初始化项目,由ModelHub XC社区提供模型
Model: HPLT/FinOLMo-13B Source: Original Platform
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README.md
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---
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license: apache-2.0
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datasets:
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- HPLT/HPLT3.0
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- allenai/olmo-mix-1124
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- HuggingFaceFW/finepdfs
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- HuggingFaceTB/finemath
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- LLM360/MegaMath
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- HuggingFaceTB/stack-edu
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- HuggingFaceFW/finepdfs-edu
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language:
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- nb
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- nn
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- 'no'
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base_model:
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- allenai/OLMo-2-1124-13B
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library_name: transformers
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tags:
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- norwegian
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- norsk
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- HPLT
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---
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# NorOLMo
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This is a base (not instruction-tuned) large language model, continually pre-trained on Finnish data starting from the English [OLMo2-13B](https://huggingface.co/allenai/OLMo-2-1124-13B) model.
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The model was trained for 20 000 steps on around 170 billion tokens. Intermediate checkpoints are published here as branches.
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## Data Details
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### Stage 1 (16 000 steps -- 135B tokens)
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Data
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- [HPLTv3](https://huggingface.co/datasets/HPLT/HPLT3.0) Finnish
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- FinePDFs Finnish
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- OLMo-Mix
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Data Splits
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| Data | Percentage | Unique Tokens | Total Tokens | Number of Documents | Average Document Length |
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| ------------------------ | ---------- | ------------- | ------------ | ------------------- | ----------------------- |
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| HPLT Finnish | 69.75 | 46.8B | 93.6B | 36.5M | 944 |
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| FinePDFs Finnish | 14.45 | 9.7B | 19.4B | 1.5M | 4 895 |
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| Wiki (OLMo-Mix) | 0.02 | 0.2B | 26.8M | 0.3M | 690 |
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| Alg. Stack (OLMo-Mix) | 0.04 | 0.6B | 53.7M | 0.1M | 4 291 |
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| Open Web Math (OLMo-Mix) | 0.04 | 0.6B | 53.7M | 0.1M | 4 291 |
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| ArXiv (OLMo-Mix) | 0.05 | 1.1B | 67.1M | 0.2M | 5 318 |
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| PeS2o (OLMo-Mix) | 0.15 | 2.6B | 0.2B | 1.6M | 1 692 |
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| DCLM (OLMo-Mix) | 9.50 | 49.7B | 12.8B | 35.1M | 1 416 |
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| StarCoder (OLMo-Mix) | 2.10 | 31.5B | 8.1B | 23.6M | 1 333 |
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> [!NOTE]
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> The number of documents represents the total unique number of documents, not the documents used during training.
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> [!NOTE]
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> We only took a portion of OLMo-Mix as our unique data.
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### Stage 2 (4 000 steps -- 35B tokens)
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Data
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- [HPLTv3](https://huggingface.co/datasets/HPLT/HPLT3.0) (filtered) Finnish
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- FinePDFs-Edu Finnish
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- Stack-Edu
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- MegaMath Web-Pro
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- FineMath 4+
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- InfiWebMath 4+
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Data Splits
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| Data | Percentage | Unique Tokens | Total Tokens | Number of Documents | Average Document Length |
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| ------------------------ | ---------- | ------------- | ------------ | ------------------- | ----------------------- |
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| HPLT Finnish | 40.79 | 3.4B | 13.7B | 3.1M | 1 109 |
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| FinePDFs-Edu Finnish | 17.84 | 1.5B | 6.0B | 0.2M | 7 081 |
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| FinePDFs-Edu English | 15.00 | 7.5B | 5.0B | 1.2M | 6 485 |
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| Stack-Edu | 15.00 | 13.2B | 5.0B | 15.0M | 880 |
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| MegaMath Web-Pro | 4.76 | 14.0B | 1.6B | 15.0M | 937 |
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| FineMath 4+ | 3.51 | 10.4B | 1.2B | 6.7M | 1 545 |
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| InfiWebMath 4+ | 3.09 | 9.1B | 1.0B | 6.3M | 1 447 |
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## Training details
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### Stage 1
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| Hyperparameter | Value |
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| ------------------------ | ----------------- |
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| Embedding train steps | 1 000 |
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| Warmup steps | 2 000 |
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| Total train steps | 16 000 |
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| Learning rate schedule | Warmup + constant |
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| Learning rate | 3e-4 |
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| Weight decay | 1e-1 |
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| Sequence length | 4 096 |
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| Batch size | 2 048 |
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| RoPe theta | 500 000 |
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| Clip grad | 1.0 |
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| Adam epsilon | 1e-8 |
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| Adam beta_1 | 0.9 |
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| Adam beta_2 | 0.95 |
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| RMSNorm epsilon | 1e-6 |
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| Z-loss ratio | 1e-5 |
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| Diffusion loss ratio | 2e-2 |
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### Stage 2
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| Hyperparameter | Value |
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| ------------------------ | ----------------- |
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| Decay steps | 4 000 |
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| Total train steps | 4 000 |
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| Learning rate schedule | Linear decay |
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| Initial learning rate | 3e-4 |
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| Final learning rate | 0 |
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| Weight decay | 1e-1 |
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| Sequence length | 16 384 |
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| Batch size | 512 |
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| RoPe theta | 2 000 000 |
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| Clip grad | 1.0 |
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| Adam epsilon | 1e-8 |
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| Adam beta_1 | 0.9 |
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| Adam beta_2 | 0.95 |
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| RMSNorm epsilon | 1e-6 |
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| Z-loss ratio | 1e-5 |
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| Diffusion loss ratio | 2e-2 |
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## Acknowledgements
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Training was conducted as a part of the [HPLT project](https://hplt-project.org/).
