Training in progress, step 26
Browse files- .gitattributes +2 -0
- README.md +141 -0
- adapter_config.json +34 -0
- adapter_model.bin +3 -0
- adapter_model.safetensors +3 -0
- config.json +44 -0
- merged/config.json +29 -0
- merged/generation_config.json +8 -0
- merged/pytorch_model-00001-of-00004.bin +3 -0
- merged/pytorch_model-00002-of-00004.bin +3 -0
- merged/pytorch_model-00003-of-00004.bin +3 -0
- merged/pytorch_model-00004-of-00004.bin +3 -0
- merged/pytorch_model.bin.index.json +262 -0
- merged/special_tokens_map.json +30 -0
- merged/tokenizer.json +3 -0
- merged/tokenizer.model +3 -0
- merged/tokenizer_config.json +49 -0
- special_tokens_map.json +30 -0
- tokenizer.json +3 -0
- tokenizer.model +3 -0
- tokenizer_config.json +49 -0
- training_args.bin +3 -0
.gitattributes
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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merged/tokenizer.json filter=lfs diff=lfs merge=lfs -text
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tokenizer.json filter=lfs diff=lfs merge=lfs -text
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README.md
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| 1 |
+
---
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| 2 |
+
library_name: peft
|
| 3 |
+
tags:
|
| 4 |
+
- generated_from_trainer
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| 5 |
+
base_model: mhenrichsen/gemma-7b
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| 6 |
+
model-index:
|
| 7 |
+
- name: outputs/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
|
| 12 |
+
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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| 15 |
+
<details><summary>See axolotl config</summary>
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| 16 |
+
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+
axolotl version: `0.4.1`
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| 18 |
+
```yaml
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| 19 |
+
adapter: qlora
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| 20 |
+
base_model: mhenrichsen/gemma-7b
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| 21 |
+
bf16: auto
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| 22 |
+
datasets:
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| 23 |
+
- path: data.jsonl
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| 24 |
+
type: alpaca
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| 25 |
+
debug: null
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| 26 |
+
deepspeed: null
|
| 27 |
+
early_stopping_patience: null
|
| 28 |
+
eval_max_new_tokens: 128
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| 29 |
+
eval_sample_packing: false
|
| 30 |
+
eval_table_size: null
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| 31 |
+
evals_per_epoch: 4
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| 32 |
+
flash_attention: true
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| 33 |
+
fp16: null
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| 34 |
+
fsdp: null
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| 35 |
+
fsdp_config: null
|
| 36 |
+
gradient_accumulation_steps: 3
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| 37 |
+
gradient_checkpointing: true
|
| 38 |
+
group_by_length: false
|
| 39 |
+
learning_rate: 0.0002
|
| 40 |
+
load_in_4bit: true
|
| 41 |
+
load_in_8bit: false
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| 42 |
+
local_rank: null
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| 43 |
+
logging_steps: 1
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| 44 |
+
lora_alpha: 16
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| 45 |
+
lora_dropout: 0.05
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| 46 |
+
lora_r: 32
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| 47 |
+
lora_target_linear: true
|
| 48 |
+
lr_scheduler: cosine
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| 49 |
+
micro_batch_size: 2
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| 50 |
+
model_type: AutoModelForCausalLM
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| 51 |
+
num_epochs: 4
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| 52 |
+
optimizer: adamw_bnb_8bit
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| 53 |
+
output_dir: ./outputs/out
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| 54 |
+
pad_to_sequence_len: true
|
| 55 |
+
resume_from_checkpoint: null
|
| 56 |
+
sample_packing: true
|
| 57 |
+
saves_per_epoch: 1
|
| 58 |
+
sequence_len: 4096
|
| 59 |
+
special_tokens: null
|
| 60 |
+
strict: false
|
| 61 |
+
tf32: false
|
| 62 |
+
tokenizer_type: AutoTokenizer
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| 63 |
+
train_on_inputs: false
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| 64 |
+
val_set_size: 0.1
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| 65 |
+
wandb_entity: null
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| 66 |
+
wandb_log_model: null
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| 67 |
+
wandb_name: test-task
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| 68 |
+
wandb_project: null
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| 69 |
+
wandb_runid: test-task
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| 70 |
+
wandb_watch: null
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| 71 |
+
warmup_ratio: 0.1
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| 72 |
+
weight_decay: 0.0
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| 73 |
+
xformers_attention: null
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| 74 |
+
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| 75 |
+
```
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+
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</details><br>
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| 78 |
+
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| 79 |
+
# outputs/out
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| 80 |
+
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| 81 |
+
This model is a fine-tuned version of [mhenrichsen/gemma-7b](https://huggingface.co/mhenrichsen/gemma-7b) on the None dataset.
