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- README.md +142 -0
- checkpoint-10/config.json +26 -0
- checkpoint-10/generation_config.json +6 -0
- checkpoint-10/model-00001-of-00004.safetensors +3 -0
- checkpoint-10/model-00002-of-00004.safetensors +3 -0
- checkpoint-10/model-00003-of-00004.safetensors +3 -0
- checkpoint-10/model-00004-of-00004.safetensors +3 -0
- checkpoint-10/model.safetensors.index.json +298 -0
- checkpoint-10/optimizer.pt +3 -0
- checkpoint-10/rng_state.pth +3 -0
- checkpoint-10/scheduler.pt +3 -0
- checkpoint-10/trainer_state.json +129 -0
- checkpoint-10/training_args.bin +3 -0
- checkpoint-15/config.json +26 -0
- checkpoint-15/generation_config.json +6 -0
- checkpoint-15/model-00001-of-00004.safetensors +3 -0
- checkpoint-15/model-00002-of-00004.safetensors +3 -0
- checkpoint-15/model-00003-of-00004.safetensors +3 -0
- checkpoint-15/model-00004-of-00004.safetensors +3 -0
- checkpoint-15/model.safetensors.index.json +298 -0
- checkpoint-15/optimizer.pt +3 -0
- checkpoint-15/rng_state.pth +3 -0
- checkpoint-15/scheduler.pt +3 -0
- checkpoint-15/trainer_state.json +175 -0
- checkpoint-15/training_args.bin +3 -0
- checkpoint-20/config.json +26 -0
- checkpoint-20/generation_config.json +6 -0
- checkpoint-20/model-00001-of-00004.safetensors +3 -0
- checkpoint-20/model-00002-of-00004.safetensors +3 -0
- checkpoint-20/model-00003-of-00004.safetensors +3 -0
- checkpoint-20/model-00004-of-00004.safetensors +3 -0
- checkpoint-20/model.safetensors.index.json +298 -0
- checkpoint-20/optimizer.pt +3 -0
- checkpoint-20/rng_state.pth +3 -0
- checkpoint-20/scheduler.pt +3 -0
- checkpoint-20/trainer_state.json +229 -0
- checkpoint-20/training_args.bin +3 -0
- checkpoint-5/config.json +26 -0
- checkpoint-5/generation_config.json +6 -0
- checkpoint-5/model-00001-of-00004.safetensors +3 -0
- checkpoint-5/model-00002-of-00004.safetensors +3 -0
- checkpoint-5/model-00003-of-00004.safetensors +3 -0
- checkpoint-5/model-00004-of-00004.safetensors +3 -0
- checkpoint-5/model.safetensors.index.json +298 -0
- checkpoint-5/optimizer.pt +3 -0
- checkpoint-5/rng_state.pth +3 -0
- checkpoint-5/scheduler.pt +3 -0
- checkpoint-5/trainer_state.json +75 -0
- checkpoint-5/training_args.bin +3 -0
- config.json +26 -0
README.md
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| 1 |
+
---
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+
license: apache-2.0
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| 3 |
+
base_model: mistralai/Mistral-7B-v0.1
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| 4 |
+
tags:
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| 5 |
+
- generated_from_trainer
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+
model-index:
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| 7 |
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- name: out
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| 8 |
+
results: []
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| 9 |
+
---
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| 10 |
+
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| 11 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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| 13 |
+
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| 14 |
+
[<img src="https://raw.githubusercontent.com/OpenAccess-AI-Collective/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/>](https://github.com/OpenAccess-AI-Collective/axolotl)
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+
<details><summary>See axolotl config</summary>
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| 16 |
+
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axolotl version: `0.3.0`
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| 18 |
+
```yaml
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| 19 |
+
base_model: mistralai/Mistral-7B-v0.1
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| 20 |
+
model_type: MistralForCausalLM
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| 21 |
+
tokenizer_type: LlamaTokenizer
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| 22 |
+
is_mistral_derived_model: true
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| 23 |
+
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+
load_in_8bit: false
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load_in_4bit: false
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strict: false
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+
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+
datasets:
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- path: mhenrichsen/alpaca_2k_test
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| 30 |
+
type: alpaca
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| 31 |
+
dataset_prepared_path:
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| 32 |
+
val_set_size: 0.05
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| 33 |
+
output_dir: ./out
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| 34 |
+
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| 35 |
+
sequence_len: 8192
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| 36 |
+
sample_packing: true
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| 37 |
+
