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- Non-trainable: 0
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- Non-embedding: 39,966,592 (39.97M)
25
- Position embeddings: 0 (RoPE: 0 learned params)
26
- Size (MB): 159.87
27
-
28
- Layer-wise breakdown (torchinfo):
29
- Note: torchinfo double-counts weight-tied layers (tok_emb/lm_head).
30
- ============================================================================================================================================
31
- Layer (type:depth-idx) Input Shape Output Shape Param # Trainable
32
- ============================================================================================================================================
33
- ParrotLLM [32, 1024] [32, 1024, 50258] -- True
34
- ├─Embedding: 1-1 [32, 1024] [32, 1024, 384] 19,299,072 True
35
- ├─Dropout: 1-2 [32, 1024, 384] [32, 1024, 384] -- --
36
- ├─ModuleList: 1-3 -- -- -- True
37
- │ └─TransformerBlock: 2-1 [32, 1024, 384] [32, 1024, 384] -- True
38
- │ │ └─RMSNorm: 3-1 [32, 1024, 384] [32, 1024, 384] 384 True
39
- │ │ └─MultiHeadAttention: 3-2 [32, 1024, 384] [32, 1024, 384] 589,952 True
40
- │ │ └─RMSNorm: 3-3 [32, 1024, 384] [32, 1024, 384] 384 True
41
- │ │ └─RMSNorm: 3-4 [32, 1024, 384] [32, 1024, 384] 384 True
42
- │ │ └─SwiGLUMLP: 3-5 [32, 1024, 384] [32, 1024, 384] 884,736 True
43
- │ │ └─RMSNorm: 3-6 [32, 1024, 384] [32, 1024, 384] 384 True
44
- │ └─TransformerBlock: 2-2 [32, 1024, 384] [32, 1024, 384] -- True
45
- │ │ └─RMSNorm: 3-7 [32, 1024, 384] [32, 1024, 384] 384 True
46
- │ │ └─MultiHeadAttention: 3-8 [32, 1024, 384] [32, 1024, 384] 589,952 True
47
- │ │ └─RMSNorm: 3-9 [32, 1024, 384] [32, 1024, 384] 384 True
48
- │ │ └─RMSNorm: 3-10 [32, 1024, 384] [32, 1024, 384] 384 True
49
- │ │ └─SwiGLUMLP: 3-11 [32, 1024, 384] [32, 1024, 384] 884,736 True
50
- │ │ └─RMSNorm: 3-12 [32, 1024, 384] [32, 1024, 384] 384 True
51
- │ └─TransformerBlock: 2-3 [32, 1024, 384] [32, 1024, 384] -- True
52
- │ │ └─RMSNorm: 3-13 [32, 1024, 384] [32, 1024, 384] 384 True
53
- │ │ └─MultiHeadAttention: 3-14 [32, 1024, 384] [32, 1024, 384] 589,952 True
54
- │ │ └─RMSNorm: 3-15 [32, 1024, 384] [32, 1024, 384] 384 True
55
- │ │ └─RMSNorm: 3-16 [32, 1024, 384] [32, 1024, 384] 384 True
56
- │ │ └─SwiGLUMLP: 3-17 [32, 1024, 384] [32, 1024, 384] 884,736 True
57
- │ │ └─RMSNorm: 3-18 [32, 1024, 384] [32, 1024, 384] 384 True
58
- │ └─TransformerBlock: 2-4 [32, 1024, 384] [32, 1024, 384] -- True
59
- │ │ └─RMSNorm: 3-19 [32, 1024, 384] [32, 1024, 384] 384 True
60
- │ │ └─MultiHeadAttention: 3-20 [32, 1024, 384] [32, 1024, 384] 589,952 True
61
- │ │ └─RMSNorm: 3-21 [32, 1024, 384] [32, 1024, 384] 384 True
62
- │ │ └─RMSNorm: 3-22 [32, 1024, 384] [32, 1024, 384] 384 True
63
- │ │ └─SwiGLUMLP: 3-23 [32, 1024, 384] [32, 1024, 384] 884,736 True
64
- │ │ └─RMSNorm: 3-24 [32, 1024, 384] [32, 1024, 384] 384 True
65
- │ └─TransformerBlock: 2-5 [32, 1024, 384] [32, 1024, 384] -- True
66
- │ │ └─RMSNorm: 3-25 [32, 1024, 384] [32, 1024, 384] 384 True
67
- │ │ └─MultiHeadAttention: 3-26 [32, 1024, 384] [32, 1024, 384] 589,952 True
68
- │ │ └─RMSNorm: 3-27 [32, 1024, 384] [32, 1024, 384] 384 True
69
- │ │ └─RMSNorm: 3-28 [32, 1024, 384] [32, 1024, 384] 384 True
70
- │ │ └─SwiGLUMLP: 3-29 [32, 1024, 384] [32, 1024, 384] 884,736 True
71
- │ │ └─RMSNorm: 3-30 [32, 1024, 384] [32, 1024, 384] 384 True
72
- │ └─TransformerBlock: 2-6 [32, 1024, 384] [32, 1024, 384] -- True
73
- │ │ └─RMSNorm: 3-31 [32, 1024, 384] [32, 1024, 384] 384 True
74
- │ │ └─MultiHeadAttention: 3-32 [32, 1024, 384] [32, 1024, 384] 589,952 True
75
- │ │ └─RMSNorm: 3-33 [32, 1024, 384] [32, 1024, 384] 384 True
76
- │ │ └─RMSNorm: 3-34 [32, 1024, 384] [32, 1024, 384] 384 True
77
- │ │ └─SwiGLUMLP: 3-35 [32, 1024, 384] [32, 1024, 384] 884,736 True
78
- │ │ └─RMSNorm: 3-36 [32, 1024, 384] [32, 1024, 384] 384 True
79
- │ └─TransformerBlock: 2-7 [32, 1024, 384] [32, 1024, 384] -- True
80
- │ │ └─RMSNorm: 3-37 [32, 1024, 384] [32, 1024, 384] 384 True
81
- │ │ └─MultiHeadAttention: 3-38 [32, 1024, 384] [32, 1024, 384] 589,952 True
82
- │ │ └─RMSNorm: 3-39 [32, 1024, 384] [32, 1024, 384] 384 True
83
- │ │ └─RMSNorm: 3-40 [32, 1024, 384] [32, 1024, 384] 384 True
84
- │ │ └─SwiGLUMLP: 3-41 [32, 1024, 384] [32, 1024, 384] 884,736 True
85
- │ │ └─RMSNorm: 3-42 [32, 1024, 384] [32, 1024, 384] 384 True
86
- │ └─TransformerBlock: 2-8 [32, 1024, 384] [32, 1024, 384] -- True
87
- │ │ └─RMSNorm: 3-43 [32, 1024, 384] [32, 1024, 384] 384 True
88
- │ │ └─MultiHeadAttention: 3-44 [32, 1024, 384] [32, 1024, 384] 589,952 True