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| 82 |
+
It achieves the following results on the evaluation set:
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| 83 |
+
- Loss: 1.0412
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| 84 |
+
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| 85 |
+
## Model description
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More information needed
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| 88 |
+
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## Intended uses & limitations
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| 90 |
+
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| 91 |
+
More information needed
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| 92 |
+
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| 93 |
+
## Training and evaluation data
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| 94 |
+
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| 95 |
+
More information needed
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| 96 |
+
|
| 97 |
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## Training procedure
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| 98 |
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| 99 |
+
### Training hyperparameters
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| 100 |
+
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| 101 |
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The following hyperparameters were used during training:
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| 102 |
+
- learning_rate: 0.0002
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| 103 |
+
- train_batch_size: 2
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| 104 |
+
- eval_batch_size: 2
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| 105 |
+
- seed: 42
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| 106 |
+
- distributed_type: multi-GPU
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| 107 |
+
- num_devices: 2
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| 108 |
+
- gradient_accumulation_steps: 3
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| 109 |
+
- total_train_batch_size: 12
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| 110 |
+
- total_eval_batch_size: 4
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| 111 |
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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| 112 |
+
- lr_scheduler_type: cosine
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| 113 |
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- lr_scheduler_warmup_steps: 2
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| 114 |
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- num_epochs: 4
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| 115 |
+
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| 116 |
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### Training results
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| 117 |
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| 118 |
+
| Training Loss | Epoch | Step | Validation Loss |
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| 119 |
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|:-------------:|:------:|:----:|:---------------:|
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| 1.0695 | 0.1579 | 1 | 1.1912 |
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| 121 |
+
| 1.1142 | 0.3158 | 2 | 1.1076 |
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| 122 |
+
| 1.0936 | 0.6316 | 4 | 1.0834 |
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| 123 |
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| 1.058 | 0.9474 | 6 | 1.0378 |
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| 124 |
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| 0.9794 | 1.1579 | 8 | 1.0479 |
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| 125 |
+
| 0.9632 | 1.4737 | 10 | 1.0377 |
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| 126 |
+
| 0.951 | 1.7895 | 12 | 1.0467 |
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| 127 |