pad_to_sequence_len: true
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| 38 |
+
eval_sample_packing: false
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| 39 |
+
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| 40 |
+
wandb_project:
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| 41 |
+
wandb_entity:
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| 42 |
+
wandb_watch:
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| 43 |
+
wandb_name:
|
| 44 |
+
wandb_log_model:
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| 45 |
+
|
| 46 |
+
gradient_accumulation_steps: 4
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| 47 |
+
micro_batch_size: 2
|
| 48 |
+
num_epochs: 4
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| 49 |
+
optimizer: adamw_bnb_8bit
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| 50 |
+
lr_scheduler: cosine
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| 51 |
+
learning_rate: 0.000005
|
| 52 |
+
|
| 53 |
+
train_on_inputs: false
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| 54 |
+
group_by_length: false
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| 55 |
+
bf16: auto
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| 56 |
+
fp16:
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| 57 |
+
tf32: false
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| 58 |
+
|
| 59 |
+
gradient_checkpointing: true
|
| 60 |
+
early_stopping_patience:
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| 61 |
+
resume_from_checkpoint:
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| 62 |
+
local_rank:
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| 63 |
+
logging_steps: 1
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| 64 |
+
xformers_attention:
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| 65 |
+
flash_attention: true
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| 66 |
+
|
| 67 |
+
warmup_steps: 10
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| 68 |
+
evals_per_epoch: 4
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| 69 |
+
eval_table_size:
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| 70 |
+
eval_table_max_new_tokens: 128
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| 71 |
+
saves_per_epoch: 1
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| 72 |
+
debug:
|
| 73 |
+
deepspeed:
|
| 74 |
+
weight_decay: 0.0
|
| 75 |
+
fsdp:
|
| 76 |
+
fsdp_config:
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| 77 |
+
special_tokens:
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| 78 |
+
bos_token: "<s>"
|
| 79 |
+
eos_token: "</s>"
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| 80 |
+
unk_token: "<unk>"
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| 81 |
+
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| 82 |
+
```
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| 83 |
+
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| 84 |
+
</details><br>
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| 85 |
+
|
| 86 |
+
# out
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| 87 |
+
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| 88 |
+
This model is a fine-tuned version of [mistralai/Mistral-7B-v0.1](https://huggingface.co/mistralai/Mistral-7B-v0.1) on the None dataset.
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| 89 |
+
It achieves the following results on the evaluation set:
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| 90 |
+
- Loss: 0.8633
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| 91 |
+
|
| 92 |
+
## Model description
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| 93 |
+
|
| 94 |
+
More information needed
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| 95 |
+
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| 96 |
+
## Intended uses & limitations
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| 97 |
+
|
| 98 |
+
More information needed
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| 99 |
+
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| 100 |
+
## Training and evaluation data
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| 101 |
+
|
| 102 |
+
More information needed
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| 103 |
+
|
| 104 |
+
## Training procedure
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| 105 |
+
|
| 106 |
+
### Training hyperparameters
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| 107 |
+
|
| 108 |
+
The following hyperparameters were used during training:
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| 109 |
+
- learning_rate: 5e-06
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| 110 |
+
- train_batch_size: 2
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| 111 |
+
- eval_batch_size: 2
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| 112 |
+
- seed: 42
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| 113 |
+
- gradient_accumulation_steps: 4
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| 114 |
+
- total_train_batch_size: 8
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| 115 |
+
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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| 116 |
+
