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Add fastest adam hparams and update toposolve package #202

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merged 3 commits into from
Jan 18, 2025
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Merged

Add fastest adam hparams and update toposolve package #202

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1f53b72
best 150m adam hparams
Jackmin801 Jan 18, 2025
d057456
update to toposolve 0.1.17
Jackmin801 Jan 18, 2025
3198b90
Update pyproject.toml
Jackmin801 Jan 18, 2025
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22 changes: 22 additions & 0 deletions configs/150M/H100-fast.toml
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Original file line number Diff line number Diff line change
@@ -0,0 +1,22 @@
name_model = "150M"
project = "debug_150m_zero_band"
type_model = "llama2"

[train]
micro_bs = 64 # change this base on the gpu
reshard_after_forward = true

[optim]
batch_size = 512
warmup_steps = 278
total_steps = 8192

[optim.optim]
lr = 0.003551730141097694
betas1 = 0.9454835470717078
betas2 = 0.9190488086654895
weight_decay = 0.24530252977858977

[data]
seq_length = 1024
dataset_name_or_paths = "datasets/fineweb-edu"
2 changes: 1 addition & 1 deletion pyproject.toml
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Expand Up @@ -17,7 +17,7 @@ dependencies = [
"ninja",
"zstandard",
"pyarrow",
"toposolve",
"toposolve>=0.1.17",
"psutil",
"torch-shampoo @ git+https://github.com/facebookresearch/optimizers.git@main",
]
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