+
| 1.0219 | 2.1053 | 14 | 1.0463 |
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| 128 |
+
| 0.9345 | 2.3158 | 16 | 1.0417 |
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| 129 |
+
| 0.9314 | 2.6316 | 18 | 1.0434 |
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| 130 |
+
| 0.9108 | 2.9474 | 20 | 1.0363 |
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| 131 |
+
| 0.894 | 3.1579 | 22 | 1.0348 |
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| 132 |
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| 0.8835 | 3.4737 | 24 | 1.0412 |
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| 133 |
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### Framework versions
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| 136 |
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+
- PEFT 0.11.1
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| 138 |
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- Transformers 4.42.3
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| 139 |
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- Pytorch 2.3.0+cu121
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| 140 |
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- Datasets 2.19.1
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| 141 |
+
- Tokenizers 0.19.1
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adapter_config.json
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{
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| 2 |
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"alpha_pattern": {},
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| 3 |
+
"auto_mapping": null,
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| 4 |
+
"base_model_name_or_path": "mhenrichsen/gemma-7b",
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| 5 |
+
"bias": "none",
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| 6 |
+
"fan_in_fan_out": null,
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| 7 |
+
"inference_mode": true,
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| 8 |
+
"init_lora_weights": true,
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| 9 |
+
"layer_replication": null,
|
| 10 |
+
"layers_pattern": null,
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| 11 |
+
"layers_to_transform": null,
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| 12 |
+
"loftq_config": {},
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| 13 |
+
"lora_alpha": 16,
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| 14 |
+
"lora_dropout": 0.05,
|
| 15 |
+
"megatron_config": null,
|
| 16 |
+
"megatron_core": "megatron.core",
|
| 17 |
+
"modules_to_save": null,
|
| 18 |
+
"peft_type": "LORA",
|
| 19 |
+
"r": 32,
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| 20 |
+
"rank_pattern": {},
|
| 21 |
+
"revision": null,
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| 22 |
+
"target_modules": [
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| 23 |
+
"gate_proj",
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| 24 |
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"v_proj",
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| 25 |
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"o_proj",
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| 26 |
+
"k_proj",
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| 27 |
+
"up_proj",
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| 28 |
+
"down_proj",
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| 29 |
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"q_proj"
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| 30 |
+
],
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| 31 |
+
"task_type": "CAUSAL_LM",
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| 32 |
+
"use_dora": false,
|
| 33 |
+
"use_rslora": false
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| 34 |
+
}
|
adapter_model.bin
ADDED
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| 1 |
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version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:ab93f1af6b30528b09ddf4f5826c4a502dd62cb47134a77f138d4a97e8d27c9b