89
- │ │ └─RMSNorm: 3-45 [32, 1024, 384] [32, 1024, 384] 384 True
90
- │ │ └─RMSNorm: 3-46 [32, 1024, 384] [32, 1024, 384] 384 True
91
- │ │ └─SwiGLUMLP: 3-47 [32, 1024, 384] [32, 1024, 384] 884,736 True
92
- │ │ └─RMSNorm: 3-48 [32, 1024, 384] [32, 1024, 384] 384 True
93
- │ └─TransformerBlock: 2-9 [32, 1024, 384] [32, 1024, 384] -- True
94
- │ │ └─RMSNorm: 3-49 [32, 1024, 384] [32, 1024, 384] 384 True
95
- │ │ └─MultiHeadAttention: 3-50 [32, 1024, 384] [32, 1024, 384] 589,952 True
96
- │ │ └─RMSNorm: 3-51 [32, 1024, 384] [32, 1024, 384] 384 True
97
- │ │ └─RMSNorm: 3-52 [32, 1024, 384] [32, 1024, 384] 384 True
98
- │ │ └─SwiGLUMLP: 3-53 [32, 1024, 384] [32, 1024, 384] 884,736 True
99
- │ │ └─RMSNorm: 3-54 [32, 1024, 384] [32, 1024, 384] 384 True
100
- │ └─TransformerBlock: 2-10 [32, 1024, 384] [32, 1024, 384] -- True
101
- │ │ └─RMSNorm: 3-55 [32, 1024, 384] [32, 1024, 384] 384 True
102
- │ │ └─MultiHeadAttention: 3-56 [32, 1024, 384] [32, 1024, 384] 589,952 True
103
- │ │ └─RMSNorm: 3-57 [32, 1024, 384] [32, 1024, 384] 384 True
104
- │ │ └─RMSNorm: 3-58 [32, 1024, 384] [32, 1024, 384] 384 True
105
- │ │ └─SwiGLUMLP: 3-59 [32, 1024, 384] [32, 1024, 384] 884,736 True
106
- │ │ └─RMSNorm: 3-60 [32, 1024, 384] [32, 1024, 384] 384 True
107
- │ └─TransformerBlock: 2-11 [32, 1024, 384] [32, 1024, 384] -- True
108
- │ │ └─RMSNorm: 3-61 [32, 1024, 384] [32, 1024, 384] 384 True
109
- │ │ └─MultiHeadAttention: 3-62 [32, 1024, 384] [32, 1024, 384] 589,952 True
110
- │ │ └─RMSNorm: 3-63 [32, 1024, 384] [32, 1024, 384] 384 True
111
- │ │ └─RMSNorm: 3-64 [32, 1024, 384] [32, 1024, 384] 384 True
112
- │ │ └─SwiGLUMLP: 3-65 [32, 1024, 384] [32, 1024, 384] 884,736 True
113
- │ │ └─RMSNorm: 3-66 [32, 1024, 384] [32, 1024, 384] 384 True
114
- │ └─TransformerBlock: 2-12 [32, 1024, 384] [32, 1024, 384] -- True
115
- │ │ └─RMSNorm: 3-67 [32, 1024, 384] [32, 1024, 384] 384 True
116
- │ │ └─MultiHeadAttention: 3-68 [32, 1024, 384] [32, 1024, 384] 589,952 True
117
- │ │ └─RMSNorm: 3-69 [32, 1024, 384] [32, 1024, 384] 384 True
118
- │ │ └─RMSNorm: 3-70 [32, 1024, 384] [32, 1024, 384] 384 True
119
- │ │ └─SwiGLUMLP: 3-71 [32, 1024, 384] [32, 1024, 384] 884,736 True
120
- │ │ └─RMSNorm: 3-72 [32, 1024, 384] [32, 1024, 384] 384 True
121
- │ └─TransformerBlock: 2-13 [32, 1024, 384] [32, 1024, 384] -- True
122
- │ │ └─RMSNorm: 3-73 [32, 1024, 384] [32, 1024, 384] 384 True
123
- │ │ └─MultiHeadAttention: 3-74 [32, 1024, 384] [32, 1024, 384] 589,952 True
124
- │ │ └─RMSNorm: 3-75 [32, 1024, 384] [32, 1024, 384] 384 True
125
- │ │ └─RMSNorm: 3-76 [32, 1024, 384] [32, 1024, 384] 384 True
126
- │ │ └─SwiGLUMLP: 3-77 [32, 1024, 384] [32, 1024, 384] 884,736 True
127
- │ │ └─RMSNorm: 3-78 [32, 1024, 384] [32, 1024, 384] 384 True
128
- │ └─TransformerBlock: 2-14 [32, 1024, 384] [32, 1024, 384] -- True
129
- │ │ └─RMSNorm: 3-79 [32, 1024, 384] [32, 1024, 384] 384 True
130
- │ │ └─MultiHeadAttention: 3-80 [32, 1024, 384] [32, 1024, 384] 589,952 True
131
- │ │ └─RMSNorm: 3-81 [32, 1024, 384] [32, 1024, 384] 384 True
132
- │ │ └─RMSNorm: 3-82 [32, 1024, 384] [32, 1024, 384] 384 True
133
- │ │ └─SwiGLUMLP: 3-83 [32, 1024, 384] [32, 1024, 384] 884,736 True
134
- │ │ └─RMSNorm: 3-84 [32, 1024, 384] [32, 1024, 384] 384 True
135
- ├─RMSNorm: 1-4 [32, 1024, 384] [32, 1024, 384] 384 True
136
- ├─Linear: 1-5 [32, 1024, 384] [32, 1024, 50258] 19,299,072 True
137
- ============================================================================================================================================
138
- Total params: 59,265,664
139
- Trainable params: 59,265,664
140
- Non-trainable params: 0
141
- Total mult-adds (Units.GIGABYTES): 1.90
142
- ============================================================================================================================================
143
- Input size (MB): 0.26
144
- Forward/backward pass size (MB): 34515.45
145
- Params size (MB): 237.06
146
- Estimated Total Size (MB): 34752.78
147
- ============================================================================================================================================
148
- ============================================================
149
- 2026-04-08 12:15:52 - INFO - parrotllm.training - Starting evaluation...
150
- 2026-04-08 12:15:56 - INFO - parrotllm.training - Initial val: loss=10.9061, ppl=54505.50
151
- 2026-04-08 12:15:58 - INFO - parrotllm.training -
152
- ============================================================
153
- Starting training...
