20260222233416_qxu0completedchat6.84M params6m 28s elapsed · Updated 1d ago
6L / 256D / 8H · helios · bpe-4k · adamw· Created Feb 22, 2026 11:34 PM
Step 758 / 50,0001.5%
7.2603
Loss?
6.8972
Best Loss?
-12.5% from start
7.2982
Val Loss?
best: 7.0308
1.00e-4
Learning Rate?
7,737
Throughput?
tok/s (avg)
530
Speed?
ms/iter (avg)
1298.834
Grad Norm?
avg: 1468.554
3.08M
Tokens
processed
Loss Curve ?
Validation / selection
Run diagnostics
Gradient + Loss
Train/val loss with validation, warmup, overfit, and instability markers.
Search-aware view
Architecture
Layers?6
Embedding?256
Heads?8
Vocab?4,000
Context?256
Dropout?0
Parameters?6.84M
Training Config
Total iters?50,000
Batch size?16
Max LR?0.0001
Optimizer?adamw
Backend?helios
Tokenizer?bpe-4k
Seed?42
Weight decay?0.1
Grad clip?1
Eval interval?100
GPU & VRAM
Learning Rate
Grad Norm
Step Time Breakdown
Step Time Breakdown
No timing data
Checkpoints (0) ?
No checkpoints saved
Sample Generations (3)
#CheckpointPrompt (preview)Generated
1-<|user|> Hello, how are you? <|assistant|>3d ago
Prompt
<|user|> Hello, how are you? <|assistant|>
Output
<|user|> Hello, how are you? <|assistant|>my rsreally , w. and . <|user|> . <|user|> s and it wdon't have a the C? <|user|> I lhave a as and . <|user|> and and tithe really for in the w? <|assistant|> . <|assistant|> ed icfor a to . <|assistant|> ! <|user|> to on , wicthe s as
2-<|user|> What do you like to do for fun? <|assistant|>3d ago
Prompt
<|user|> What do you like to do for fun? <|assistant|>
Output
<|user|> What do you like to do for fun? <|assistant|>. . <|user|> , it is still have a with a asall are for for . ed . I cCthe s to my a , . is you me . <|assistant|> is pp . <|assistant|> ? <|assistant|> don't wreally a cfor in the ppyou get in the don
3-<|user|> Tell me about yourself. <|assistant|>3d ago
Prompt
<|user|> Tell me about yourself. <|assistant|>
Output
<|user|> Tell me about yourself. <|assistant|>as.
<|user|> ins. . <|assistant|> Cme ed .
<|user|> . <|user|> really in . <|user|> icin ? <|user|> y I have a my in the ron scpm the a have a you . <|user|> really ? <|assistant|> ? <|assistant|> the creally exfor . . ? <|user|> is s s in.
{
"vocabSize": 4000,
"blockSize": 256,
"nLayer": 6,
"nEmbd": 256,
"nHead": 8,
"dropout": 0
}{
"iters": 50000,
"batchSize": 16,
"lr": 0.0001,
"beta1": 0.9,
"beta2": 0.95,
"eps": 1e-8,
"weightDecay": 0.1,
"gradClip": 1,
"evalInterval": 100,
"evalIters": 10,
"seed": 42,
"backend": "helios",
"tokenizer": "bpe-4k",
"optimizer": "adamw",
"logLevel": "info",
"trace": false
}