Model save
Browse files- .gitattributes +1 -0
- README.md +81 -0
- adapter_config.json +34 -0
- adapter_model.safetensors +3 -0
- all_results.json +9 -0
- runs/Jul31_11-58-27_ip-172-16-2-184.us-west-2.compute.internal/events.out.tfevents.1722427258.ip-172-16-2-184.us-west-2.compute.internal.45409.0 +3 -0
- special_tokens_map.json +34 -0
- tokenizer.json +3 -0
- tokenizer_config.json +70 -0
- train_results.json +9 -0
- trainer_state.json +1309 -0
- training_args.bin +3 -0
.gitattributes
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@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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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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*.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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tokenizer.json filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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base_model: HuggingFaceH4/zephyr-7b-gemma-sft-v0.1
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library_name: peft
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license: other
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tags:
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- trl
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- dpo
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- generated_from_trainer
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model-index:
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- name: zephyr-7b-gemma-dpo
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results: []
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---
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<!-- 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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# zephyr-7b-gemma-dpo
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This model is a fine-tuned version of [HuggingFaceH4/zephyr-7b-gemma-sft-v0.1](https://huggingface.co/HuggingFaceH4/zephyr-7b-gemma-sft-v0.1) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.6449
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- Rewards/chosen: -0.3403
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- Rewards/rejected: -0.5854
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- Rewards/accuracies: 0.6065
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- Rewards/margins: 0.2451
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- Logps/rejected: -334.6864
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- Logps/chosen: -295.8665
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- Logits/rejected: 436.0117
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- Logits/chosen: 452.6395
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 5e-07
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- train_batch_size: 2
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- eval_batch_size: 4
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- seed: 42
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- distributed_type: multi-GPU
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- num_devices: 8
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- gradient_accumulation_steps: 8
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- total_train_batch_size: 128
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- total_eval_batch_size: 32
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: cosine
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- lr_scheduler_warmup_ratio: 0.1
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- num_epochs: 2
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Rewards/chosen | Rewards/rejected | Rewards/accuracies | Rewards/margins | Logps/rejected | Logps/chosen | Logits/rejected | Logits/chosen |
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|:-------------:|:------:|:----:|:---------------:|:--------------:|:----------------:|:------------------:|:---------------:|:--------------:|:------------:|:---------------:|:-------------:|
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| 0.7052 | 0.2602 | 100 | 0.7032 | 0.1828 | 0.1374 | 0.5148 | 0.0454 | -320.2303 | -285.4035 | 437.8931 | 454.4476 |
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| 0.6851 | 0.5205 | 200 | 0.6794 | 0.1534 | 0.0240 | 0.5991 | 0.1294 | -322.4987 | -285.9917 | 436.5674 | 453.2177 |
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| 0.6545 | 0.7807 | 300 | 0.6632 | -0.0335 | -0.2290 | 0.5962 | 0.1955 | -327.5587 | -289.7299 | 435.9517 | 452.6035 |
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| 0.6428 | 1.0410 | 400 | 0.6532 | -0.3583 | -0.5844 | 0.6154 | 0.2261 | -334.6671 | -296.2265 | 436.0371 | 452.6768 |
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| 0.6366 | 1.3012 | 500 | 0.6521 | -0.3063 | -0.5602 | 0.6124 | 0.2539 | -334.1831 | -295.1856 | 436.1843 | 452.8112 |
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| 0.6058 | 1.5615 | 600 | 0.6497 | -0.3389 | -0.5751 | 0.6139 | 0.2362 | -334.4804 | -295.8380 | 436.0276 | 452.6521 |
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| 0.6368 | 1.8217 | 700 | 0.6449 | -0.3403 | -0.5854 | 0.6065 | 0.2451 | -334.6864 | -295.8665 | 436.0117 | 452.6395 |
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### Framework versions
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- PEFT 0.12.0
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- Transformers 4.43.3
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- Pytorch 2.4.0+cu121
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- Datasets 2.20.0
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- Tokenizers 0.19.1
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adapter_config.json
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{
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"alpha_pattern": {},
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"auto_mapping": null,
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"base_model_name_or_path": "HuggingFaceH4/zephyr-7b-gemma-sft-v0.1",
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"bias": "none",
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"fan_in_fan_out": false,
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"inference_mode": true,
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"init_lora_weights": true,
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"layer_replication": null,
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"layers_pattern": null,
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"layers_to_transform": null,
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"loftq_config": {},
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"lora_alpha": 128,
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"lora_dropout": 0.05,
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"megatron_config": null,
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"megatron_core": "megatron.core",
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"modules_to_save": null,
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"peft_type": "LORA",
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"r": 128,
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"rank_pattern": {},
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"revision": null,
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"target_modules": [