- lr_scheduler_type: cosine
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| 117 |
+
- lr_scheduler_warmup_steps: 10
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| 118 |
+
- num_epochs: 4
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| 119 |
+
|
| 120 |
+
### Training results
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| 121 |
+
|
| 122 |
+
| Training Loss | Epoch | Step | Validation Loss |
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| 123 |
+
|:-------------:|:-----:|:----:|:---------------:|
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| 124 |
+
| 0.9984 | 0.17 | 1 | 1.0934 |
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| 125 |
+
| 0.9864 | 0.35 | 2 | 1.0603 |
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| 126 |
+
| 0.9181 | 0.7 | 4 | 0.9132 |
|
| 127 |
+
| 0.8843 | 1.04 | 6 | 0.8623 |
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| 128 |
+
| 0.8513 | 1.3 | 8 | 0.8310 |
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| 129 |
+
| 0.7957 | 1.65 | 10 | 0.8248 |
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| 130 |
+
| 0.7823 | 2.0 | 12 | 0.8221 |
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| 131 |
+
| 0.5977 | 2.26 | 14 | 0.8459 |
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| 132 |
+
| 0.5766 | 2.61 | 16 | 0.8648 |
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| 133 |
+
| 0.546 | 2.96 | 18 | 0.8637 |
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| 134 |
+
| 0.5024 | 3.22 | 20 | 0.8633 |
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| 135 |
+
|
| 136 |
+
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| 137 |
+
### Framework versions
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| 138 |
+
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| 139 |
+
- Transformers 4.37.0
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| 140 |
+
- Pytorch 2.0.1+cu118
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| 141 |
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- Datasets 2.16.1
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| 142 |
+
- Tokenizers 0.15.0
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checkpoint-10/config.json
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{
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| 2 |
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"_name_or_path": "mistralai/Mistral-7B-v0.1",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"MistralForCausalLM"
|
| 5 |
+
],
|
| 6 |
+
"attention_dropout": 0.0,
|
| 7 |
+
"bos_token_id": 1,
|
| 8 |
+
"eos_token_id": 2,
|
| 9 |
+
"hidden_act": "silu",
|
| 10 |
+
"hidden_size": 4096,
|
| 11 |
+
"initializer_range": 0.02,
|
| 12 |
+
"intermediate_size": 14336,
|
| 13 |
+
"max_position_embeddings": 32768,
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| 14 |
+
"model_type": "mistral",
|
| 15 |
+
"num_attention_heads": 32,
|
| 16 |
+
"num_hidden_layers": 32,
|
| 17 |
+
"num_key_value_heads": 8,
|
| 18 |
+
"rms_norm_eps": 1e-05,
|
| 19 |
+
"rope_theta": 10000.0,
|
| 20 |
+
"sliding_window": 4096,
|
| 21 |
+
"tie_word_embeddings": false,
|
| 22 |
+
"torch_dtype": "bfloat16",
|
| 23 |
+
"transformers_version": "4.37.0",
|
| 24 |
+
"use_cache": false,
|
| 25 |
+
"vocab_size": 32000
|
| 26 |
+
}
|
checkpoint-10/generation_config.json
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{
|
| 2 |
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"_from_model_config": true,
|
| 3 |
+
"bos_token_id": 1,
|
| 4 |
+
"eos_token_id": 2,
|
| 5 |
+
"transformers_version": "4.37.0"
|
| 6 |
+
}
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checkpoint-10/model-00001-of-00004.safetensors
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:277763661675c081df0cf8784c98981339b13aae2080aa644704ba95a956ffef
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| 3 |
+
size 4775355104
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checkpoint-10/model-00002-of-00004.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:406cee6223d228133371812c03053003e0bfaf7853cc05c6cd4f6da00733a751
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| 3 |
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size 4982990072
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checkpoint-10/model-00003-of-00004.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:2695ebfa73cf60f45858d42d7b19f472b9f06ae0b059584a920b1c308d05c944
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| 3 |
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size 4982990088
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checkpoint-10/model-00004-of-00004.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:07654ec70a604f3f85dc8f0483d187799eb9cab8ad6f98d4ca66cb36727fbeb9
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size 3500259224
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checkpoint-10/model.safetensors.index.json
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| 20 |
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"sliding_window": 4096,
|
| 21 |
+
"tie_word_embeddings": false,
|
| 22 |
+
"torch_dtype": "bfloat16",
|
| 23 |
+
"transformers_version": "4.37.0",
|
| 24 |
+
"use_cache": false,
|
| 25 |
+
"vocab_size": 32000
|
| 26 |
+
}
|