|
| 3 |
+
size 200157610
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adapter_model.safetensors
ADDED
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@@ -0,0 +1,3 @@
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| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:c6f177799c9abff78193af4d5cfdef9f02d52e37d9dcddc292eb2029e6b42fad
|
| 3 |
+
size 200068904
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config.json
ADDED
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| 1 |
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{
|
| 2 |
+
"_name_or_path": "mhenrichsen/gemma-7b",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"GemmaForCausalLM"
|
| 5 |
+
],
|
| 6 |
+
"attention_bias": false,
|
| 7 |
+
"attention_dropout": 0.0,
|
| 8 |
+
"bos_token_id": 2,
|
| 9 |
+
"eos_token_id": 1,
|
| 10 |
+
"head_dim": 256,
|
| 11 |
+
"hidden_act": "gelu",
|
| 12 |
+
"hidden_activation": "gelu_pytorch_tanh",
|
| 13 |
+
"hidden_size": 3072,
|
| 14 |
+
"initializer_range": 0.02,
|
| 15 |
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"intermediate_size": 24576,
|
| 16 |
+
"max_position_embeddings": 8192,
|
| 17 |
+
"model_type": "gemma",
|
| 18 |
+
"num_attention_heads": 16,
|
| 19 |
+
"num_hidden_layers": 28,
|
| 20 |
+
"num_key_value_heads": 16,
|
| 21 |
+
"pad_token_id": 0,
|
| 22 |
+
"quantization_config": {
|
| 23 |
+
"_load_in_4bit": true,
|
| 24 |
+
"_load_in_8bit": false,
|
| 25 |
+
"bnb_4bit_compute_dtype": "bfloat16",
|
| 26 |
+
"bnb_4bit_quant_storage": "bfloat16",
|
| 27 |
+
"bnb_4bit_quant_type": "nf4",
|
| 28 |
+
"bnb_4bit_use_double_quant": true,
|
| 29 |
+
"llm_int8_enable_fp32_cpu_offload": false,
|
| 30 |
+
"llm_int8_has_fp16_weight": false,
|
| 31 |
+
"llm_int8_skip_modules": null,
|
| 32 |
+
"llm_int8_threshold": 6.0,
|
| 33 |
+
"load_in_4bit": true,
|
| 34 |
+
"load_in_8bit": false,
|
| 35 |
+
"quant_method": "bitsandbytes"
|
| 36 |
+
},
|
| 37 |
+
"rms_norm_eps": 1e-06,
|
| 38 |
+
"rope_scaling": null,
|
| 39 |
+
"rope_theta": 10000.0,
|
| 40 |
+
"torch_dtype": "bfloat16",
|
| 41 |
+
"transformers_version": "4.42.3",
|
| 42 |
+
"use_cache": false,
|
| 43 |
+
"vocab_size": 256000
|
| 44 |
+
}
|
merged/config.json
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| 1 |
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{
|
| 2 |
+
"_name_or_path": "mhenrichsen/gemma-7b",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"GemmaForCausalLM"
|
| 5 |
+
],
|
| 6 |
+
"attention_bias": false,
|
| 7 |
+
"attention_dropout": 0.0,
|
| 8 |
+
"bos_token_id": 2,
|
| 9 |
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merged/special_tokens_map.json
ADDED
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|
|
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|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"bos_token": {
|
| 3 |
+
"content": "<bos>",
|
| 4 |
+
"lstrip": false,
|
| 5 |
+
"normalized": false,
|
| 6 |
+
"rstrip": false,
|
| 7 |
+
"single_word": false
|
| 8 |
+
},
|
| 9 |
+
"eos_token": {
|
| 10 |
+
"content": "<eos>",
|
| 11 |
+
"lstrip": false,
|
| 12 |
+
"normalized": false,
|
| 13 |
+
"rstrip": false,
|
| 14 |
+
"single_word": false
|
| 15 |
+
},
|
| 16 |
+
"pad_token": {
|
| 17 |
+
"content": "<pad>",
|
| 18 |
+
"lstrip": false,
|
| 19 |
+
"normalized": false,
|
| 20 |
+
"rstrip": false,
|
| 21 |
+
"single_word": false
|
| 22 |
+
},
|
| 23 |
+
"unk_token": {
|
| 24 |
+
"content": "<unk>",
|
| 25 |
+
"lstrip": false,
|
| 26 |
+
"normalized": false,
|
| 27 |
+
"rstrip": false,
|
| 28 |
+
"single_word": false
|
| 29 |
+
}
|
| 30 |
+
}
|
merged/tokenizer.json
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:4db21bfaffa1fd75fd741df2d95dc51e539d5cc38b07934bae0d7d129db90662
|
| 3 |
+
size 17477581
|
merged/tokenizer.model
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:6969e64047744a44bb3abfb5c50f8de0f7ed8b571d5444426ef931f651d1a0ef
|
| 3 |
+
size 4241111
|
merged/tokenizer_config.json
ADDED
|
@@ -0,0 +1,49 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"add_bos_token": true,
|
| 3 |
+
"add_eos_token": false,
|
| 4 |
+
"added_tokens_decoder": {
