lm-sys / lm-sys/FastChat

When finetune the 7b model, I get runtime error: The size of tensor a (65537024) must match the size of tensor b (262148096)

Open
#540 4 comments 0 reactions 0 assignees View on GitHub

Nobody has claimed this yet.

Dominant language
Python
Stars
39.5k
Forks
4.8k
PR merge metrics
No merged PRs in 30d

Description

RuntimeError: The size of tensor a (65537024) must match the size of tensor b (262148096) at non-singleton dimension 0

site-packages/torch/optim/adamw.py:273 in │
│ _single_tensor_adamw │
│ │
│ 270 │ │ param.mul_(1 - lr * weight_decay) │
│ 271 │ │ │
│ 272 │ │ # Decay the first and second moment running average coefficient │
│ ❱ 273 │ │ exp_avg.mul_(beta1).add_(grad, alpha=1 - beta1) │
│ 274 │ │ exp_avg_sq.mul_(beta2).addcmul_(grad, grad, value=1 - beta2) │
│ 275 │ │ │
│ 276 │ │ if capturable: │
╰──────────────────────────────────────────────────────────────────────────────────────────────────╯
RuntimeError: The size of tensor a (65537024) must match the size of tensor b (262148096) at non-singleton dimension 0
WARNING:torch.distributed.elastic.multiprocessing.api:Sending process 38467 closing signal SIGTERM
WARNING:torch.distributed.elastic.multiprocessing.api:Sending process 38469 closing signal SIGTERM
ERROR:torch.distributed.elastic.multiprocessing.api:failed (exitcode: 1) local_rank: 1 (pid: 38468) of binary: /data/miniconda3/envs/arainmodel/bin/python
Traceback (most recent call last):
File "/data/miniconda3/envs/arainmodel/bin/torchrun", line 8, in
sys.exit(main())
File "/data/miniconda3/envs/arainmodel/lib/python3.10/site-packages/torch/distributed/elastic/multiprocessing/errors/__init__.py", line 346, in wrapper
return f(*args, **kwargs)
File "/data/miniconda3/envs/arainmodel/lib/python3.10/site-packages/torch/distributed/run.py", line 762, in main
run(args)
File "/data/miniconda3/envs/arainmodel/lib/python3.10/site-packages/torch/distributed/run.py", line 753, in run
elastic_launch(
File "/data/miniconda3/envs/arainmodel/lib/python3.10/site-packages/torch/distributed/launcher/api.py", line 132, in __call__
return launch_agent(self._config, self._entrypoint, list(args))
File "/data/miniconda3/envs/arainmodel/lib/python3.10/site-packages/torch/distributed/launcher/api.py", line 246, in launch_agent
raise ChildFailedError(
torch.distributed.elastic.multiprocessing.errors.ChildFailedError:

Contributor guide

No contributing guide indexed for this repository

First steps

  1. Read the whole issue, then the project's contributing guide.
  2. Comment on the issue to say you are picking it up — it saves two people doing the same work.
  3. Fork the repository and make your change on a branch.
  4. Open a pull request that references the issue number.

Research direction

Start with the traceback at site-packages/torch/optim/adamw.py in _single_tensor_adamw and the torchrun distributed failure shown in the report. Reproduce the 7b finetuning run, identify why the optimizer state and gradient sizes differ, and document a verified resolution.

Written by the indexing model from the issue text.

Assessment

Tech stack
python, pytorch
Domain
machine-learning
Issue type
Bug
Difficulty
4/5
Estimated time
3-5 days
Activity status
Stale
Clarity
Needs clarification
Newbie friendliness
20/100

Get new issues in your inbox

A short digest of beginner-friendly GitHub issues.