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Co-authored-by: SFconvertbot <SFconvertbot@users.noreply.huggingface.co>
Co-authored-by: peter szemraj <peter szemraj@users.noreply.huggingface.co>

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README.md ADDED
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+ ---
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+ license: cc-by-sa-3.0
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+ inference: false
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+ language:
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+ - en
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+ library_name: transformers
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+ pipeline_tag: text2text-generation
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+ datasets:
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+ - pszemraj/dolly_hhrlhf-text2text
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+ tags:
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+ - instruct
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+ - dolly_hhrlhf
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+ ---
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+
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+ # bart-base-instruct: dolly_hhrlhf
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+
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+ <a href="https://colab.research.google.com/gist/pszemraj/a0c0a8cc24abfbf609f75f9d5c56c348/bart-base-instruct-example.ipynb">
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+ <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/>
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+ </a>
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+
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+ This model is a fine-tuned version of [facebook/bart-base](https://huggingface.co/facebook/bart-base) on the pszemraj/dolly_hhrlhf-text2text dataset.
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+
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+ ## Model description
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+
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+ text2text models fine-tuned on a [modified dataset for text2text generation](https://huggingface.co/datasets/pszemraj/dolly_hhrlhf-text2text) based on the relatively more permissive [mosaicml/dolly_hhrlhf](https://huggingface.co/datasets/mosaicml/dolly_hhrlhf) dataset.
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+
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+ Basic usage in Python:
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+
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+ ```python
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+ # pip install -q transformers accelerate
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+ from transformers import pipeline, GenerationConfig
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+
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+ model_name = "pszemraj/bart-base-instruct-dolly_hhrlhf"
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+ assistant = pipeline(
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+ "text2text-generation",
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+ model_name,
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+ device_map="auto"
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+ )
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+ cfg = GenerationConfig.from_pretrained(model_name)
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+
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+ # pass an 'instruction' as the prompt to the pipeline
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+ prompt = "Write a guide on how to become a ninja while working a 9-5 job."
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+ result = assistant(prompt, generation_config=cfg)[0]["generated_text"]
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+ print(result)
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+ ```
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+
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+ > using the generation config is optional, can subsitute with other generation params.
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+
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+ ## Intended uses & limitations
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+
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+ - this is **not** tuned with RLHF etc, and may output offensive results
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+ - this model is rather small (~600 MB) and therefore it's "cognition" abilities are rather limited.
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 4e-05
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+ - train_batch_size: 8
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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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+ - gradient_accumulation_steps: 8
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+ - total_train_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: 0.03
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+ - num_epochs: 3.0
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+ "activation_function": "gelu",
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+ "add_bias_logits": false,
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+ "add_final_layer_norm": false,
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+ "architectures": [
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+ "BartForConditionalGeneration"
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+ ],
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+ "attention_dropout": 0.1,
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+ "use_cache": true,
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+ "vocab_size": 50265
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+ }
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