154
- Steps per epoch (approx): 3
155
- Max steps: 12
156
- ============================================================
157
- 2026-04-08 12:15:58 - INFO - parrotllm.training - LR schedule=wsd | decay_ratio=0.179 | z_loss_coeff=0.000275
158
- 2026-04-08 12:16:21 - INFO - parrotllm.training - step 1 | epoch 0 | loss 10.9259 | lr 3.26e-04 | grad 6.7907
159
- 2026-04-08 12:16:21 - INFO - parrotllm.training - step 2 | epoch 0 | loss 10.6275 | lr 6.52e-04 | grad 17.0985
160
- 2026-04-08 12:16:21 - INFO - parrotllm.training - step 3 | epoch 0 | loss 10.2679 | lr 9.79e-04 | grad 1.8126
161
- 2026-04-08 12:16:21 - INFO - parrotllm.training - Starting evaluation...
162
- 2026-04-08 12:16:21 - INFO - parrotllm.training - ------------------------------------------------------------
163
- 2026-04-08 12:16:24 - INFO - parrotllm.training - Epoch 1 complete:
164
- 2026-04-08 12:16:24 - INFO - parrotllm.training - Train: loss=10.2679, ppl=28794.11
165
- 2026-04-08 12:16:24 - INFO - parrotllm.training - Val: loss=9.9140, ppl=20211.54
166
- 2026-04-08 12:16:24 - INFO - parrotllm.training - ** New best validation loss! **
167
- 2026-04-08 12:16:25 - INFO - parrotllm.training - Saved best checkpoint: /home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_121550/checkpoints/best_loss_9p9140_epoch_0001_step_0000003.pt
168
- 2026-04-08 12:16:26 - INFO - parrotllm.training - ------------------------------------------------------------
169
- 2026-04-08 12:16:26 - INFO - parrotllm.training - step 4 | epoch 1 | loss 9.9296 | lr 1.30e-03 | grad 1.6610
170
- 2026-04-08 12:16:26 - INFO - parrotllm.training - step 5 | epoch 1 | loss 9.4699 | lr 1.30e-03 | grad 1.5961
171
- 2026-04-08 12:16:27 - INFO - parrotllm.training - step 6 | epoch 1 | loss 9.0812 | lr 1.30e-03 | grad 1.5881
172
- 2026-04-08 12:16:27 - INFO - parrotllm.training - Starting evaluation...
173
- 2026-04-08 12:16:27 - INFO - parrotllm.training - ------------------------------------------------------------
174
- 2026-04-08 12:16:29 - INFO - parrotllm.training - Epoch 2 complete:
175
- 2026-04-08 12:16:29 - INFO - parrotllm.training - Train: loss=9.0812, ppl=8788.90
176
- 2026-04-08 12:16:29 - INFO - parrotllm.training - Val: loss=8.7229, ppl=6142.18
177
- 2026-04-08 12:16:29 - INFO - parrotllm.training - ** New best validation loss! **
178
- 2026-04-08 12:16:30 - INFO - parrotllm.training - Saved best checkpoint: /home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_121550/checkpoints/best_loss_8p7229_epoch_0002_step_0000006.pt
179
- 2026-04-08 12:16:31 - INFO - parrotllm.training - ------------------------------------------------------------
180
- 2026-04-08 12:16:31 - INFO - parrotllm.training - step 7 | epoch 2 | loss 8.7008 | lr 1.30e-03 | grad 1.5313
181
- 2026-04-08 12:16:31 - INFO - parrotllm.training - step 8 | epoch 2 | loss 8.3990 | lr 1.30e-03 | grad 1.4772
182
- 2026-04-08 12:16:32 - INFO - parrotllm.training - step 9 | epoch 2 | loss 8.1599 | lr 1.30e-03 | grad 1.3179
183
- 2026-04-08 12:16:32 - INFO - parrotllm.training - Starting evaluation...
184
- 2026-04-08 12:16:32 - INFO - parrotllm.training - ------------------------------------------------------------
185
- 2026-04-08 12:16:34 - INFO - parrotllm.training - Epoch 3 complete:
186
- 2026-04-08 12:16:34 - INFO - parrotllm.training - Train: loss=8.1599, ppl=3497.83
187
- 2026-04-08 12:16:34 - INFO - parrotllm.training - Val: loss=7.9581, ppl=2858.66
188
- 2026-04-08 12:16:34 - INFO - parrotllm.training - ** New best validation loss! **
189
- 2026-04-08 12:16:35 - INFO - parrotllm.training - Saved best checkpoint: /home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_121550/checkpoints/best_loss_7p9581_epoch_0003_step_0000009.pt
190
- 2026-04-08 12:16:36 - INFO - parrotllm.training - ------------------------------------------------------------
191
- 2026-04-08 12:16:36 - INFO - parrotllm.training - step 10 | epoch 3 | loss 7.9260 | lr 1.30e-03 | grad 1.1342
192
- 2026-04-08 12:16:37 - INFO - parrotllm.training - step 11 | epoch 3 | loss 7.7364 | lr 7.18e-04 | grad 0.9191
193
- 2026-04-08 12:16:37 - INFO - parrotllm.training - step 12 | epoch 3 | loss 7.8158 | lr 1.30e-04 | grad 0.7293
194
- 2026-04-08 12:16:37 - INFO - parrotllm.training - Starting evaluation...
