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Serialize NamedData in PTE file #8835
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1. Serialize NamedData in PTE file 2. Add NamedDataStore to EdgeProgramManager --- Serializing NamedData is slightly different to constant/delegate data as each segment comes with its own alignment. **An example:** Given NamedData = {"key": data}. Data is 250 bytes. - BackendA requires data with alignment=3 - BackendB requires data with alignment=4 Then, data0 should be serialized with alignment of lcm(3, 4) = 12 At serialization, ExecuTorch has a 'segment_alignment' that defaults to 128. Data is now serialized to lcm(12, 128) = 384. Inside the DataSegment, we want to store the original size of the data (250). The offset of the subsequent DataSegment would be 384 bytes after the start of this one. **Design** Introduce a new dataclass 'AlignedData' that stores the buffer and any alignment that's required. This is used when assembling Program.segments to ensure we get lcm(buffer_alignment, segment_alignment). Note: The default segment_alignment can be overridden inside 'ExecutorchBackendConfig'. Differential Revision: [D69764150](https://our.internmc.facebook.com/intern/diff/D69764150/) [ghstack-poisoned]
🔗 Helpful Links🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/executorch/8835
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mcr229
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Feb 28, 2025
lucylq
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Feb 28, 2025
1. Serialize NamedData in PTE file 2. Add NamedDataStore to EdgeProgramManager --- Serializing NamedData is slightly different to constant/delegate data as each segment comes with its own alignment. **An example:** Given NamedData = {"key": data}. Data is 250 bytes. - BackendA requires data with alignment=3 - BackendB requires data with alignment=4 Then, data0 should be serialized with alignment of lcm(3, 4) = 12 At serialization, ExecuTorch has a 'segment_alignment' that defaults to 128. Data is now serialized to lcm(12, 128) = 384. Inside the DataSegment, we want to store the original size of the data (250). The offset of the subsequent DataSegment would be 384 bytes after the start of this one. **Design** Introduce a new dataclass 'AlignedData' that stores the buffer and any alignment that's required. This is used when assembling Program.segments to ensure we get lcm(buffer_alignment, segment_alignment). Note: The default segment_alignment can be overridden inside 'ExecutorchBackendConfig'. Differential Revision: [D69764150](https://our.internmc.facebook.com/intern/diff/D69764150/) ghstack-source-id: 269030449 Pull Request resolved: #8835 Co-authored-by: lucylq <[email protected]>
This was referenced Feb 28, 2025
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release notes: exir
Changes to any dialects and passes on these dialects, such as memory planning
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Stack from ghstack (oldest at bottom):
Serializing NamedData is slightly different to constant/delegate data as each segment comes with its own alignment.
An example:
Given NamedData = {"key": data}. Data is 250 bytes.
Then, data0 should be serialized with alignment of lcm(3, 4) = 12
At serialization, ExecuTorch has a 'segment_alignment' that defaults to 128. Data is now serialized to lcm(12, 128) = 384.
Inside the DataSegment, we want to store the original size of the data (250). The offset of the subsequent DataSegment would be 384 bytes after the start of this one.
Design
Introduce a new dataclass 'AlignedData' that stores the buffer and any alignment that's required. This is used when assembling Program.segments to ensure we get lcm(buffer_alignment, segment_alignment).
Note: The default segment_alignment can be overridden inside 'ExecutorchBackendConfig'.
Differential Revision: D69764150