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"q_proj",
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"o_proj",
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"up_proj",
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"down_proj",
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"gate_proj",
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"v_proj",
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"k_proj"
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],
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"task_type": "CAUSAL_LM",
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"use_dora": false,
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"use_rslora": false
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}
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adapter_model.safetensors
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:9b468c405e70c66881f16bd3329bd7a94f9692e53fde6d171c6cef241df7b86b
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size 800117240
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all_results.json
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{
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"epoch": 1.9986987638256344,
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"total_flos": 0.0,
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4 |
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"train_loss": 0.6547494133313497,
|
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"train_runtime": 8032.2795,
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"train_samples": 49171,
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"train_samples_per_second": 12.243,
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"train_steps_per_second": 0.096
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}
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runs/Jul31_11-58-27_ip-172-16-2-184.us-west-2.compute.internal/events.out.tfevents.1722427258.ip-172-16-2-184.us-west-2.compute.internal.45409.0
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:0f2913d318f4adf34518578425d80fdef4046c00cb9e4b6b923f184dbc9fa068
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size 64057
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special_tokens_map.json
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{
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"additional_special_tokens": [
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"<|im_start|>",
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"<|im_end|>"
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],
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"bos_token": {
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"content": "<bos>",
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"lstrip": false,
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"normalized": false,
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"single_word": false
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},
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"eos_token": {
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"content": "<eos>",
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"lstrip": false,
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"normalized": false,
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},
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"pad_token": {
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"content": "<pad>",
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"lstrip": false,
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},
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"unk_token": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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}
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}
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tokenizer.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:322a5f52ab5cab196761ab397a022d6fa3a2e1418585e532bb6efb2fedd2ae94
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size 17477501
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tokenizer_config.json
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{
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"add_bos_token": false,
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"add_eos_token": false,
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"added_tokens_decoder": {
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"0": {
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"content": "<pad>",
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},
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"106": {
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"content": "<|im_start|>",
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"lstrip": false,
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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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"additional_special_tokens": [
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"<|im_start|>",
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"<|im_end|>"
|
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],
|
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"bos_token": "<bos>",
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"chat_template": "{% if messages[0]['role'] == 'user' or messages[0]['role'] == 'system' %}{{ bos_token }}{% endif %}{% for message in messages %}{{ '<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n' }}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% elif messages[-1]['role'] == 'assistant' %}{{ eos_token }}{% endif %}",
|
60 |
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"clean_up_tokenization_spaces": false,
|
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"eos_token": "<eos>",
|
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|
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"model_max_length": 2048,
|
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|
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"sp_model_kwargs": {},
|
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"spaces_between_special_tokens": false,
|
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"tokenizer_class": "GemmaTokenizer",
|
68 |
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"unk_token": "<unk>",
|
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"use_default_system_prompt": false
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}
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train_results.json
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{
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"epoch": 1.9986987638256344,
|
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"total_flos": 0.0,
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"train_loss": 0.6547494133313497,
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"train_runtime": 8032.2795,
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"train_samples": 49171,
|
7 |
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"train_samples_per_second": 12.243,
|
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+
"train_steps_per_second": 0.096
|
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}
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trainer_state.json
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1 |
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