Remove nested directory: BitTransformerLM/tests/test_training.py
Browse files
BitTransformerLM/tests/test_training.py
DELETED
|
@@ -1,41 +0,0 @@
|
|
| 1 |
-
import os, sys
|
| 2 |
-
sys.path.insert(0, os.path.abspath(os.path.join(os.path.dirname(__file__), "..")))
|
| 3 |
-
import torch
|
| 4 |
-
from bit_transformer import BitTransformerLM
|
| 5 |
-
from bit_transformer.training import train_loop as train
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
def test_train_compression_metrics():
|
| 9 |
-
model = BitTransformerLM(d_model=16, nhead=4, num_layers=1, dim_feedforward=32, max_seq_len=8)
|
| 10 |
-
data = torch.zeros((4, 8), dtype=torch.long)
|
| 11 |
-
metrics = train(model, data, epochs=1, compress_prob=1.0, log=False)
|
| 12 |
-
m = metrics[0]
|
| 13 |
-
assert m['compressed_loss'] > 0
|
| 14 |
-
assert m['compression_ratio'] < 1.0
|
| 15 |
-
assert m['raw_loss'] == 0
|
| 16 |
-
|
| 17 |
-
|
| 18 |
-
def test_train_no_compression():
|
| 19 |
-
model = BitTransformerLM(d_model=16, nhead=4, num_layers=1, dim_feedforward=32, max_seq_len=8)
|
| 20 |
-
data = torch.zeros((4, 8), dtype=torch.long)
|
| 21 |
-
metrics = train(model, data, epochs=1, compress_prob=0.0, log=False)
|
| 22 |
-
m = metrics[0]
|
| 23 |
-
assert m['raw_loss'] > 0
|
| 24 |
-
assert m['compressed_loss'] == 0
|
| 25 |
-
|
| 26 |
-
|
| 27 |
-
def test_train_direct_compression():
|
| 28 |
-
model = BitTransformerLM(d_model=16, nhead=4, num_layers=1, dim_feedforward=32, max_seq_len=8)
|
| 29 |
-
data = torch.zeros((4, 8), dtype=torch.long)
|
| 30 |
-
metrics = train(model, data, epochs=1, compress_prob=0.0, direct_prob=1.0, log=False)
|
| 31 |
-
m = metrics[0]
|
| 32 |
-
assert m['direct_loss'] > 0
|
| 33 |
-
|
| 34 |
-
|
| 35 |
-
def test_diffusion_training_loop():
|
| 36 |
-
model = BitTransformerLM(d_model=16, nhead=4, num_layers=1, dim_feedforward=32, max_seq_len=8)
|
| 37 |
-
data = torch.randint(0, 2, (4, 8), dtype=torch.long)
|
| 38 |
-
metrics = train(model, data, epochs=1, diffusion=True, log=False)
|
| 39 |
-
m = metrics[0]
|
| 40 |
-
assert m['raw_loss'] > 0
|
| 41 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|