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# Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import pytest
from nemo.utils.flops_formulas import FLOPSConfig, bert, gpt3, llama2, llama3, mixtral, nemotron, transformer
from nemo.utils.hyena_flops_formulas import hyena
@pytest.fixture
def flops_config():
return FLOPSConfig(
gbs=1,
enc_seq_len=128,
hs=768,
layers=12,
ffn_hs=3072,
attention_heads=12,
moe_router_topk=2,
query_groups=12,
vocab_size=50257,
model_pattern="SDH*",
)
def test_gpt3(flops_config):
expected_flops = 97240743936
assert gpt3(flops_config) == expected_flops
def test_llama2(flops_config):
expected_flops = 107659395072.0
assert llama2(flops_config) == expected_flops
def test_llama3(flops_config):
expected_flops = 164433494016.0
assert llama3(flops_config) == expected_flops
def test_nemotron(flops_config):
expected_flops = 218036699136.0
assert nemotron(flops_config) == expected_flops
def test_mixtral(flops_config):
expected_flops = 172889210880.0
assert mixtral(flops_config) == expected_flops
def test_bert(flops_config):
expected_flops = 84146651135.99998
assert bert(flops_config) == expected_flops
def test_hyena(flops_config):
expected_flops = 116883062784.0
assert hyena(flops_config) == expected_flops
def test_transformer(flops_config):
expected_flops = 118427811840.0
assert transformer(flops_config) == expected_flops
def test_transformer_no_moe(flops_config):
flops_config.moe_router_topk = 0
expected_flops = 96684539904.0
assert transformer(flops_config) == expected_flops
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