common-pile/comma-v0.1-2t

📊 Model Parameters

Total Parameters 7,002,656,768
Context Length 16,384
Hidden Size 4096
Layers 32
Attention Heads 32
KV Heads 32

💾 Memory Requirements

FP32 (Full) 26.09 GB
FP16 (Half) 13.04 GB
INT8 (Quantized) 6.52 GB
INT4 (Quantized) 3.26 GB

🔑 KV Cache (Inference)

Per Token (FP16) 524.29 KB
Max Context FP32 16.00 GB
Max Context FP16 8.00 GB
Max Context INT8 4.00 GB

⚙️ Model Configuration

Core Architecture

Vocabulary Size64,256
Hidden Size4,096
FFN Intermediate Size11,008
Number of Layers32
Attention Heads32
KV Heads32
Head Dimension128

Context & Position

Max Context Length16,384
RoPE Base Frequency100000.0
RoPE ScalingNot set

Attention Configuration

Attention BiasNo
Attention Dropout0%
MLP BiasNo
Tied EmbeddingsNo

Activation & Normalization

Activation Functionsilu
RMSNorm Epsilon1e-05

Special Tokens

BOS Token ID1
Pad Token IDNot set
EOS Token ID2

Data Type

Model Dtypebfloat16
Layer Types:
Attention
MLP/FFN
Normalization
Embedding