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cubed/core/ops.py

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Notes
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-----
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This method uses a variant of the Blelloch (1989) alogrithm.
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This method uses a variant of the Blelloch (1989) algorithm.
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Returns
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-------

cubed/vendor/rechunker/algorithm.py

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consolidate_reads: bool = True,
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consolidate_writes: bool = True,
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) -> _MultistagePlan:
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"""Caculate a rechunking plan that can use multiple split/consolidate steps.
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"""Calculate a rechunking plan that can use multiple split/consolidate steps.
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For best results, max_mem should be significantly larger than min_mem (e.g.,
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10x). Otherwise an excessive number of rechunking steps will be required.

docs/configuration.md

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| `region` | N/A | The cloud region to run in. This must be set to match the region of your cloud store to avoid data transfer fees. See Modal's [Region selection](https://modal.com/docs/guide/region-selection) page for possible values. |
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| `retries` | 2 | The number of times to retry a task if it fails. |
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| `timeout` | 180 | Tasks that take longer than the timeout will be automatically killed and retried. |
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| `enable_output` | False | Print Modal output to stdout and stderr things for debuggging. |
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| `enable_output` | False | Print Modal output to stdout and stderr things for debugging. |
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| `use_backups` | `True` | Whether to use backup tasks for mitigating stragglers. |
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| `batch_size` | `None` | Number of input tasks to submit to be run in parallel. The default is not to batch. |
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| `compute_arrays_in_parallel` | `False` | Whether arrays are computed one at a time or in parallel. |

docs/examples/how-to-run.md

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## Local machine
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All the examples can be run on your laptop, so you can try them out in a familar environment before moving to the cloud.
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All the examples can be run on your laptop, so you can try them out in a familiar environment before moving to the cloud.
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No extra set up is necessary in this case.
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(cloud-set-up)=

docs/operations.md

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* __Single__ input, __single__ output
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It is a core operation that is implemented using a `blockwise` operation called `partial_reduce` that reads multiple blocks and performs the reduction operation on them.
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The `partial_reduce` operations are arranged in a tree (`tree_reduce`) with multiple rounds until there's a single block in each reduction axis. Finally an aggregrate `blockwise` operation is applied to the results.
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The `partial_reduce` operations are arranged in a tree (`tree_reduce`) with multiple rounds until there's a single block in each reduction axis. Finally an aggregate `blockwise` operation is applied to the results.
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Here is an example of reducing over the first axis, with two rounds of `partial_reduce` operations:
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docs/slides/intro/cubed-intro.ipynb

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"\n",
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"Tasks operate on Zarr chunks.\n",
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"\n",
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"Tasks are embarassingly parallel, and their runtime memory can be tightly controlled."
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"Tasks are embarrassingly parallel, and their runtime memory can be tightly controlled."
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]
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},
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{

docs/slides/intro/cubed-intro.slides.html

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