20260223001257_q184completedchat6.84M params53m 38s elapsed · Updated 1d ago
6L / 256D / 8H · helios · bpe-4k · adamw· Created Feb 23, 2026 12:13 AM
Step 6,299 / 20,00031.5%
6.6058
Loss?
5.5048
Best Loss?
-20.4% from start
6.7391
Val Loss?
best: 5.9314
2.39e-5
Learning Rate?
7,878
Throughput?
tok/s (avg)
520
Speed?
ms/iter (avg)
1478.797
Grad Norm?
avg: 64140.047
25.52M
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?20,000
Batch size?16
Max LR?0.00003
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|>2d ago
Prompt
<|user|> Hello, how are you? <|assistant|>
Output
<|user|> Hello, how are you? <|assistant|>maybe p. ? <|assistant|> What to , to how I'm really you their in the . off the can I do . <|assistant|> Zssito rdifference fun really for perin the on the . <|assistant|> one of the money ? <|assistant|> What . really really I'm ddtheir for . <|assistant|> life one of the and ssito , life . <|assistant|> . can you
2-<|user|> What do you like to do for fun? <|assistant|>2d ago
Prompt
<|user|> What do you like to do for fun? <|assistant|>
Output
<|user|> What do you like to do for fun? <|assistant|>to she to have a ? <|user|> can I do bar? <|assistant|> What in the to ddit . <|assistant|> to get happy a really you the pZ. <|assistant|> . my to get on to , for a really have a for rrcar my a week, , just ? <|user|> Zlife can you ws and , just one of the pough
3-<|user|> Tell me about yourself. <|assistant|>2d ago
Prompt
<|user|> Tell me about yourself. <|assistant|>
Output
<|user|> Tell me about yourself. <|assistant|>to life to inasfor the .icreally over peroff the carreally over nowto get . . difference sitting ful . <|assistant|> walways . Zvin the ? <|assistant|> iccan I do . <|assistant|> are off the in the . <|assistant|> and poff the if I better the . ssifor . . , to
{
"vocabSize": 4000,
"blockSize": 256,
"nLayer": 6,
"nEmbd": 256,
"nHead": 8,
"dropout": 0
}{
"iters": 20000,
"batchSize": 16,
"lr": 0.00003,
"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
}