A
Alpha
super_chat_20260305205822_mvhastalesuper_chat1.85M params51s elapsed · Updated 39d ago
4L / 128D / 4H · helios · bpe-chat-4k · adamw· Created Mar 5, 2026 8:59 PM
Step 210 / 12,0001.8%
7.9332
Loss?
7.9329
Best Loss?
-4.7% from start
7.9435
Val Loss?
best: 7.9435
1.94e-5
Learning Rate?
16,901
Throughput?
tok/s (avg)
243
Speed?
ms/iter (avg)
0.353
Grad Norm?
avg: 0.374
860.2K
Tokens
processed
Loss Curve ? click any chart to add markers
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Architecture
Layers?4
Embedding?128
Heads?4
Vocab?4,000
Context?256
Dropout?0.1
Parameters?1.85M
Training Config
Total iters?12,000
Batch size?8
Max LR?0.0001
Optimizer?adamw
Backend?helios
Tokenizer?bpe-chat-4k
Seed?42
Weight decay?0.01
Grad clip?1
Eval interval?200
Throughput (tok/s)
Step Time (ms/iter)
GPU & VRAM
Perplexity
Train/Val Gap
No validation data
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
Checkpoints (0) ?
No checkpoints saved
Sample Generations (3)
#CheckpointPrompt (preview)Generated
1-<|user|> Hello, how are you? <|assistant|>39d ago
Prompt
<|user|> Hello, how are you? <|assistant|>
Output
<|user|> Hello, how are you? <|assistant|> <|assistant|>think just ar,about coinalso ,without <|assistant|>cos and <|assistant|>—<|assistant|>seemthat the seem,you without ssthat the ,seemthat the just coeareause asseemsee<|assistant|> ea<|user|> What also it’s ing deaalso ated
2-<|user|> What do you like to do for fun? <|assistant|>39d ago
Prompt
<|user|> What do you like to do for fun? <|assistant|>
Output
<|user|> What do you like to do for fun? <|assistant|> <|assistant|>think just ar,coent<|user|> wYabout <|assistant|>s and cov<|user|>sseemthat the seem,you without ssthat the ,seemthat the just coen sjust just easeemated <|assistant|> ea<|user|> What also it’s ing dasalso ated
3-<|user|> Tell me about yourself. <|assistant|>39d ago
Prompt
<|user|> Tell me about yourself. <|assistant|>
Output
<|user|> Tell me about yourself. <|assistant|> <|assistant|>think ea. Jwithout about inalso ,s and <|assistant|>about s and s<|assistant|>sseemthat the seem,you desoutthat the ,seemthat the perabout ing reats easeemsee<|assistant|> ea<|user|> wit’s also ing aperpriated
Model Config (JSON)
{
  "vocabSize": 4000,
  "blockSize": 256,
  "nLayer": 4,
  "nEmbd": 128,
  "nHead": 4,
  "dropout": 0.1,
  "ffnActivation": "silu"
}
Training Config (JSON)
{
  "iters": 12000,
  "batchSize": 8,
  "lr": 0.0001,
  "lrMin": 0.00001,
  "warmupIters": 2000,
  "beta1": 0.9,
  "beta2": 0.95,
  "eps": 1e-8,
  "weightDecay": 0.01,
  "gradClip": 1,
  "evalInterval": 200,
  "evalIters": 10,
  "seed": 42,
  "backend": "helios",
  "tokenizer": "bpe-chat-4k",
  "optimizer": "adamw",
  "logLevel": "info",
  "logEvery": 25,
  "trace": false,
  "gradAccumSteps": 2,
  "sampleInterval": 200,
  "spikeThreshold": 60,
  "syncEvery": 0,
  "gcEvery": 0,
  "packed": true,
  "symbio": false,
  "symbioConfig": null
}