195
- 2026-04-08 12:16:37 - INFO - parrotllm.training - ------------------------------------------------------------
196
- 2026-04-08 12:16:39 - INFO - parrotllm.training - Epoch 4 complete:
197
- 2026-04-08 12:16:39 - INFO - parrotllm.training - Train: loss=7.8158, ppl=2479.53
198
- 2026-04-08 12:16:39 - INFO - parrotllm.training - Val: loss=7.7412, ppl=2301.29
199
- 2026-04-08 12:16:39 - INFO - parrotllm.training - ** New best validation loss! **
200
- 2026-04-08 12:16:42 - INFO - parrotllm.training - Saved best checkpoint: /home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_121550/checkpoints/best_loss_7p7412_epoch_0004_step_0000012.pt
201
- 2026-04-08 12:16:42 - INFO - parrotllm.training - ------------------------------------------------------------
202
- 2026-04-08 12:16:45 - INFO - parrotllm.training - Saved final checkpoint: /home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_121550/checkpoints/last_epoch_0004_step_0000012.pt
203
- 2026-04-08 12:16:45 - INFO - parrotllm.training -
204
- Loss Curve:
205
- Loss
206
- ^
207
- 10.93 |*
208
- | *
209
- | *
210
- | *
211
- | *
212
- | * *
213
- | *
214
- 7.74 | * * * *
215
- +--------------------------------------------------> step
216
- 1 12
217
- 2026-04-08 12:16:45 - INFO - parrotllm.training -
218
- ============================================================
219
- TRAINING COMPLETE
220
- ============================================================
221
- Epochs: 4
222
- Total steps: 12
223
- Total time: 0.01 hours
224
- Best validation loss: 7.7412
225
- Run directory: runs/smoketest/exp_c/run_20260408_121550
226
- ============================================================
227
- 2026-04-08 12:16:45 - INFO - parrotllm.training - Uploading completed run directory to Hugging Face: repo=ParrotLabs/Preprocessed
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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- {"stage": "pretraining", "type": "step", "timestamp": "2026-04-08T12:32:02.152054+00:00", "epoch": 3, "step": 11, "train_loss": 7.736446380615234, "perplexity": 2290.318982727403, "lr": 0.00071775, "grad_norm": 0.919188, "tokens_per_sec": 3545}
46
- {"stage": "pretraining", "type": "eval", "timestamp": "2026-04-08T12:32:04.734503+00:00", "step": 11, "epoch": 3, "val_loss": 7.751912593841553, "val_ppl": 2326.0168885959174, "eval_train_loss": 7.736446380615234, "eval_train_ppl": 2290.318982727403}
47
- {"stage": "pretraining", "type": "best_checkpoint", "timestamp": "2026-04-08T12:32:06.355055+00:00", "step": 11, "epoch": 3, "path": "/home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_123009/checkpoints/best_loss_7p7519_epoch_0003_step_0000011.pt", "val_loss": 7.751912593841553}
48
- {"stage": "pretraining", "type": "checkpoint", "timestamp": "2026-04-08T12:32:08.499493+00:00", "step": 11, "epoch": 3, "path": "/home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_123009/checkpoints/last_epoch_0003_step_0000011.pt", "category": "last"}
49
- {"stage": "pretraining", "type": "step", "timestamp": "2026-04-08T12:32:10.335307+00:00", "epoch": 3, "step": 12, "train_loss": 7.815838813781738, "perplexity": 2479.5659750481204, "lr": 0.00013049999999999997, "grad_norm": 0.72935, "tokens_per_sec": 4188}
50
- {"stage": "pretraining", "type": "eval", "timestamp": "2026-04-08T12:32:12.922316+00:00", "step": 12, "epoch": 4, "val_loss": 7.741242408752441, "val_ppl": 2301.3298000006826, "eval_train_loss": 7.815838813781738, "eval_train_ppl": 2479.5659750481204}
51
- {"stage": "pretraining", "type": "best_checkpoint", "timestamp": "2026-04-08T12:32:13.860156+00:00", "step": 12, "epoch": 4, "path": "/home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_123009/checkpoints/best_loss_7p7412_epoch_0004_step_0000012.pt", "val_loss": 7.741242408752441}
52
- {"stage": "pretraining", "type": "checkpoint", "timestamp": "2026-04-08T12:32:15.527946+00:00", "step": 12, "epoch": 4, "path": "/home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_123009/checkpoints/last_epoch_0004_step_0000012.pt", "category": "last"}
53
- {"stage": "pretraining", "type": "checkpoint", "timestamp": "2026-04-08T12:32:18.300035+00:00", "step": 12, "epoch": 4, "path": "/home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_123009/checkpoints/last_epoch_0004_step_0000012.pt", "category": "last"}
54
- {"stage": "pretraining", "type": "training_complete", "timestamp": "2026-04-08T12:32:18.300386+00:00", "epochs": 4, "total_steps": 12, "total_time_hours": 0.03, "best_val_loss": 7.741242408752441, "best_checkpoint_path": "/home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_123009/checkpoints/best_loss_7p7412_epoch_0004_step_0000012.pt", "checkpoint_dir": "/home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_123009/checkpoints", "stopped_early": false, "stop_reason": null, "run_dir": "runs/smoketest/exp_c/run_20260408_123009"}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
runs/smoketest/exp_c/run_20260408_123009/train.log DELETED
@@ -1,295 +0,0 @@
1
- 2026-04-08 12:30:10 - INFO - parrotllm - Logging initialised -> runs/smoketest/exp_c/run_20260408_123009/train.log
2
- 2026-04-08 12:30:10 - INFO - parrotllm.training - device=cuda:0 | rank=0 | world_size=8 | distributed=yes
3
- 2026-04-08 12:30:10 - INFO - parrotllm.training - checkpoint directory=/home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_123009/checkpoints | keep_last=10 | keep_best=10
4
- 2026-04-08 12:30:11 - INFO - parrotllm.training - compiling model with torch.compile...
5
- 2026-04-08 12:30:12 - INFO - parrotllm.training -
6
- ============================================================
7
- MODEL ARCHITECTURE SUMMARY
8
- ============================================================
9
-
10
- Configuration:
11
- Vocab size: 50258
12
- Block size (context): 1024
13
- Layers: 14
14
- Heads: 6
15
- Embedding dim: 384
16
- FFN hidden dim: 768
17
- Dropout: 0.005
18
- Bias: False
19
-
20
- Parameters (unique, weight-tied layers counted once):
21
- Total: 39,966,592 (39.97M)
22
- Trainable: 39,966,592 (39.97M)
23
- Non-trainable: 0
24
- Non-embedding: 39,966,592 (39.97M)
25
- Position embeddings: 0 (RoPE: 0 learned params)
26
- Size (MB): 159.87
27
-
28
- Layer-wise breakdown (torchinfo):
29
- Note: torchinfo double-counts weight-tied layers (tok_emb/lm_head).
