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OpenDAS
vllm_cscc
Commits
a709e87a
Unverified
Commit
a709e87a
authored
May 12, 2024
by
Robert Shaw
Committed by
GitHub
May 12, 2024
Browse files
[CI/Build] Tweak Marlin Nondeterminism Issues (#4713)
parent
6eaccb73
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tests/models/test_gptq_marlin.py
tests/models/test_gptq_marlin.py
+5
-7
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tests/models/test_gptq_marlin.py
View file @
a709e87a
"""Compares the outputs of gptq vs gptq_marlin
Note: GPTQ and Marlin do not have bitwise correctness.
As a result, in this test, we just confirm that the top selected tokens of the
Marlin/GPTQ models are in the top
3
selections of each other.
Marlin/GPTQ models are in the top
5
selections of each other.
Note: Marlin internally uses locks to synchronize the threads. This can
result in very slight nondeterminism for Marlin. As a result, we re-run the test
up to 3 times to see if we pass.
Note: This test currently fails running with --forked with the following:
RuntimeError: Cannot re-initialize CUDA in forked subprocess.
To use CUDA with multiprocessing, you must use the 'spawn' start method
Run `pytest tests/models/test_gptq_marlin.py`.
"""
import
os
...
...
@@ -49,7 +47,7 @@ MODELS = [
]
@
pytest
.
mark
.
flaky
(
reruns
=
2
)
@
pytest
.
mark
.
flaky
(
reruns
=
3
)
@
pytest
.
mark
.
skipif
(
gptq_marlin_not_supported
,
reason
=
"gptq_marlin is not supported on this GPU type."
)
@
pytest
.
mark
.
parametrize
(
"model"
,
MODELS
)
...
...
@@ -75,7 +73,7 @@ def test_models(
tensor_parallel_size
=
1
)
gptq_marlin_outputs
=
gptq_marlin_model
.
generate_greedy_logprobs
(
example_prompts
,
max_tokens
,
num_logprobs
)
example_prompts
[:
-
1
]
,
max_tokens
,
num_logprobs
)
del
gptq_marlin_model
# Run gptq.
...
...
@@ -85,7 +83,7 @@ def test_models(
quantization
=
"gptq"
,
max_model_len
=
MAX_MODEL_LEN
,
tensor_parallel_size
=
1
)
gptq_outputs
=
gptq_model
.
generate_greedy_logprobs
(
example_prompts
,
gptq_outputs
=
gptq_model
.
generate_greedy_logprobs
(
example_prompts
[:
-
1
]
,
max_tokens
,
num_logprobs
)
del
gptq_model
...
...
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