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@vermouth1992 vermouth1992 commented Jul 24, 2025

What does this PR do?

  • Add TensorDict utilities and tests to cover the current DataProto functionalities.
  • Add nested tensor example to remove padding throughout the system
  • Add image example
  • Upgrade tensordict to v0.10

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@vermouth1992 vermouth1992 requested review from PeterSH6 and hiyouga July 24, 2025 08:50
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Code Review

This pull request introduces a prototype for replacing the custom DataProto with the standard tensordict.TensorDict. The changes include new utility functions for TensorDict in verl/utils/tensordict_utils.py and a comprehensive test suite.

My review identified a few issues that should be addressed:

  • A critical bug in the pop utility function that leads to incorrect data structures.
  • A highly restrictive assertion in make_iterator that limits its usability.
  • A redundant configuration call in verl/protocol.py.

I've provided specific suggestions to fix these issues. Overall, this is a good step towards modernizing the data handling protocol.

verl/protocol.py Outdated
from verl.utils.py_functional import union_two_dict
from verl.utils.torch_functional import allgather_dict_tensors

tensordict.set_list_to_stack(True).set()
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high

This call to tensordict.set_list_to_stack(True).set() is redundant as it's already set at the module level on line 47. Please remove this duplicate line to improve code clarity.

@vermouth1992 vermouth1992 changed the title [DO NOT MERGE] [misc] feat: prototype remove DataProto and replace with Tensordict: part 1 [DO NOT MERGE] [misc] feat: prototype deprecate DataProto and replace with Tensordict: part 1 Jul 24, 2025
@vermouth1992 vermouth1992 changed the title [DO NOT MERGE] [misc] feat: prototype deprecate DataProto and replace with Tensordict: part 1 [misc] feat: prototype deprecate DataProto and replace with Tensordict: part 1 Sep 9, 2025
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Code Review

This pull request is a significant step towards deprecating DataProto and replacing it with TensorDict. It correctly updates the tensordict dependency, adds a comprehensive suite of tests for the new tensordict utilities, and introduces a to_tensordict conversion method. My review focuses on ensuring the new code is clean and correct. I've identified a redundant API call that will be deprecated in the new tensordict version, and a misleading docstring and assertion in the new utility file. Addressing these points will improve the code's clarity and maintainability.

verl/protocol.py Outdated
from verl.utils.py_functional import union_two_dict
from verl.utils.torch_functional import allgather_dict_tensors

tensordict.set_list_to_stack(True).set()
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high

This call to tensordict.set_list_to_stack(True).set() is redundant. The conditional logic on lines 48-49 already handles backward compatibility for older tensordict versions. For tensordict>=0.10.0, this function is deprecated and this call will produce unnecessary warnings. Please remove this line to keep the configuration clean and avoid deprecation warnings.

vermouth1992 and others added 2 commits September 9, 2025 10:05
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
@vermouth1992 vermouth1992 merged commit c4f4caf into volcengine:main Sep 9, 2025
52 of 55 checks passed
pimang62 pushed a commit to KU-AGI/verl that referenced this pull request Sep 12, 2025
…t: part 1 (volcengine#2733)

### What does this PR do?

- Add TensorDict utilities and tests to cover the current DataProto
functionalities.
- Add nested tensor example to remove padding throughout the system
- Add image example
- Upgrade tensordict to v0.10

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vermouth1992 added a commit that referenced this pull request Sep 24, 2025
…t: part 2 (#3567)

### What does this PR do?

This PR continues the work started in PR #2733, it adds support for
variable sequence lengths in MultiTurnSFTDataset by introducing a
`no_padding` option for the pad_mode. When this mode is active,
sequences are not padded to a fixed length.
- Implement no-padding mode for FSDP engine using nested tensors in sft
trainer
- Add test for no-padding mode both enable/disable use_remove_padding
- Fix FSDP2 gradnorm issue

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Co-authored-by: zhangchi.usc1992 <[email protected]>
WncFht pushed a commit to WncFht/verl that referenced this pull request Oct 10, 2025
…t: part 1 (volcengine#2733)

