Skip to content

Conversation

@kirklandsign
Copy link
Contributor

  1. Implement load_into in FlatTensorDataMap
  2. Do not persist 'data_ro' in the FlatTensorDataMap. From get_data, return the FreeableBuffer given by the data loader.

TODO: add test for load_into.

Differential Revision: D69148652

Pull Request resolved: #8437

## Problem
Currently, the FlatTensorDataMap persists tensors, and returns a FreeableBuffer with an empty free function.

The NamedDataMap should not persist data, as most cases (eg. delegate) will want it to be freed.

Ownership should be on the caller; `get_data` returns a FreeableBuffer that 'owns' the data. The FreeableBuffer in turn is owned by the caller.

NOTE: this doesn't support the case where we want to share plain tensors between methods/pte files at runtime. A custom NDM could support that use-case.

## This diff:
1. Introduces a 'NamedData' struct to method.h. This holds a key and a FreeeableBuffer.
2. Iterate over all the flatbuffer tensors to count the constants tagged with EXTERNAL.
NOTE: this will increase load time for all users. Potentially allocate chunks of 16 and use a linked list to store external constants, or store this number in PTE file (see D69618283).
3. Allocate space for num_external_constants using the method allocator.
4. Iterate over all flatbuffer tensors and use the named_data_map to resolve EXTERNAL tensors into the array of NamedData.
5. Pass the resolved external constants to tensor_parser, along with NDM (used for mutable external tensors).
6. Resolved external tensors are stored inside method. They are freed when the method is destructed.


Some notes:
https://docs.google.com/document/d/1_PBi4JgODuClUPD4PCUWrKNjyUH54zOUHGUJ3QHDNes/edit?tab=t.0#heading=h.blsvwraxss7g
ghstack-source-id: 267364187

TODO: add test case when two fqns point to the same data buffer.

Differential Revision: [D69477027](https://our.internmc.facebook.com/intern/diff/D69477027/)
…segment

Pull Request resolved: #8447

1. Implement load_into in FlatTensorDataMap
2. Do not persist 'data_ro' in the FlatTensorDataMap. From `get_data`, return the FreeableBuffer given by the data loader.

TODO: add test for load_into.
ghstack-source-id: 267467148

Differential Revision: [D69148652](https://our.internmc.facebook.com/intern/diff/D69148652/)
@pytorch-bot
Copy link

pytorch-bot bot commented Feb 24, 2025

🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/executorch/8650

Note: Links to docs will display an error until the docs builds have been completed.

❌ 1 New Failure, 2 Pending

As of commit 38a9b84 with merge base 75d4abc (image):

NEW FAILURE - The following job has failed:

This comment was automatically generated by Dr. CI and updates every 15 minutes.

@facebook-github-bot facebook-github-bot added the CLA Signed This label is managed by the Facebook bot. Authors need to sign the CLA before a PR can be reviewed. label Feb 24, 2025
@swolchok swolchok merged commit 728c255 into main Feb 24, 2025
47 of 50 checks passed
@swolchok swolchok deleted the gh/lucylq/41/orig branch February 24, 2025 22:43
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

CLA Signed This label is managed by the Facebook bot. Authors need to sign the CLA before a PR can be reviewed. topic: not user facing

Projects

None yet

Development

Successfully merging this pull request may close these issues.

5 participants