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_This project has received funding from the European Union’s Horizon Europe research and innovation programme under grant agreement No 101070350 and from UK Research and Innovation (UKRI) under the UK government’s Horizon Europe funding guarantee [grant number 10052546]_
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config.json
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{
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"architectures": [
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"Olmo2ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"eos_token_id": 2,
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"hidden_act": "silu",
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"hidden_size": 5120,
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"initializer_range": 0.02,
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"intermediate_size": 13824,
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"max_position_embeddings": 4096,
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"model_type": "olmo2",
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"num_attention_heads": 40,
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"num_hidden_layers": 40,
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"num_key_value_heads": 40,
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"pad_token_id": 3,
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"rms_norm_eps": 1e-06,
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"rope_scaling": null,
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"rope_theta": 500000,
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"tie_word_embeddings": false,
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"tokenizer_class": "PreTrainedTokenizerFast",
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"torch_dtype": "bfloat16",
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"transformers_version": "4.53.3",
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"use_cache": true,
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"vocab_size": 51200
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}
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||||||
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
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|
||||||
|
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|
||||||
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
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|
||||||
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|
||||||
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|
||||||
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
"model.layers.34.mlp.up_proj.weight": "pytorch_model-00006-of-00007.bin",
|
||||||
|
"model.layers.34.mlp.gate_proj.weight": "pytorch_model-00006-of-00007.bin",
|
||||||
|
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|
||||||
|
"model.layers.35.self_attn.o_proj.weight": "pytorch_model-00006-of-00007.bin",
|
||||||
|
"model.layers.35.self_attn.q_proj.weight": "pytorch_model-00006-of-00007.bin",
|
||||||
|
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|
||||||
|
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|
||||||
|
"model.layers.35.mlp.up_proj.weight": "pytorch_model-00006-of-00007.bin",
|
||||||
|
"model.layers.35.mlp.gate_proj.weight": "pytorch_model-00006-of-00007.bin",
|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
"model.layers.36.self_attn.k_proj.weight": "pytorch_model-00006-of-00007.bin",
|
||||||
|
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|
||||||
|
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|
||||||
|
"model.layers.36.mlp.gate_proj.weight": "pytorch_model-00006-of-00007.bin",
|
||||||
|
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|
||||||
|
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|
||||||
|
"model.layers.37.self_attn.q_proj.weight": "pytorch_model-00006-of-00007.bin",
|
||||||
|
"model.layers.37.self_attn.k_proj.weight": "pytorch_model-00006-of-00007.bin",
|
||||||
|
"model.layers.37.self_attn.v_proj.weight": "pytorch_model-00006-of-00007.bin",
|
||||||
|
"model.layers.37.mlp.up_proj.weight": "pytorch_model-00006-of-00007.bin",
|
||||||
|
"model.layers.37.mlp.gate_proj.weight": "pytorch_model-00006-of-00007.bin",
|
||||||
|
"model.layers.37.mlp.down_proj.weight": "pytorch_model-00006-of-00007.bin",
|
||||||
|
"model.layers.38.self_attn.o_proj.weight": "pytorch_model-00006-of-00007.bin",
|
||||||
|
"model.layers.38.self_attn.q_proj.weight": "pytorch_model-00006-of-00007.bin",
|
||||||
|
"model.layers.38.self_attn.k_proj.weight": "pytorch_model-00007-of-00007.bin",
|
||||||
|
"model.layers.38.self_attn.v_proj.weight": "pytorch_model-00007-of-00007.bin",
|
||||||
|
"model.layers.38.mlp.up_proj.weight": "pytorch_model-00007-of-00007.bin",
|
||||||
|
"model.layers.38.mlp.gate_proj.weight": "pytorch_model-00007-of-00007.bin",
|
