A
Alpha
super_chat_20260306215918_ptedstalesuper_chat3.36M params3m 41s elapsed · Updated 38d ago
4L / 192D / 6H · helios · bpe-chat-4k · adamw· Created Mar 6, 2026 10:00 PM
Step 1,510 / 50,0003.0%
6.8727
Loss?
6.7991
Best Loss?
-17.7% from start
8.0457
Val Loss?
best: 7.4152
9.99e-4
Learning Rate?
42,471
Throughput?
tok/s (avg)
151
Speed?
ms/iter (avg)
8.791
Grad Norm?
avg: 551.054
9.25M
Tokens
processed
Loss Curve ? click any chart to add markers
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?
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Architecture
Layers?4
Embedding?192
Heads?6
Vocab?4,000
Context?256
Dropout?0
Parameters?3.36M
Training Config
Total iters?50,000
Batch size?12
Max LR?0.001
Optimizer?adamw
Backend?helios
Tokenizer?bpe-chat-4k
Seed?42
Weight decay?0.1
Grad clip?1
Eval interval?500
Throughput (tok/s)
Step Time (ms/iter)
GPU & VRAM
Perplexity
Train/Val Gap
Learning Rate
Grad Norm
Smoothed Loss (EMA)
Loss Velocity
Gradient Clipping
GPU Operations
Step Time Breakdown
No timing data
Timing Phase Lines
No timing data
Backward / Forward Ratio
No timing data

Transformer Layer Analysis

Gradient Norm Heatmap
Per-Layer Gradient Evolution
Checkpoints (0) ?
No checkpoints saved
Sample Generations (1)
#CheckpointPrompt (preview)Generated
1-<|user|> Hello, how are you? <|assistant|>38d ago
Prompt
<|user|> Hello, how are you? <|assistant|>
Output
<|user|> Hello, how are you? <|assistant|>and fnliu? fthe ti. ethe eer to
Model Config (JSON)
{
  "vocabSize": 4000,
  "blockSize": 256,
  "nLayer": 4,
  "nEmbd": 192,
  "nHead": 6,
  "dropout": 0,
  "ffnActivation": "gelu"
}
Training Config (JSON)
{
  "iters": 50000,
  "batchSize": 12,
  "lr": 0.001,
  "lrMin": 0.0001,
  "warmupIters": 500,
  "beta1": 0.9,
  "beta2": 0.95,
  "eps": 1e-8,
  "weightDecay": 0.1,
  "gradClip": 1,
  "evalInterval": 500,
  "evalIters": 10,
  "seed": 42,
  "backend": "helios",
  "tokenizer": "bpe-chat-4k",
  "optimizer": "adamw",
  "logLevel": "info",
  "logEvery": 25,
  "trace": false,
  "gradAccumSteps": 2,
  "sampleInterval": 500,
  "spikeThreshold": 0,
  "syncEvery": 0,
  "gcEvery": 0,
  "packed": true,
  "symbio": false,
  "symbioConfig": null
}