| --- |
| license: apache-2.0 |
| task_categories: |
| - text-generation |
| language: |
| - en |
| - de |
| - fr |
| - es |
| - zh |
| - ja |
| - ru |
| - pt |
| - it |
| - nl |
| - ar |
| tags: |
| - forge-3b |
| - pretraining |
| - tokenized |
| - packed |
| size_categories: |
| - 10B<n<100B |
| --- |
| |
| # FORGE-3B Pretraining Data |
|
|
| Tokenized and packed pretraining data for the FORGE-3B language model. |
|
|
| ## Stats |
| - **Total tokens**: 51.4070B |
| - **Domains**: 10/10 |
| - **Sequence length**: 2048 tokens |
| - **Format**: `.npy` shards of shape `(N, 2048)` with dtype `uint32` |
| - **Tokenizer**: CRAYON (xerv-crayon, standard profile) |
|
|
| ## Domain Breakdown |
|
|
| | Domain | Weight | Tokens (B) | Status | |
| |:-------|-------:|-----------:|:------:| |
| | fineweb_edu | 30% | 15.0008 | ✓ | |
| | thestack | 16% | 8.0011 | ✓ | |
| | wikipedia | 8% | 4.2791 | ✓ | |
| | openwebmath | 8% | 3.9654 | ✓ | |
| | books | 7% | 2.8713 | ✓ | |
| | arxiv | 6% | 6.6620 | ✓ | |
| | dolma | 10% | 5.0003 | ✓ | |
| | stackexchange | 5% | 2.5002 | ✓ | |
| | redpajama_cc | 6% | 1.1264 | ✓ | |
| | multilingual | 4% | 2.0002 | ✓ | |
|
|
| ## Usage |
|
|
| ```python |
| import numpy as np |
| from huggingface_hub import hf_hub_download |
| |
| # Download a shard |
| path = hf_hub_download( |
| repo_id="Phase-Technologies/forge-3b-pretrain-data", |
| filename="fineweb_edu/train_shard_0000.npy", |
| repo_type="dataset", |
| ) |
| data = np.load(path) # shape: (50000, 2048), dtype: uint32 |
| ``` |
|
|
| ## Structure |
| ``` |
| Phase-Technologies/forge-3b-pretrain-data/ |
| ├── fineweb_edu/ (30%, 15B tokens) |
| ├── thestack/ (16%, 8B tokens) |
| ├── wikipedia/ (8%, 4B tokens) |
| ├── openwebmath/ (8%, 4B tokens) |
| ├── books/ (7%, 3.5B tokens) |
| ├── arxiv/ (6%, 3B tokens) |
| ├── dolma/ (10%, 5B tokens) |
| ├── stackexchange/ (5%, 2.5B tokens) |
| ├── redpajama_cc/ (6%, 3B tokens) |
| ├── multilingual/ (4%, 2B tokens) |
| └── preprocessing_manifest.json |
| ``` |