||||||
|
"model.layers.38.mlp.down_proj.weight": "pytorch_model-00007-of-00007.bin",
|
||||||
|
"model.layers.39.self_attn.o_proj.weight": "pytorch_model-00007-of-00007.bin",
|
||||||
|
"model.layers.39.self_attn.q_proj.weight": "pytorch_model-00007-of-00007.bin",
|
||||||
|
"model.layers.39.self_attn.k_proj.weight": "pytorch_model-00007-of-00007.bin",
|
||||||
|
"model.layers.39.self_attn.v_proj.weight": "pytorch_model-00007-of-00007.bin",
|
||||||
|
"model.layers.39.mlp.up_proj.weight": "pytorch_model-00007-of-00007.bin",
|
||||||
|
"model.layers.39.mlp.gate_proj.weight": "pytorch_model-00007-of-00007.bin",
|
||||||
|
"model.layers.39.mlp.down_proj.weight": "pytorch_model-00007-of-00007.bin",
|
||||||
|
"lm_head.weight": "pytorch_model-00007-of-00007.bin"
|
||||||
|
}
|
||||||
|
}
|
||||||
51
special_tokens_map.json
Normal file
51
special_tokens_map.json
Normal file
@@ -0,0 +1,51 @@
|
|||||||
|
{
|
||||||
|
"bos_token": {
|
||||||
|
"content": "<|endoftext|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
},
|
||||||
|
"cls_token": {
|
||||||
|
"content": "<|startoftext|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
},
|
||||||
|
"eos_token": {
|
||||||
|
"content": "<|endoftext|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
},
|
||||||
|
"mask_token": {
|
||||||
|
"content": "<|mask|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
},
|
||||||
|
"pad_token": {
|
||||||
|
"content": "<|pad|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
},
|
||||||
|
"sep_token": {
|
||||||
|
"content": "<|endoftext|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
},
|
||||||
|
"unk_token": {
|
||||||
|
"content": "<|unk|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
}
|
||||||
|
}
|
||||||
255154
tokenizer.json
Normal file
255154
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
216
tokenizer_config.json
Normal file
216
tokenizer_config.json
Normal file
@@ -0,0 +1,216 @@
|
|||||||
|
{
|
||||||
|
"add_prefix_space": false,
|
||||||
|
"added_tokens_decoder": {
|
||||||
|
"0": {
|
||||||
|
"content": "<|unk|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"1": {
|
||||||
|
"content": "<|startoftext|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"2": {
|
||||||
|
"content": "<|endoftext|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"3": {
|
||||||
|
"content": "<|pad|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"4": {
|
||||||
|
"content": "<|mask|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"5": {
|
||||||
|
"content": "<|fim_prefix|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"6": {
|
||||||
|
"content": "<|fim_middle|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"7": {
|
||||||
|
"content": "<|fim_suffix|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"8": {
|
||||||
|
"content": "<|im_start|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"9": {
|
||||||
|
"content": "<|im_end|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"10": {
|
||||||
|
"content": "|||PHONE_NUMBER|||",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"11": {
|
||||||
|
"content": "|||EMAIL_ADDRESS|||",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"12": {
|
||||||
|
"content": "|||IP_ADDRESS|||",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"13": {
|
||||||
|
"content": "<|endofprompt|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"14": {
|
||||||
|
"content": "<extra_id_0>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"15": {
|
||||||
|
"content": "<extra_id_1>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"16": {
|
||||||
|
"content": "<extra_id_2>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"17": {
|
||||||
|
"content": "<extra_id_3>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"18": {
|
||||||
|
"content": "<extra_id_4>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"19": {
|
||||||
|
"content": "<extra_id_5>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"20": {
|
||||||
|
"content": "<extra_id_6>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"21": {
|
||||||
|
"content": "<extra_id_7>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"22": {
|
||||||
|
"content": "<extra_id_8>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"23": {
|
||||||
|
"content": "<extra_id_9>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"24": {
|
||||||
|
"content": "<extra_id_10>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
}
|
||||||
|
},
|
||||||
|
"bos_token": "<|endoftext|>",
|
||||||
|
"clean_up_tokenization_spaces": false,
|
||||||
|
"cls_token": "<|startoftext|>",
|
||||||
|
"eos_token": "<|endoftext|>",
|
||||||
|
"extra_special_tokens": {},
|
||||||
|
"mask_token": "<|mask|>",
|
||||||
|
"model_max_length": 1000000000000000019884624838656,
|
||||||
|
"pad_token": "<|pad|>",
|
||||||
|
"sep_token": "<|endoftext|>",
|
||||||
|
"tokenizer_class": "PreTrainedTokenizerFast",
|
||||||
|
"unk_token": "<|unk|>"
|
||||||
|
}
|
||||||
Reference in New Issue
Block a user