### What does this PR do?

- Add TensorDict utilities and tests to cover the current DataProto
functionalities.
- Add nested tensor example to remove padding throughout the system
- Add image example
- Upgrade tensordict to v0.10

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masoudhashemi pushed a commit to masoudhashemi/verl that referenced this pull request Oct 19, 2025
…t: part 1 (volcengine#2733)

### What does this PR do?

- Add TensorDict utilities and tests to cover the current DataProto
functionalities.
- Add nested tensor example to remove padding throughout the system
- Add image example
- Upgrade tensordict to v0.10

### Checklist Before Starting

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masoudhashemi pushed a commit to masoudhashemi/verl that referenced this pull request Oct 19, 2025
…t: part 2 (volcengine#3567)

### What does this PR do?

This PR continues the work started in PR volcengine#2733, it adds support for
variable sequence lengths in MultiTurnSFTDataset by introducing a
`no_padding` option for the pad_mode. When this mode is active,
sequences are not padded to a fixed length.
- Implement no-padding mode for FSDP engine using nested tensors in sft
trainer
- Add test for no-padding mode both enable/disable use_remove_padding
- Fix FSDP2 gradnorm issue

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techkang pushed a commit to techkang/verl that referenced this pull request Oct 31, 2025
…t: part 1 (volcengine#2733)

### What does this PR do?

- Add TensorDict utilities and tests to cover the current DataProto
functionalities.
- Add nested tensor example to remove padding throughout the system
- Add image example
- Upgrade tensordict to v0.10

### Checklist Before Starting

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techkang pushed a commit to techkang/verl that referenced this pull request Oct 31, 2025
…t: part 2 (volcengine#3567)

### What does this PR do?

This PR continues the work started in PR volcengine#2733, it adds support for
variable sequence lengths in MultiTurnSFTDataset by introducing a
`no_padding` option for the pad_mode. When this mode is active,
sequences are not padded to a fixed length.
- Implement no-padding mode for FSDP engine using nested tensors in sft
trainer
- Add test for no-padding mode both enable/disable use_remove_padding
- Fix FSDP2 gradnorm issue

### Checklist Before Starting

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Co-authored-by: zhangchi.usc1992 <[email protected]>
mtian8 pushed a commit to mtian8/verl that referenced this pull request Nov 1, 2025
…t: part 1 (volcengine#2733)

### What does this PR do?

- Add TensorDict utilities and tests to cover the current DataProto
functionalities.
- Add nested tensor example to remove padding throughout the system
- Add image example
- Upgrade tensordict to v0.10

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Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
mtian8 pushed a commit to mtian8/verl that referenced this pull request Nov 1, 2025
…t: part 2 (volcengine#3567)

### What does this PR do?

This PR continues the work started in PR volcengine#2733, it adds support for
variable sequence lengths in MultiTurnSFTDataset by introducing a
`no_padding` option for the pad_mode. When this mode is active,
sequences are not padded to a fixed length.
- Implement no-padding mode for FSDP engine using nested tensors in sft
trainer
- Add test for no-padding mode both enable/disable use_remove_padding
- Fix FSDP2 gradnorm issue

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---------

Co-authored-by: zhangchi.usc1992 <[email protected]>
wangboxiong320 pushed a commit to wangboxiong320/verl that referenced this pull request Nov 1, 2025
…t: part 2 (volcengine#3567)

### What does this PR do?

This PR continues the work started in PR volcengine#2733, it adds support for
variable sequence lengths in MultiTurnSFTDataset by introducing a
`no_padding` option for the pad_mode. When this mode is active,
sequences are not padded to a fixed length.
- Implement no-padding mode for FSDP engine using nested tensors in sft
trainer
- Add test for no-padding mode both enable/disable use_remove_padding
- Fix FSDP2 gradnorm issue

### Checklist Before Starting

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---------

Co-authored-by: zhangchi.usc1992 <[email protected]>
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