commit ff2bf750176565babfdbd3bcdf7c88f92e1bd38e Author: ModelHub XC Date: Mon Jul 13 13:58:14 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: timaeus/dodecahedron-67m Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..a6344aa --- /dev/null +++ b/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..876ad6c --- /dev/null +++ b/README.md @@ -0,0 +1,68 @@ +--- +language: en +license: apache-2.0 +tags: + - language-model + - slt + - singular-learning-theory + - patterning + - timaeus +datasets: + - HuggingFaceFW/fineweb +library_name: transformers +pipeline_tag: text-generation +--- + +# Dodecahedron-67M + +A 67M parameter language model from the Dodecahedron family, trained for singular learning theory (SLT) research. + +## Model Details + +| Parameter | Value | +|-----------|-------| +| Parameters | 67M | +| Architecture | LlamaForCausalLM | +| Hidden size | 512 | +| Layers | 20 | +| Attention heads | 8 (4 KV heads, GQA 2:1) | +| Head dim | 64 | +| MLP intermediate | 1408 | +| Vocab size | 16,384 | +| Context length | 2,048 | +| Tied embeddings | Yes | + +## Training + +- **Data**: 40B tokens of [FineWeb](https://huggingface.co/datasets/HuggingFaceFW/fineweb) +- **Tokenizer**: Custom 16k vocab BPE trained on FineWeb (same as Dodecahedron-32M) +- **Optimizer**: AdamW (betas 0.9/0.95, weight decay 0.01, grad clip 1.0) +- **Learning rate**: 3.5e-3 with cosine decay, 1000 warmup steps +- **Batch size**: 524k tokens/step (64 micro × 4 grad accum × 2048 seq) +- **Precision**: bfloat16 +- **Hardware**: 8× H100 + +## Checkpoints + +53 checkpoints are available as branches, log-spaced from step 1 to step 9536 (~40B tokens): + +```python +from transformers import AutoModelForCausalLM + +# Final checkpoint +model = AutoModelForCausalLM.from_pretrained("timaeus/dodecahedron-67m-v2") + +# Intermediate checkpoint +model = AutoModelForCausalLM.from_pretrained("timaeus/dodecahedron-67m-v2", revision="step5108") +``` + +Available steps: 1, 2, 3, 4, 5, 6, 7, 8, 10, 12, 14, 16, 19, 22, 25, 30, 35, 40, 47, 55, 65, 75, 88, 103, 121, 141, 165, 193, 225, 263, 308, 359, 420, 491, 574, 671, 785, 917, 1072, 1253, 1465, 1713, 2002, 2340, 2735, 3198, 3738, 4369, 5108, 5970, 6979, 8158, 9536 + +## Purpose + +The Dodecahedron family is designed as small, well-characterized reference models for developmental interpretability and SLT research. Having densely-checkpointed models enables studying learning dynamics, phase transitions, and the geometry of the loss landscape throughout training. + +## Related + +- [Dodecahedron-32M](https://huggingface.co/timaeus/dodecahedron-32m-v2) — same architecture scaled down +- [Timaeus](https://timaeus.co) — research organization diff --git a/config.json b/config.json new file mode 100644 index 0000000..cd45047 --- /dev/null +++ b/config.json @@ -0,0 +1,32 @@ +{ + "architectures": [ + "LlamaForCausalLM" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "bos_token_id": 1, + "dtype": "float32", + "eos_token_id": 2, + "head_dim": 64, + "hidden_act": "silu", + "hidden_size": 512, + "initializer_range": 0.02, + "intermediate_size": 1408, + "max_position_embeddings": 2048, + "mlp_bias": false, + "model_type": "llama", + "num_attention_heads": 8, + "num_hidden_layers": 20, + "num_key_value_heads": 4, + "pad_token_id": null, + "pretraining_tp": 1, + "rms_norm_eps": 1e-05, + 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