sagemaker-python-sdk
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feature: make estimator accept json file as modelparallel config
Issue #, if available:
Description of changes: When passing distribution dict to estimator API PyTorch, we can let smp_config be either a dict (current behavior) or a string representing a config file.
distribution = {
"smdistributed": {
"modelparallel": {
"enabled": True,
"parameters": smp_config,
},
},
...
}
The config file needs to be a json file. e.g., params.json
{"partitions": 1, "tensor_parallel_degree": 2, "microbatches": 1, "optimize": "speed", "pipeline": "interleaved", "ddp": 1, "auto_partition": false, "default_partition": 0}
Testing done: local unit tests
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Merging #3265 (46ee21e) into master (1fa2377) will decrease coverage by
0.01%
. The diff coverage is75.00%
.
:exclamation: Current head 46ee21e differs from pull request most recent head 05604ec. Consider uploading reports for the commit 05604ec to get more accurate results
@@ Coverage Diff @@
## master #3265 +/- ##
==========================================
- Coverage 89.17% 89.15% -0.02%
==========================================
Files 204 204
Lines 18979 18922 -57
==========================================
- Hits 16924 16870 -54
+ Misses 2055 2052 -3
Impacted Files | Coverage Δ | |
---|---|---|
src/sagemaker/fw_utils.py | 90.15% <75.00%> (-0.98%) |
:arrow_down: |
src/sagemaker/training_compiler/config.py | 82.05% <0.00%> (-1.29%) |
:arrow_down: |
src/sagemaker/huggingface/estimator.py | 93.18% <0.00%> (-1.27%) |
:arrow_down: |
src/sagemaker/model.py | 92.87% <0.00%> (-0.25%) |
:arrow_down: |
src/sagemaker/estimator.py | 89.41% <0.00%> (-0.10%) |
:arrow_down: |
src/sagemaker/workflow/clarify_check_step.py | 96.87% <0.00%> (-0.04%) |
:arrow_down: |
src/sagemaker/clarify.py | 95.65% <0.00%> (-0.03%) |
:arrow_down: |
src/sagemaker/workflow/quality_check_step.py | 99.20% <0.00%> (-0.02%) |
:arrow_down: |
src/sagemaker/inputs.py | 100.00% <0.00%> (ø) |
|
src/sagemaker/network.py | 100.00% <0.00%> (ø) |
|
... and 27 more |
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