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handle mixtral more carefully
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charlesfrye committed May 15, 2024
1 parent 1dff225 commit 4ada55b
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3 changes: 3 additions & 0 deletions ci/check_loss.py
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Expand Up @@ -30,5 +30,8 @@
max_loss = 3e-2 if b"pythia" in contents else 2e-3 # pythia starts at higher loss
min_loss = 0.2

# mixtral training is not well-tuned, loosen learning requirement
max_loss = max_loss * 10 if b"mixtral" in contents else max_loss

print(f"Loss: {train_loss:.2f} (training), {val_loss:.2f} (validation)")
sys.exit(train_loss > max_loss or val_loss < min_loss)
3 changes: 3 additions & 0 deletions ci/prep_for_ci.py
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Expand Up @@ -13,6 +13,9 @@ def main(config: str, data: str):
num_epochs = 50
val_set_size = 0.5

if cfg["base_model"] == "mistralai/Mixtral-8x7B-Instruct-v0.1":
num_epochs = 25 # mixtral training is slower and not well-tuned, cut early

cfg["val_set_size"] = val_set_size
cfg["num_epochs"] = num_epochs
cfg["eval_steps"] = num_epochs
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