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Summary:
This commit improves reliability of wide const expansion tests by providing more tiles for them, raising number of tiles to 128 instead of default 8.
Use hardware allocation by setting compile_ipu_code.
Ref T56588.
Test Plan: CI, adjusted bounds
Reviewers: #tensorflow, #framework_ip_review_-_any_oss_or_third-party_code_use_has_been_approved, georgep, samuelh, babakk
Reviewed By: #tensorflow, #framework_ip_review_-_any_oss_or_third-party_code_use_has_been_approved, georgep
Maniphest Tasks: T56588
Differential Revision: https://phabricator.sourcevertex.net/D62682
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