30
- ============================================================================================================================================
31
- Layer (type:depth-idx) Input Shape Output Shape Param # Trainable
32
- ============================================================================================================================================
33
- ParrotLLM [32, 1024] [32, 1024, 50258] -- True
34
- ├─Embedding: 1-1 [32, 1024] [32, 1024, 384] 19,299,072 True
35
- ├─Dropout: 1-2 [32, 1024, 384] [32, 1024, 384] -- --
36
- ├─ModuleList: 1-3 -- -- -- True
37
- │ └─TransformerBlock: 2-1 [32, 1024, 384] [32, 1024, 384] -- True
38
- │ │ └─RMSNorm: 3-1 [32, 1024, 384] [32, 1024, 384] 384 True
39
- │ │ └─MultiHeadAttention: 3-2 [32, 1024, 384] [32, 1024, 384] 589,952 True
40
- │ │ └─RMSNorm: 3-3 [32, 1024, 384] [32, 1024, 384] 384 True
41
- │ │ └─RMSNorm: 3-4 [32, 1024, 384] [32, 1024, 384] 384 True
42
- │ │ └─SwiGLUMLP: 3-5 [32, 1024, 384] [32, 1024, 384] 884,736 True
43
- │ │ └─RMSNorm: 3-6 [32, 1024, 384] [32, 1024, 384] 384 True
44
- │ └─TransformerBlock: 2-2 [32, 1024, 384] [32, 1024, 384] -- True
45
- │ │ └─RMSNorm: 3-7 [32, 1024, 384] [32, 1024, 384] 384 True
46
- │ │ └─MultiHeadAttention: 3-8 [32, 1024, 384] [32, 1024, 384] 589,952 True
47
- │ │ └─RMSNorm: 3-9 [32, 1024, 384] [32, 1024, 384] 384 True
48
- │ │ └─RMSNorm: 3-10 [32, 1024, 384] [32, 1024, 384] 384 True
49
- │ │ └─SwiGLUMLP: 3-11 [32, 1024, 384] [32, 1024, 384] 884,736 True
50
- │ │ └─RMSNorm: 3-12 [32, 1024, 384] [32, 1024, 384] 384 True
51
- │ └─TransformerBlock: 2-3 [32, 1024, 384] [32, 1024, 384] -- True
52
- │ │ └─RMSNorm: 3-13 [32, 1024, 384] [32, 1024, 384] 384 True
53
- │ │ └─MultiHeadAttention: 3-14 [32, 1024, 384] [32, 1024, 384] 589,952 True
54
- │ │ └─RMSNorm: 3-15 [32, 1024, 384] [32, 1024, 384] 384 True
55
- │ │ └─RMSNorm: 3-16 [32, 1024, 384] [32, 1024, 384] 384 True
56
- │ │ └─SwiGLUMLP: 3-17 [32, 1024, 384] [32, 1024, 384] 884,736 True
57
- │ │ └─RMSNorm: 3-18 [32, 1024, 384] [32, 1024, 384] 384 True
58
- │ └─TransformerBlock: 2-4 [32, 1024, 384] [32, 1024, 384] -- True
59
- │ │ └─RMSNorm: 3-19 [32, 1024, 384] [32, 1024, 384] 384 True
60
- │ │ └─MultiHeadAttention: 3-20 [32, 1024, 384] [32, 1024, 384] 589,952 True
61
- │ │ └─RMSNorm: 3-21 [32, 1024, 384] [32, 1024, 384] 384 True
62
- │ │ └─RMSNorm: 3-22 [32, 1024, 384] [32, 1024, 384] 384 True
63
- │ │ └─SwiGLUMLP: 3-23 [32, 1024, 384] [32, 1024, 384] 884,736 True
64
- │ │ └─RMSNorm: 3-24 [32, 1024, 384] [32, 1024, 384] 384 True
65
- │ └─TransformerBlock: 2-5 [32, 1024, 384] [32, 1024, 384] -- True
66
- │ │ └─RMSNorm: 3-25 [32, 1024, 384] [32, 1024, 384] 384 True
67
- │ │ └─MultiHeadAttention: 3-26 [32, 1024, 384] [32, 1024, 384] 589,952 True
68
- │ │ └─RMSNorm: 3-27 [32, 1024, 384] [32, 1024, 384] 384 True
69
- │ │ └─RMSNorm: 3-28 [32, 1024, 384] [32, 1024, 384] 384 True
70
- │ │ └─SwiGLUMLP: 3-29 [32, 1024, 384] [32, 1024, 384] 884,736 True
71
- │ │ └─RMSNorm: 3-30 [32, 1024, 384] [32, 1024, 384] 384 True
72
- │ └─TransformerBlock: 2-6 [32, 1024, 384] [32, 1024, 384] -- True
73
- │ │ └─RMSNorm: 3-31 [32, 1024, 384] [32, 1024, 384] 384 True
74
- │ │ └─MultiHeadAttention: 3-32 [32, 1024, 384] [32, 1024, 384] 589,952 True
75
- │ │ └─RMSNorm: 3-33 [32, 1024, 384] [32, 1024, 384] 384 True
76
- │ │ └─RMSNorm: 3-34 [32, 1024, 384] [32, 1024, 384] 384 True
77
- │ │ └─SwiGLUMLP: 3-35 [32, 1024, 384] [32, 1024, 384] 884,736 True
78
- │ │ └─RMSNorm: 3-36 [32, 1024, 384] [32, 1024, 384] 384 True
79
- │ └─TransformerBlock: 2-7 [32, 1024, 384] [32, 1024, 384] -- True
80
- │ │ └─RMSNorm: 3-37 [32, 1024, 384] [32, 1024, 384] 384 True
81
- │ │ └─MultiHeadAttention: 3-38 [32, 1024, 384] [32, 1024, 384] 589,952 True
82
- │ │ └─RMSNorm: 3-39 [32, 1024, 384] [32, 1024, 384] 384 True
83
- │ │ └─RMSNorm: 3-40 [32, 1024, 384] [32, 1024, 384] 384 True
84
- │ │ └─SwiGLUMLP: 3-41 [32, 1024, 384] [32, 1024, 384] 884,736 True
85
- │ │ └─RMSNorm: 3-42 [32, 1024, 384] [32, 1024, 384] 384 True
86
- │ └─TransformerBlock: 2-8 [32, 1024, 384] [32, 1024, 384] -- True
87
- │ │ └─RMSNorm: 3-43 [32, 1024, 384] [32, 1024, 384] 384 True
88
- │ │ └─MultiHeadAttention: 3-44 [32, 1024, 384] [32, 1024, 384] 589,952 True
89
- │ │ └─RMSNorm: 3-45 [32, 1024, 384] [32, 1024, 384] 384 True
90
- │ │ └─RMSNorm: 3-46 [32, 1024, 384] [32, 1024, 384] 384 True
91
- │ │ └─SwiGLUMLP: 3-47 [32, 1024, 384] [32, 1024, 384] 884,736 True
92
- │ │ └─RMSNorm: 3-48 [32, 1024, 384] [32, 1024, 384] 384 True
93
- │ └─TransformerBlock: 2-9 [32, 1024, 384] [32, 1024, 384] -- True
94
- │ │ └─RMSNorm: 3-49 [32, 1024, 384] [32, 1024, 384] 384 True
95
- │ │ └─MultiHeadAttention: 3-50 [32, 1024, 384] [32, 1024, 384] 589,952 True
96
- │ │ └─RMSNorm: 3-51 [32, 1024, 384] [32, 1024, 384] 384 True
97
- │ │ └─RMSNorm: 3-52 [32, 1024, 384] [32, 1024, 384] 384 True
98
- │ │ └─SwiGLUMLP: 3-53 [32, 1024, 384] [32, 1024, 384] 884,736 True
99
- │ │ └─RMSNorm: 3-54 [32, 1024, 384] [32, 1024, 384] 384 True
100
- │ └─TransformerBlock: 2-10 [32, 1024, 384] [32, 1024, 384] -- True
101
- │ │ └─RMSNorm: 3-55 [32, 1024, 384] [32, 1024, 384] 384 True
102
- │ │ └─MultiHeadAttention: 3-56 [32, 1024, 384] [32, 1024, 384] 589,952 True
103
- │ │ └─RMSNorm: 3-57 [32, 1024, 384] [32, 1024, 384] 384 True
104
- │ │ └─RMSNorm: 3-58 [32, 1024, 384] [32, 1024, 384] 384 True
105
- │ │ └─SwiGLUMLP: 3-59 [32, 1024, 384] [32, 1024, 384] 884,736 True
106
- │ │ └─RMSNorm: 3-60 [32, 1024, 384] [32, 1024, 384] 384 True
107
- │ └─TransformerBlock: 2-11 [32, 1024, 384] [32, 1024, 384] -- True
108
- │ │ └─RMSNorm: 3-61 [32, 1024, 384] [32, 1024, 384] 384 True
109
- │ │ └─MultiHeadAttention: 3-62 [32, 1024, 384] [32, 1024, 384] 589,952 True
