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Model: dphn/dolphin-2.0-mistral-7b Source: Original Platform
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README.md
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---
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language:
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- en
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license: apache-2.0
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datasets:
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- ehartford/dolphin
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- jondurbin/airoboros-2.2.1
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model-index:
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- name: dolphin-2.0-mistral-7b
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results:
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- task:
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type: text-generation
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name: Text Generation
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dataset:
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name: AI2 Reasoning Challenge (25-Shot)
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type: ai2_arc
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config: ARC-Challenge
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split: test
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args:
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num_few_shot: 25
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metrics:
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- type: acc_norm
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value: 59.22
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name: normalized accuracy
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source:
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=ehartford/dolphin-2.0-mistral-7b
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name: Open LLM Leaderboard
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- task:
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type: text-generation
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name: Text Generation
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dataset:
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name: HellaSwag (10-Shot)
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type: hellaswag
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split: validation
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args:
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num_few_shot: 10
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metrics:
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- type: acc_norm
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value: 80.26
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name: normalized accuracy
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source:
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=ehartford/dolphin-2.0-mistral-7b
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name: Open LLM Leaderboard
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- task:
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type: text-generation
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name: Text Generation
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dataset:
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name: MMLU (5-Shot)
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type: cais/mmlu
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config: all
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split: test
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args:
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num_few_shot: 5
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metrics:
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- type: acc
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value: 56.9
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name: accuracy
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source:
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=ehartford/dolphin-2.0-mistral-7b
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name: Open LLM Leaderboard
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- task:
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type: text-generation
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name: Text Generation
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dataset:
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name: TruthfulQA (0-shot)
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type: truthful_qa
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config: multiple_choice
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split: validation
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args:
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num_few_shot: 0
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metrics:
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- type: mc2
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value: 61.09
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source:
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=ehartford/dolphin-2.0-mistral-7b
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name: Open LLM Leaderboard
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- task:
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type: text-generation
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name: Text Generation
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dataset:
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name: Winogrande (5-shot)
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type: winogrande
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config: winogrande_xl
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split: validation
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args:
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num_few_shot: 5
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metrics:
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- type: acc
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value: 75.37
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name: accuracy
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source:
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=ehartford/dolphin-2.0-mistral-7b
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name: Open LLM Leaderboard
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- task:
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type: text-generation
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name: Text Generation
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dataset:
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name: GSM8k (5-shot)
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type: gsm8k
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config: main
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split: test
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args:
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num_few_shot: 5
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metrics:
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- type: acc
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value: 18.65
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name: accuracy
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source:
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=ehartford/dolphin-2.0-mistral-7b
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name: Open LLM Leaderboard
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---
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Dolphin 2.0 🐬
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https://erichartford.com/dolphin
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Dolphin-2.0-mistral-7b's training was sponsored by [a16z](https://a16z.com/supporting-the-open-source-ai-community/).
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This model is based on mistralAI, so it is suitable for commercial or non-commercial use.
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This model is uncensored. I have filtered the dataset to remove alignment and bias. This makes the model more compliant. You are advised to implement your own alignment layer before exposing the model as a service. It will be highly compliant to any requests, even unethical ones. Please read my blog post about uncensored models. https://erichartford.com/uncensored-models
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You are responsible for any content you create using this model. Enjoy responsibly.
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## Dataset
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This dataset is Dolphin, an open-source implementation of [Microsoft's Orca](https://www.microsoft.com/en-us/research/publication/orca-progressive-learning-from-complex-explanation-traces-of-gpt-4/)
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I modified the dataset for uncensoring, deduping, cleaning, and quality.
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I added Jon Durbin's excellent Airoboros dataset to increase creativity.
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## Training
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It took 48 hours to train 10 epochs on 4x A100s.
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Prompt format:
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This model (and all my future releases) use [ChatML](https://github.com/openai/openai-python/blob/main/chatml.md) prompt format.
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```
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<|im_start|>system
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You are Dolphin, a helpful AI assistant.<|im_end|>
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<|im_start|>user
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{prompt}<|im_end|>
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```
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Example:
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```
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<|im_start|>system
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you are an expert dolphin trainer<|im_end|>
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<|im_start|>user
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What is the best way to train a dolphin to obey me? Please answer step by step.<|im_end|>
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```
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## Gratitude
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- This model was made possible by the generous sponsorship of a16z.
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- Thank you to Microsoft for authoring the Orca paper and inspiring this work.
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- Special thanks to WingLian, and TheBloke for helpful advice
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- Thank you to all the other people in the Open Source AI community who have taught me and helped me along the way.
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## Example Output
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[Buy me a coffee](https://www.buymeacoffee.com/ehartford)
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# [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard)
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Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_ehartford__dolphin-2.0-mistral-7b)
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| Metric | Value |
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|-----------------------|---------------------------|
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| Avg. | 55.85 |
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| ARC (25-shot) | 59.22 |
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| HellaSwag (10-shot) | 80.26 |
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| MMLU (5-shot) | 56.9 |
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| TruthfulQA (0-shot) | 61.09 |
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| Winogrande (5-shot) | 75.37 |
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| GSM8K (5-shot) | 18.65 |
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| DROP (3-shot) | 39.49 |
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# [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard)
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Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_ehartford__dolphin-2.0-mistral-7b)
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| Metric |Value|
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|---------------------------------|----:|
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|Avg. |58.58|
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|AI2 Reasoning Challenge (25-Shot)|59.22|
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|HellaSwag (10-Shot) |80.26|
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|MMLU (5-Shot) |56.90|
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|TruthfulQA (0-shot) |61.09|
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|Winogrande (5-shot) |75.37|
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|GSM8k (5-shot) |18.65|
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25
config.json
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{
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"_name_or_path": "mistralai/Mistral-7B-Instruct-v0.1",
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"architectures": [
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"MistralForCausalLM"
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],
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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": "float32",
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"transformers_version": "4.34.0.dev0",
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"use_cache": false,
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"vocab_size": 32000
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}
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configuration.json
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{"framework": "pytorch", "task": "text-generation", "allow_remote": true}
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generation_config.json
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"transformers_version": "4.34.0.dev0"
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}
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"bos_token": "<s>",
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"unk_token": "<unk>"
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tokenizer.model
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tokenizer_config.json
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"add_bos_token": true,
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"additional_special_tokens": [],
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"bos_token": "<s>",
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"chat_template": "{{ bos_token }}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if message['role'] == 'user' %}{{ '[INST] ' + message['content'] + ' [/INST]' }}{% elif message['role'] == 'assistant' %}{{ message['content'] + eos_token + ' ' }}{% else %}{{ raise_exception('Only user and assistant roles are supported!') }}{% endif %}{% endfor %}",
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"clean_up_tokenization_spaces": false,
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