commit 2f68d7b2328593a54c8a2a69073ce10be080e182 Author: ModelHub XC Date: Sat Jun 20 17:43:19 2026 +0800 初始化项目,由ModelHub XC社区提供模型 Model: deqing/convergent-llama-300M-adamw-isolate Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..52373fe --- /dev/null +++ b/.gitattributes @@ -0,0 +1,36 @@ +*.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 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100644 index 0000000..e344f19 --- /dev/null +++ b/README.md @@ -0,0 +1,45 @@ +--- +library_name: transformers +tags: +- convergent-evolution +- fourier-features +- number-embeddings +license: mit +datasets: +- HuggingFaceFW/fineweb-edu +--- + +# convergent-llama-300M-adamw-isolate + +A 300M-parameter language model trained from scratch on **FineWeb-Edu 10BT** (~9.4B tokens, 1 epoch) as part of the *Convergent Evolution* project, which investigates how Fourier features emerge in LLM number embeddings. + +## Model details + +| | | +|---|---| +| **Architecture** | LLaMA-style Transformer (12 layers, 1024 hidden, 16 heads, GQA) | +| **Parameters** | ~300M | +| **Optimizer** | AdamW | +| **Data perturbation** | block-diagonal attention mask (numbers cannot attend to context) | +| **Training data** | [FineWeb-Edu](https://huggingface.co/datasets/HuggingFaceFW/fineweb-edu) sample-10BT (~9.4B tokens) | +| **Context length** | 1024 | +| **Tokenizer** | Llama 3 (128K vocab) | +| **Batch size** | 512 sequences | + +## Training dynamics + +Intermediate checkpoints are saved as branches: `tokens-200M`, `tokens-400M`, ..., `tokens-9.6B`. + +```python +from transformers import AutoModelForCausalLM + +# Load final checkpoint +model = AutoModelForCausalLM.from_pretrained("deqing/convergent-llama-300M-adamw-isolate") + +# Load intermediate checkpoint (e.g., at 1B tokens) +model = AutoModelForCausalLM.from_pretrained("deqing/convergent-llama-300M-adamw-isolate", revision="tokens-1B") +``` + +## Citation + +Paper forthcoming. diff --git a/config.json b/config.json new file mode 100644 index 0000000..8284ae4 --- /dev/null +++ b/config.json @@ -0,0 +1,32 @@ +{ + "architectures": [ + "LlamaForCausalLM" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "bos_token_id": 128000, + "dtype": "float32", + "eos_token_id": 128001, + "head_dim": 64, + "hidden_act": "silu", + "hidden_size": 1024, + "initializer_range": 0.02, + "intermediate_size": 4096, + "max_position_embeddings": 1024, + "mlp_bias": false, + "model_type": "llama", + "num_attention_heads": 16, + "num_hidden_layers": 12, + "num_key_value_heads": 8, + "pad_token_id": null, + "pretraining_tp": 1, + "rms_norm_eps": 1e-05, + "rope_parameters": { + "rope_theta": 500000.0, + "rope_type": "default" + }, + "tie_word_embeddings": true, + "transformers_version": "5.3.0", + "use_cache": false, + "vocab_size": 128256 +} diff --git a/generation_config.json b/generation_config.json new file mode 100644 index 0000000..9828736 --- /dev/null +++ b/generation_config.json @@ -0,0 +1,11 @@ +{ + "_from_model_config": true, + "bos_token_id": 128000, + "eos_token_id": [ + 128001 + ], + "output_attentions": false, + "output_hidden_states": false, + "transformers_version": "5.3.0", + "use_cache": true +} diff --git a/model.safetensors b/model.safetensors new file mode 100644 index 0000000..3945456 --- /dev/null +++ b/model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:899f4ead6c226c62e8aadd86c54851c0845c30deaa62d44f405002782f088cc8 +size 1280426144 diff --git a/tokenizer.json b/tokenizer.json new file mode 100644 index 0000000..1c1d8d5 --- /dev/null +++ b/tokenizer.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6b9e4e7fb171f92fd137b777cc2714bf87d11576700a1dcd7a399e7bbe39537b +size 17209920 diff --git a/tokenizer_config.json b/tokenizer_config.json new file mode 100644 index 0000000..f7213f2 --- /dev/null +++ b/tokenizer_config.json @@ -0,0 +1,13 @@ +{ + "backend": "tokenizers", + "bos_token": "<|begin_of_text|>", + "clean_up_tokenization_spaces": true, + "eos_token": "<|end_of_text|>", + "is_local": false, + "model_input_names": [ + "input_ids", + "attention_mask" + ], + "model_max_length": 131072, + "tokenizer_class": "TokenizersBackend" +}