110
- │ │ └─RMSNorm: 3-63 [32, 1024, 384] [32, 1024, 384] 384 True
111
- │ │ └─RMSNorm: 3-64 [32, 1024, 384] [32, 1024, 384] 384 True
112
- │ │ └─SwiGLUMLP: 3-65 [32, 1024, 384] [32, 1024, 384] 884,736 True
113
- │ │ └─RMSNorm: 3-66 [32, 1024, 384] [32, 1024, 384] 384 True
114
- │ └─TransformerBlock: 2-12 [32, 1024, 384] [32, 1024, 384] -- True
115
- │ │ └─RMSNorm: 3-67 [32, 1024, 384] [32, 1024, 384] 384 True
116
- │ │ └─MultiHeadAttention: 3-68 [32, 1024, 384] [32, 1024, 384] 589,952 True
117
- │ │ └─RMSNorm: 3-69 [32, 1024, 384] [32, 1024, 384] 384 True
118
- │ │ └─RMSNorm: 3-70 [32, 1024, 384] [32, 1024, 384] 384 True
119
- │ │ └─SwiGLUMLP: 3-71 [32, 1024, 384] [32, 1024, 384] 884,736 True
120
- │ │ └─RMSNorm: 3-72 [32, 1024, 384] [32, 1024, 384] 384 True
121
- │ └─TransformerBlock: 2-13 [32, 1024, 384] [32, 1024, 384] -- True
122
- │ │ └─RMSNorm: 3-73 [32, 1024, 384] [32, 1024, 384] 384 True
123
- │ │ └─MultiHeadAttention: 3-74 [32, 1024, 384] [32, 1024, 384] 589,952 True
124
- │ │ └─RMSNorm: 3-75 [32, 1024, 384] [32, 1024, 384] 384 True
125
- │ │ └─RMSNorm: 3-76 [32, 1024, 384] [32, 1024, 384] 384 True
126
- │ │ └─SwiGLUMLP: 3-77 [32, 1024, 384] [32, 1024, 384] 884,736 True
127
- │ │ └─RMSNorm: 3-78 [32, 1024, 384] [32, 1024, 384] 384 True
128
- │ └─TransformerBlock: 2-14 [32, 1024, 384] [32, 1024, 384] -- True
129
- │ │ └─RMSNorm: 3-79 [32, 1024, 384] [32, 1024, 384] 384 True
130
- │ │ └─MultiHeadAttention: 3-80 [32, 1024, 384] [32, 1024, 384] 589,952 True
131
- │ │ └─RMSNorm: 3-81 [32, 1024, 384] [32, 1024, 384] 384 True
132
- │ │ └─RMSNorm: 3-82 [32, 1024, 384] [32, 1024, 384] 384 True
133
- │ │ └─SwiGLUMLP: 3-83 [32, 1024, 384] [32, 1024, 384] 884,736 True
134
- │ │ └─RMSNorm: 3-84 [32, 1024, 384] [32, 1024, 384] 384 True
135
- ├─RMSNorm: 1-4 [32, 1024, 384] [32, 1024, 384] 384 True
136
- ├─Linear: 1-5 [32, 1024, 384] [32, 1024, 50258] 19,299,072 True
137
- ============================================================================================================================================
138
- Total params: 59,265,664
139
- Trainable params: 59,265,664
140
- Non-trainable params: 0
141
- Total mult-adds (Units.GIGABYTES): 1.90
142
- ============================================================================================================================================
143
- Input size (MB): 0.26
144
- Forward/backward pass size (MB): 34515.45
145
- Params size (MB): 237.06
146
- Estimated Total Size (MB): 34752.78
147
- ============================================================================================================================================
148
- ============================================================
149
- 2026-04-08 12:30:12 - INFO - parrotllm.training - Starting evaluation...
150
- 2026-04-08 12:30:18 - INFO - parrotllm.training - Initial val: loss=10.9061, ppl=54505.50
151
- 2026-04-08 12:30:20 - INFO - parrotllm.training -
152
- ============================================================
153
- Starting training...
154
- Steps per epoch (approx): 3
155
- Max steps: 12
156
- ============================================================
157
- 2026-04-08 12:30:20 - INFO - parrotllm.training - LR schedule=wsd | decay_ratio=0.179 | z_loss_coeff=0.000275
158
- 2026-04-08 12:30:42 - INFO - parrotllm.training - step 1 | epoch 0 | loss 10.9259 | lr 3.26e-04 | grad 6.7907
159
- 2026-04-08 12:30:42 - INFO - parrotllm.training - Starting evaluation...
160
- 2026-04-08 12:30:42 - INFO - parrotllm.training - ------------------------------------------------------------
161
- 2026-04-08 12:30:45 - INFO - parrotllm.training - Train: loss=10.9259, ppl=55598.26
162
- 2026-04-08 12:30:45 - INFO - parrotllm.training - Val: loss=10.6119, ppl=40615.31
163
- 2026-04-08 12:30:45 - INFO - parrotllm.training - ** New best validation loss! **
164
- 2026-04-08 12:30:46 - INFO - parrotllm.training - Saved best checkpoint: /home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_123009/checkpoints/best_loss_10p6119_epoch_0000_step_0000001.pt
165
- 2026-04-08 12:30:47 - INFO - parrotllm.training - ------------------------------------------------------------
166
- 2026-04-08 12:30:48 - INFO - parrotllm.training - Saved checkpoint: /home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_123009/checkpoints/last_epoch_0000_step_0000001.pt
167
- 2026-04-08 12:30:49 - INFO - parrotllm.training - step 2 | epoch 0 | loss 10.6275 | lr 6.52e-04 | grad 17.0984
168
- 2026-04-08 12:30:49 - INFO - parrotllm.training - Starting evaluation...
169
- 2026-04-08 12:30:49 - INFO - parrotllm.training - ------------------------------------------------------------
170
- 2026-04-08 12:30:51 - INFO - parrotllm.training - Train: loss=10.6275, ppl=41252.90
171
- 2026-04-08 12:30:51 - INFO - parrotllm.training - Val: loss=10.2516, ppl=28328.82
172
- 2026-04-08 12:30:51 - INFO - parrotllm.training - ** New best validation loss! **
173
- 2026-04-08 12:30:54 - INFO - parrotllm.training - Saved best checkpoint: /home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_123009/checkpoints/best_loss_10p2516_epoch_0000_step_0000002.pt
174
- 2026-04-08 12:30:54 - INFO - parrotllm.training - ------------------------------------------------------------
175
- 2026-04-08 12:30:56 - INFO - parrotllm.training - Saved checkpoint: /home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_123009/checkpoints/last_epoch_0000_step_0000002.pt
176
- 2026-04-08 12:30:57 - INFO - parrotllm.training - step 3 | epoch 0 | loss 10.2679 | lr 9.79e-04 | grad 1.8126
177
- 2026-04-08 12:30:57 - INFO - parrotllm.training - Starting evaluation...
