Serialize NamedData in PTE file#8696
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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/8696
Note: Links to docs will display an error until the docs builds have been completed. ❌ 1 New FailureAs of commit 657228e with merge base bc55c01 ( This comment was automatically generated by Dr. CI and updates every 15 minutes. |
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This pull request was exported from Phabricator. Differential Revision: D69764150 |
lucylq
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Feb 25, 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: 268331257
Pull Request resolved: #8696
This PR needs a
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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]
lucylq
added a commit
that referenced
this pull request
Feb 26, 2025
Pull Request resolved: #8696 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'. ghstack-source-id: 268381885 @exported-using-ghexport Differential Revision: [D69764150](https://our.internmc.facebook.com/intern/diff/D69764150/)
tarun292
approved these changes
Feb 27, 2025
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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