and fetch tasks * add documentation on how to manually rebuild cached tasks --------- Co-authored-by: Ben Hearsum <ben@mozilla.com>
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@ -115,6 +115,12 @@ previous_group_ids: ["SsGpi3TGShaDT-h93fHL-g"]
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Note: This feature should _never_ be used for production training, as it completely bypasses all caching mechanisms, and you will most likely end up with invalid or useless models.
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## Dealing with expired upstream tasks
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All tasks eventually expire, and have their artifacts and metadata deleted from Taskcluster, typically 1 year after creation. This can cause problems if it happens while partway through a training session. This happens most commonly with tasks that are shared across multiple training runs, such as `toolchain` and `docker-image` tasks. When this happens you can use the "Rebuild Docker Images and Toolchains" action to rebuild these, and add the task group they are rebuilt in to the `previous_group_ids` when kicking off a training run.
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You may also use this action directly prior to kicking off the start of a new lanugage pair training to ensure that it uses fresh toolchains and docker images, which will typically avoid this problem altogether.
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## Interactive Tasks
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Taskcluster allows authorized users to run so-called [interactive tasks](https://docs.taskcluster.net/docs/reference/workers/docker-worker/features#feature-interactive). These tasks allow users to gain a shell in the same environment that a pipeline step runs in. This can often be useful for quicker debugging or testing of ideas.
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@ -5,6 +5,7 @@ def register(graph_config):
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_import_modules(
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[
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"actions.train",
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"actions.rebuild_docker_images_and_toolchains",
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"parameters",
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"target_tasks",
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]
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@ -0,0 +1,36 @@
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# This Source Code Form is subject to the terms of the Mozilla Public
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# License, v. 2.0. If a copy of the MPL was not distributed with this
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# file, You can obtain one at http://mozilla.org/MPL/2.0/.
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from taskgraph.actions.registry import register_callback_action
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from taskgraph.actions.util import create_tasks, fetch_graph_and_labels
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@register_callback_action(
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name="rebuild-docker-images-and-toolchains",
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title="Rebuild Docker Images and Toolchains",
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symbol="images-and-toolchains",
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description="Create docker-image and toolchain tasks to rebuild their artifacts.",
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order=1000,
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context=[],
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)
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def rebuild_docker_images_and_toolchains_action(
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parameters, graph_config, input, task_group_id, task_id
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):
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decision_task_id, full_task_graph, label_to_task_id = fetch_graph_and_labels(
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parameters, graph_config, task_group_id=task_group_id
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)
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tasks_to_create = [
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label
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for label, task in full_task_graph.tasks.items()
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if task.kind == "docker-image" or task.kind == "fetch" or task.kind == "toolchain"
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]
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if tasks_to_create:
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create_tasks(
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graph_config,
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tasks_to_create,
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full_task_graph,
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label_to_task_id,
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parameters,
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decision_task_id,
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)
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