178
- 2026-04-08 12:30:57 - INFO - parrotllm.training - ------------------------------------------------------------
179
- 2026-04-08 12:31:00 - INFO - parrotllm.training - Epoch 1 complete:
180
- 2026-04-08 12:31:00 - INFO - parrotllm.training - Train: loss=10.2679, ppl=28793.84
181
- 2026-04-08 12:31:00 - INFO - parrotllm.training - Val: loss=9.9140, ppl=20211.38
182
- 2026-04-08 12:31:00 - INFO - parrotllm.training - ** New best validation loss! **
183
- 2026-04-08 12:31:01 - INFO - parrotllm.training - Saved best checkpoint: /home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_123009/checkpoints/best_loss_9p9140_epoch_0001_step_0000003.pt
184
- 2026-04-08 12:31:02 - INFO - parrotllm.training - ------------------------------------------------------------
185
- 2026-04-08 12:31:03 - INFO - parrotllm.training - Saved checkpoint: /home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_123009/checkpoints/last_epoch_0001_step_0000003.pt
186
- 2026-04-08 12:31:04 - INFO - parrotllm.training - step 4 | epoch 1 | loss 9.9296 | lr 1.30e-03 | grad 1.6610
187
- 2026-04-08 12:31:04 - INFO - parrotllm.training - Starting evaluation...
188
- 2026-04-08 12:31:04 - INFO - parrotllm.training - ------------------------------------------------------------
189
- 2026-04-08 12:31:07 - INFO - parrotllm.training - Train: loss=9.9296, ppl=20529.26
190
- 2026-04-08 12:31:07 - INFO - parrotllm.training - Val: loss=9.4862, ppl=13176.58
191
- 2026-04-08 12:31:07 - INFO - parrotllm.training - ** New best validation loss! **
192
- 2026-04-08 12:31:09 - INFO - parrotllm.training - Saved best checkpoint: /home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_123009/checkpoints/best_loss_9p4862_epoch_0001_step_0000004.pt
193
- 2026-04-08 12:31:10 - INFO - parrotllm.training - ------------------------------------------------------------
194
- 2026-04-08 12:31:12 - INFO - parrotllm.training - Saved checkpoint: /home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_123009/checkpoints/last_epoch_0001_step_0000004.pt
195
- 2026-04-08 12:31:13 - INFO - parrotllm.training - step 5 | epoch 1 | loss 9.4699 | lr 1.30e-03 | grad 1.5961
196
- 2026-04-08 12:31:13 - INFO - parrotllm.training - Starting evaluation...
197
- 2026-04-08 12:31:13 - INFO - parrotllm.training - ------------------------------------------------------------
198
- 2026-04-08 12:31:15 - INFO - parrotllm.training - Train: loss=9.4699, ppl=12963.64
199
- 2026-04-08 12:31:15 - INFO - parrotllm.training - Val: loss=9.0855, ppl=8826.70
200
- 2026-04-08 12:31:15 - INFO - parrotllm.training - ** New best validation loss! **
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- 2026-04-08 12:31:17 - INFO - parrotllm.training - Saved best checkpoint: /home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_123009/checkpoints/best_loss_9p0855_epoch_0001_step_0000005.pt
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- 2026-04-08 12:31:18 - INFO - parrotllm.training - ------------------------------------------------------------
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- 2026-04-08 12:31:20 - INFO - parrotllm.training - Saved checkpoint: /home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_123009/checkpoints/last_epoch_0001_step_0000005.pt
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- 2026-04-08 12:31:21 - INFO - parrotllm.training - step 6 | epoch 1 | loss 9.0812 | lr 1.30e-03 | grad 1.5881
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- 2026-04-08 12:31:21 - INFO - parrotllm.training - Starting evaluation...
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- 2026-04-08 12:31:21 - INFO - parrotllm.training - ------------------------------------------------------------
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- 2026-04-08 12:31:23 - INFO - parrotllm.training - Epoch 2 complete:
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- 2026-04-08 12:31:23 - INFO - parrotllm.training - Train: loss=9.0812, ppl=8788.88
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- 2026-04-08 12:31:23 - INFO - parrotllm.training - Val: loss=8.7229, ppl=6142.17
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- 2026-04-08 12:31:23 - INFO - parrotllm.training - ** New best validation loss! **
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- 2026-04-08 12:31:26 - INFO - parrotllm.training - Saved best checkpoint: /home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_123009/checkpoints/best_loss_8p7229_epoch_0002_step_0000006.pt
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- 2026-04-08 12:31:27 - INFO - parrotllm.training - ------------------------------------------------------------
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- 2026-04-08 12:31:29 - INFO - parrotllm.training - Saved checkpoint: /home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_123009/checkpoints/last_epoch_0002_step_0000006.pt
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- 2026-04-08 12:31:30 - INFO - parrotllm.training - step 7 | epoch 2 | loss 8.7008 | lr 1.30e-03 | grad 1.5313
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- 2026-04-08 12:31:30 - INFO - parrotllm.training - Starting evaluation...
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- 2026-04-08 12:31:30 - INFO - parrotllm.training - ------------------------------------------------------------
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- 2026-04-08 12:31:32 - INFO - parrotllm.training - Train: loss=8.7008, ppl=6007.92
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- 2026-04-08 12:31:32 - INFO - parrotllm.training - Val: loss=8.4161, ppl=4519.37
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- 2026-04-08 12:31:32 - INFO - parrotllm.training - ** New best validation loss! **
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- 2026-04-08 12:31:34 - INFO - parrotllm.training - Saved best checkpoint: /home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_123009/checkpoints/best_loss_8p4161_epoch_0002_step_0000007.pt
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- 2026-04-08 12:31:34 - INFO - parrotllm.training - ------------------------------------------------------------
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- 2026-04-08 12:31:35 - INFO - parrotllm.training - Saved checkpoint: /home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_123009/checkpoints/last_epoch_0002_step_0000007.pt
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- 2026-04-08 12:31:36 - INFO - parrotllm.training - step 8 | epoch 2 | loss 8.3990 | lr 1.30e-03 | grad 1.4772
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- 2026-04-08 12:31:36 - INFO - parrotllm.training - Starting evaluation...
