A
Alpha
20260223223252_r4rgcompletedchat6.84M params1h 29m elapsed · Updated 1d ago
6L / 256D / 8H · helios · bpe-4k · adamw· Created Feb 23, 2026 10:33 PM
Step 17,500 / 50,00035.0%
4.3293
Loss?
3.9325
Best Loss?
-48.1% from start
4.7479
Val Loss?
best: 4.7188
2.78e-5
Learning Rate?
7,751
Throughput?
tok/s (avg)
529
Speed?
ms/iter (avg)
1209.090
Grad Norm?
avg: 1250.120
40.96M
Tokens
processed
63ms
Forward
12% of step
418ms
Backward
79% of step
32ms
GPU Sync
6% of step
949
GPU Ops
per step
1.0%
MFU
model FLOPS util
6.7x
Bwd/Fwd
ratio
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?0.00003
Optimizer?adamw
Backend?helios
Tokenizer?bpe-4k
Seed?42
Weight decay?0.1
Grad clip?5
Eval interval?2500
GPU & VRAM
Learning Rate
Grad Norm
Step Time Breakdown
Step Time Breakdown
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|> <|user|> AT <|assistant|> T <|user|> woh is oye, 10 <|user|> SERANES <|user|> what you <|assistant|> yyoh <|assistant|> I da go <|assistant|> hi <|assistant|> k<|end_
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|> <|assistant|> I’re for i use i <|assistant|> i didn't think its not it just my 20+ <|assistant|> wing it and not your stened renglie 133 <|user|> ITomnuh i
3-<|user|> Tell me about yourself. <|assistant|>2d ago
Prompt
<|user|> Tell me about yourself. <|assistant|>
Output
<|user|> Tell me about yourself. <|assistant|> <|assistant|> I can a da <|assistant|> What the da wined is one i would got the def<|end_of_text|> <|user|> I just the servers a feren <|user|> i feel 1<|en
{
  "vocabSize": 4000,
  "blockSize": 256,
  "nLayer": 6,
  "nEmbd": 256,
  "nHead": 8,
  "dropout": 0
}
{
  "iters": 50000,
  "batchSize": 16,
  "lr": 0.00003,
  "lrMin": 0.000005,
  "warmupIters": 500,
  "beta1": 0.9,
  "beta2": 0.95,
  "eps": 0.000001,
  "weightDecay": 0.1,
  "gradClip": 5,
  "evalInterval": 2500,
  "evalIters": 10,
  "seed": 42,
  "backend": "helios",
  "tokenizer": "bpe-4k",
  "optimizer": "adamw",
  "logLevel": "info",
  "trace": true,
  "gradAccumSteps": 1,
  "sampleInterval": 2500,
  "spikeThreshold": 500
}