|
| 5 |
+
"0": {
|
| 6 |
+
"content": "<pad>",
|
| 7 |
+
"lstrip": false,
|
| 8 |
+
"normalized": false,
|
| 9 |
+
"rstrip": false,
|
| 10 |
+
"single_word": false,
|
| 11 |
+
"special": true
|
| 12 |
+
},
|
| 13 |
+
"1": {
|
| 14 |
+
"content": "<eos>",
|
| 15 |
+
"lstrip": false,
|
| 16 |
+
"normalized": false,
|
| 17 |
+
"rstrip": false,
|
| 18 |
+
"single_word": false,
|
| 19 |
+
"special": true
|
| 20 |
+
},
|
| 21 |
+
"2": {
|
| 22 |
+
"content": "<bos>",
|
| 23 |
+
"lstrip": false,
|
| 24 |
+
"normalized": false,
|
| 25 |
+
"rstrip": false,
|
| 26 |
+
"single_word": false,
|
| 27 |
+
"special": true
|
| 28 |
+
},
|
| 29 |
+
"3": {
|
| 30 |
+
"content": "<unk>",
|
| 31 |
+
"lstrip": false,
|
| 32 |
+
"normalized": false,
|
| 33 |
+
"rstrip": false,
|
| 34 |
+
"single_word": false,
|
| 35 |
+
"special": true
|
| 36 |
+
}
|
| 37 |
+
},
|
| 38 |
+
"bos_token": "<bos>",
|
| 39 |
+
"clean_up_tokenization_spaces": false,
|
| 40 |
+
"eos_token": "<eos>",
|
| 41 |
+
"legacy": null,
|
| 42 |
+
"model_max_length": 1000000000000000019884624838656,
|
| 43 |
+
"pad_token": "<pad>",
|
| 44 |
+
"sp_model_kwargs": {},
|
| 45 |
+
"spaces_between_special_tokens": false,
|
| 46 |
+
"tokenizer_class": "GemmaTokenizer",
|
| 47 |
+
"unk_token": "<unk>",
|
| 48 |
+
"use_default_system_prompt": false
|
| 49 |
+
}
|
special_tokens_map.json
ADDED
|
@@ -0,0 +1,30 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"bos_token": {
|
| 3 |
+
"content": "<bos>",
|
| 4 |
+
"lstrip": false,
|
| 5 |
+
"normalized": false,
|
| 6 |
+
"rstrip": false,
|
| 7 |
+
"single_word": false
|
| 8 |
+
},
|
| 9 |
+
"eos_token": {
|
| 10 |
+
"content": "<eos>",
|
| 11 |
+
"lstrip": false,
|
| 12 |
+
"normalized": false,
|
| 13 |
+
"rstrip": false,
|
| 14 |
+
"single_word": false
|
| 15 |
+
},
|
| 16 |
+
"pad_token": {
|
| 17 |
+
"content": "<pad>",
|
| 18 |
+
"lstrip": false,
|
| 19 |
+
"normalized": false,
|
| 20 |
+
"rstrip": false,
|
| 21 |
+
"single_word": false
|
| 22 |
+
},
|
| 23 |
+
"unk_token": {
|
| 24 |
+
"content": "<unk>",
|
| 25 |
+
"lstrip": false,
|
| 26 |
+
"normalized": false,
|
| 27 |
+
"rstrip": false,
|
| 28 |
+
"single_word": false
|
| 29 |
+
}
|
| 30 |
+
}
|
tokenizer.json
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:4db21bfaffa1fd75fd741df2d95dc51e539d5cc38b07934bae0d7d129db90662
|
| 3 |
+
size 17477581
|
tokenizer.model
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:6969e64047744a44bb3abfb5c50f8de0f7ed8b571d5444426ef931f651d1a0ef
|
| 3 |
+
size 4241111
|
tokenizer_config.json
ADDED
|
@@ -0,0 +1,49 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"add_bos_token": true,
|
| 3 |
+
"add_eos_token": false,
|
| 4 |
+
"added_tokens_decoder": {
|
| 5 |
+
"0": {
|
| 6 |
+
"content": "<pad>",
|
| 7 |
+
"lstrip": false,
|
| 8 |
+
"normalized": false,
|
| 9 |
+
"rstrip": false,
|
| 10 |
+
"single_word": false,
|
| 11 |
+
"special": true
|
| 12 |
+
},
|
| 13 |
+
"1": {
|
| 14 |
+
"content": "<eos>",
|
| 15 |
+
"lstrip": false,
|
| 16 |
+
"normalized": false,
|
| 17 |
+
"rstrip": false,
|
| 18 |
+
"single_word": false,
|
| 19 |
+
"special": true
|
| 20 |
+
},
|
| 21 |
+
"2": {
|
| 22 |
+
"content": "<bos>",
|
| 23 |
+
"lstrip": false,
|
| 24 |
+
"normalized": false,
|
| 25 |
+
"rstrip": false,
|
| 26 |
+
"single_word": false,
|
| 27 |
+
"special": true
|
| 28 |
+
},
|
| 29 |
+
"3": {
|
| 30 |
+
"content": "<unk>",
|
| 31 |
+
"lstrip": false,
|
| 32 |
+
"normalized": false,
|
| 33 |
+
"rstrip": false,
|
| 34 |
+
"single_word": false,
|
| 35 |
+
"special": true
|
| 36 |
+
}
|
| 37 |
+
},
|
| 38 |
+
"bos_token": "<bos>",
|
| 39 |
+
"clean_up_tokenization_spaces": false,
|
| 40 |
+
"eos_token": "<eos>",
|
| 41 |
+
"legacy": null,
|
| 42 |
+
"model_max_length": 1000000000000000019884624838656,
|
| 43 |
+
"pad_token": "<pad>",
|
| 44 |
+
"sp_model_kwargs": {},
|
| 45 |
+
"spaces_between_special_tokens": false,
|
| 46 |
+
"tokenizer_class": "GemmaTokenizer",
|
| 47 |
+
"unk_token": "<unk>",
|
| 48 |
+
"use_default_system_prompt": false
|
| 49 |
+
}
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:6234a097c180d4a51d9d97718a0f5005d375531436c6de8986f7ad1229263f91
|
| 3 |
+
size 6008
|