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- 2026-04-08 12:31:36 - INFO - parrotllm.training - ------------------------------------------------------------
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- 2026-04-08 12:31:39 - INFO - parrotllm.training - Train: loss=8.3990, ppl=4442.83
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- 2026-04-08 12:31:39 - INFO - parrotllm.training - Val: loss=8.1611, ppl=3502.11
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- 2026-04-08 12:31:39 - INFO - parrotllm.training - ** New best validation loss! **
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- 2026-04-08 12:31:40 - INFO - parrotllm.training - Saved best checkpoint: /home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_123009/checkpoints/best_loss_8p1611_epoch_0002_step_0000008.pt
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- 2026-04-08 12:31:41 - INFO - parrotllm.training - ------------------------------------------------------------
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- 2026-04-08 12:31:43 - INFO - parrotllm.training - Saved checkpoint: /home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_123009/checkpoints/last_epoch_0002_step_0000008.pt
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- 2026-04-08 12:31:44 - INFO - parrotllm.training - step 9 | epoch 2 | loss 8.1599 | lr 1.30e-03 | grad 1.3179
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- 2026-04-08 12:31:44 - INFO - parrotllm.training - Starting evaluation...
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- 2026-04-08 12:31:44 - INFO - parrotllm.training - ------------------------------------------------------------
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- 2026-04-08 12:31:46 - INFO - parrotllm.training - Epoch 3 complete:
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- 2026-04-08 12:31:46 - INFO - parrotllm.training - Train: loss=8.1599, ppl=3497.85
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- 2026-04-08 12:31:46 - INFO - parrotllm.training - Val: loss=7.9581, ppl=2858.71
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- 2026-04-08 12:31:46 - INFO - parrotllm.training - ** New best validation loss! **
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- 2026-04-08 12:31:48 - INFO - parrotllm.training - Saved best checkpoint: /home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_123009/checkpoints/best_loss_7p9581_epoch_0003_step_0000009.pt
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- 2026-04-08 12:31:49 - INFO - parrotllm.training - ------------------------------------------------------------
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- 2026-04-08 12:31:51 - INFO - parrotllm.training - Saved checkpoint: /home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_123009/checkpoints/last_epoch_0003_step_0000009.pt
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- 2026-04-08 12:31:52 - INFO - parrotllm.training - step 10 | epoch 3 | loss 7.9260 | lr 1.30e-03 | grad 1.1342
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- 2026-04-08 12:31:52 - INFO - parrotllm.training - Starting evaluation...
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- 2026-04-08 12:31:52 - INFO - parrotllm.training - ------------------------------------------------------------
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- 2026-04-08 12:31:55 - INFO - parrotllm.training - Train: loss=7.9260, ppl=2768.30
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- 2026-04-08 12:31:55 - INFO - parrotllm.training - Val: loss=7.8126, ppl=2471.64
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- 2026-04-08 12:31:55 - INFO - parrotllm.training - ** New best validation loss! **
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- 2026-04-08 12:31:58 - INFO - parrotllm.training - Saved best checkpoint: /home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_123009/checkpoints/best_loss_7p8126_epoch_0003_step_0000010.pt
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- 2026-04-08 12:31:58 - INFO - parrotllm.training - ------------------------------------------------------------
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- 2026-04-08 12:32:01 - INFO - parrotllm.training - Saved checkpoint: /home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_123009/checkpoints/last_epoch_0003_step_0000010.pt
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- 2026-04-08 12:32:02 - INFO - parrotllm.training - step 11 | epoch 3 | loss 7.7364 | lr 7.18e-04 | grad 0.9192
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- 2026-04-08 12:32:02 - INFO - parrotllm.training - Starting evaluation...
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- 2026-04-08 12:32:02 - INFO - parrotllm.training - ------------------------------------------------------------
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- 2026-04-08 12:32:04 - INFO - parrotllm.training - Train: loss=7.7364, ppl=2290.32
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- 2026-04-08 12:32:04 - INFO - parrotllm.training - Val: loss=7.7519, ppl=2326.02
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- 2026-04-08 12:32:04 - INFO - parrotllm.training - ** New best validation loss! **
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- 2026-04-08 12:32:06 - INFO - parrotllm.training - Saved best checkpoint: /home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_123009/checkpoints/best_loss_7p7519_epoch_0003_step_0000011.pt
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- 2026-04-08 12:32:06 - INFO - parrotllm.training - ------------------------------------------------------------
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- 2026-04-08 12:32:08 - INFO - parrotllm.training - Saved checkpoint: /home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_123009/checkpoints/last_epoch_0003_step_0000011.pt
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- 2026-04-08 12:32:09 - INFO - parrotllm.training - step 12 | epoch 3 | loss 7.8158 | lr 1.30e-04 | grad 0.7293
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- 2026-04-08 12:32:10 - INFO - parrotllm.training - Starting evaluation...
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- 2026-04-08 12:32:10 - INFO - parrotllm.training - ------------------------------------------------------------
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- 2026-04-08 12:32:12 - INFO - parrotllm.training - Epoch 4 complete:
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- 2026-04-08 12:32:12 - INFO - parrotllm.training - Train: loss=7.8158, ppl=2479.57
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- 2026-04-08 12:32:12 - INFO - parrotllm.training - Val: loss=7.7412, ppl=2301.33
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- 2026-04-08 12:32:12 - INFO - parrotllm.training - ** New best validation loss! **
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- 2026-04-08 12:32:13 - INFO - parrotllm.training - Saved best checkpoint: /home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_123009/checkpoints/best_loss_7p7412_epoch_0004_step_0000012.pt
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- 2026-04-08 12:32:14 - INFO - parrotllm.training - ------------------------------------------------------------
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- 2026-04-08 12:32:15 - INFO - parrotllm.training - Saved checkpoint: /home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_123009/checkpoints/last_epoch_0004_step_0000012.pt
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- 2026-04-08 12:32:18 - INFO - parrotllm.training - Saved final checkpoint: /home/user/code/ParrotLLM/runs/smoketest/exp_c/run_20260408_123009/checkpoints/last_epoch_0004_step_0000012.pt
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- 2026-04-08 12:32:18 - INFO - parrotllm.training -
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- Loss Curve:
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- Loss
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- ^
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- 10.93 |*
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- | *
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- | *
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- | *
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- | *
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- | * *
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- | *
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- 7.74 | * * * *
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- +--------------------------------------------------> step
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- 1 12
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- 2026-04-08 12:32:18 - INFO - parrotllm.training -
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- ============================================================
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- TRAINING COMPLETE
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- ============================================================
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- Epochs: 4
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- Total steps: 12
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- Total time: 0.03 hours
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- Best validation loss: 7.7412
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- Run directory: runs/smoketest/exp_c/run_20260408_123009
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- ============================================================
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- 2026-04-08 12:32:18 - INFO - parrotllm.training - Uploading completed run directory to Hugging Face: repo=ParrotLabs/Preprocessed
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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