[init] model
Browse files- README.md +74 -4
- config.json +26 -0
- generation_config.json +6 -0
- pytorch_model-00001-of-00008.bin +3 -0
- pytorch_model-00002-of-00008.bin +3 -0
- pytorch_model-00003-of-00008.bin +3 -0
- pytorch_model-00004-of-00008.bin +3 -0
- pytorch_model-00005-of-00008.bin +3 -0
- pytorch_model-00006-of-00008.bin +3 -0
- pytorch_model-00007-of-00008.bin +3 -0
- pytorch_model-00008-of-00008.bin +3 -0
- pytorch_model.bin.index.json +298 -0
- special_tokens_map.json +23 -0
- tokenizer.json +0 -0
- tokenizer.model +3 -0
- tokenizer_config.json +42 -0
README.md
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---
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---
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| 1 |
---
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library_name: peft
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tags:
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- alignment-handbook
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- generated_from_trainer
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datasets:
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- HuggingFaceH4/ultrafeedback_binarized
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base_model: mistralai/Mistral-7B-v0.1
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model-index:
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- name: r-zephyr-7b-beta-qlora
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results: []
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---
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# r-zephyr-7b-beta-qlora
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The 'r' means replicate. This model is a model replicated by using https://github.com/huggingface/alignment-handbook.
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This model is a fine-tuned version on the HuggingFaceH4/ultrafeedback_binarized dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.5232
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- Rewards/chosen: -0.9374
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- Rewards/rejected: -1.7181
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- Rewards/accuracies: 0.7734
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- Rewards/margins: 0.7807
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- Logps/rejected: -420.1122
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- Logps/chosen: -341.2448
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- Logits/rejected: 0.6190
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- Logits/chosen: 0.6345
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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-06
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- train_batch_size: 4
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- eval_batch_size: 8
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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: 4
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- total_train_batch_size: 128
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- total_eval_batch_size: 64
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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: 1
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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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| 0.5917 | 0.21 | 100 | 0.5950 | -0.3904 | -0.7775 | 0.7109 | 0.3872 | -326.0618 | -286.5451 | -1.9790 | -1.9769 |
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| 0.5281 | 0.42 | 200 | 0.5492 | -0.8657 | -1.6137 | 0.7617 | 0.7479 | -409.6739 | -334.0814 | -0.2289 | -0.2367 |
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| 0.5321 | 0.63 | 300 | 0.5321 | -0.7444 | -1.4427 | 0.7734 | 0.6983 | -392.5731 | -321.9463 | 0.3829 | 0.3741 |
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| 0.5149 | 0.84 | 400 | 0.5233 | -0.9570 | -1.7432 | 0.7617 | 0.7862 | -422.6298 | -343.2071 | 0.6479 | 0.6688 |
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### Framework versions
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- PEFT 0.7.1
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- Transformers 4.36.2
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- Pytorch 2.1.2+cu121
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- Datasets 2.14.6
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- Tokenizers 0.15.2
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config.json
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{
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"_name_or_path": "",
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"architectures": [
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"MistralForCausalLM"
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],
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"attention_dropout": 0.0,
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"bos_token_id": 1,
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"eos_token_id": 2,
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"hidden_act": "silu",
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"hidden_size": 4096,
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"initializer_range": 0.02,
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"intermediate_size": 14336,
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"max_position_embeddings": 32768,
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"model_type": "mistral",
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"num_attention_heads": 32,
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"num_hidden_layers": 32,
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"num_key_value_heads": 8,
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"rms_norm_eps": 1e-05,
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"rope_theta": 10000.0,
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"sliding_window": 4096,
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"tie_word_embeddings": false,
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"torch_dtype": "float16",
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"transformers_version": "4.36.2",
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"use_cache": true,
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"vocab_size": 32000
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}
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generation_config.json
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{
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"_from_model_config": true,
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"bos_token_id": 1,
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"eos_token_id": 2,
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"transformers_version": "4.36.2"
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}
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pytorch_model-00001-of-00008.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:70fbcd5b76a21637fcf61e07a7d71ffb01dd5cc48bf75fa7ae8d1b4d7b2f50a0
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size 1889595342
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pytorch_model-00002-of-00008.bin
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version https://git-lfs.github.com/spec/v1
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size 1946254384
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pytorch_model-00003-of-00008.bin
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version https://git-lfs.github.com/spec/v1
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size 1979790678
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pytorch_model-00004-of-00008.bin
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version https://git-lfs.github.com/spec/v1
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size 1946254448
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pytorch_model-00005-of-00008.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:3f5f5468cf718a13ebb6c56abad099d77a045a8ff7e4458241cc0b1a8a4fb8dc
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size 1979790742
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pytorch_model-00006-of-00008.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:a0b8f087d1d2ba31f131810084ede249fcf2d8fc6eb06c7f3efbf87440feb568
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size 1946254448
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pytorch_model-00007-of-00008.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:a8e4e75a73f4f1a023523a0053e2eea69c343ea67acad81765865e4e1761c71d
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size 1979790742
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pytorch_model-00008-of-00008.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:867adee93532cf34e1d6c4b833c5ec643188a310497541326337c56d29522a22
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size 815838630
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pytorch_model.bin.index.json
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{
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"metadata": {
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"total_size": 14483464192
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},
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"weight_map": {
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"lm_head.weight": "pytorch_model-00008-of-00008.bin",
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special_tokens_map.json
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|
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|
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tokenizer.model
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tokenizer_config.json
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