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  library_name: transformers
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- tags: []
 
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- # Model Card for Model ID
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- <!-- Provide a quick summary of what the model is/does. -->
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  ## Model Details
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  ### Model Description
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- <!-- Provide a longer summary of what this model is. -->
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- This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated.
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- - **Developed by:** [More Information Needed]
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- - **Funded by [optional]:** [More Information Needed]
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- - **Shared by [optional]:** [More Information Needed]
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- - **Model type:** [More Information Needed]
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- - **Language(s) (NLP):** [More Information Needed]
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- - **License:** [More Information Needed]
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- - **Finetuned from model [optional]:** [More Information Needed]
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- ### Model Sources [optional]
 
 
 
 
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- <!-- Provide the basic links for the model. -->
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- - **Repository:** [More Information Needed]
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- - **Paper [optional]:** [More Information Needed]
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- - **Demo [optional]:** [More Information Needed]
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  ## Uses
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- <!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
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  ### Direct Use
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- <!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
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- [More Information Needed]
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- ### Downstream Use [optional]
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- <!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
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- [More Information Needed]
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  ### Out-of-Scope Use
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- <!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
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- [More Information Needed]
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- ## Bias, Risks, and Limitations
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- <!-- This section is meant to convey both technical and sociotechnical limitations. -->
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- [More Information Needed]
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- ### Recommendations
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- <!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
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- Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
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- ## How to Get Started with the Model
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- Use the code below to get started with the model.
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- [More Information Needed]
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  ## Training Details
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  ### Training Data
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- <!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
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- [More Information Needed]
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  ### Training Procedure
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- <!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
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- #### Preprocessing [optional]
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- [More Information Needed]
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  #### Training Hyperparameters
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- - **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
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- #### Speeds, Sizes, Times [optional]
 
 
 
 
 
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- <!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
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- [More Information Needed]
 
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  ## Evaluation
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- <!-- This section describes the evaluation protocols and provides the results. -->
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- ### Testing Data, Factors & Metrics
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- #### Testing Data
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- <!-- This should link to a Dataset Card if possible. -->
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- [More Information Needed]
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- #### Factors
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- <!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
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- [More Information Needed]
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- #### Metrics
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- <!-- These are the evaluation metrics being used, ideally with a description of why. -->
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- [More Information Needed]
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  ### Results
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- #### Summary
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- ## Model Examination [optional]
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- <!-- Relevant interpretability work for the model goes here -->
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- [More Information Needed]
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- ## Environmental Impact
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- <!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
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- Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
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- - **Hardware Type:** [More Information Needed]
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- - **Hours used:** [More Information Needed]
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- - **Cloud Provider:** [More Information Needed]
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- - **Compute Region:** [More Information Needed]
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- - **Carbon Emitted:** [More Information Needed]
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- ## Technical Specifications [optional]
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- ### Model Architecture and Objective
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- ### Compute Infrastructure
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- #### Hardware
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- #### Software
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- ## Citation [optional]
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- <!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
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- **BibTeX:**
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- **APA:**
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- ## Glossary [optional]
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- <!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
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- ## More Information [optional]
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- ## Model Card Authors [optional]
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- ## Model Card Contact
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- [More Information Needed]
 
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+ tags:
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+ - llama
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+ - instruct
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+ - finetune
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+ - chatml
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+ - gpt4
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+ - synthetic data
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+ - distillation
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+ model-index:
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+ - name: Meta-Llama-3.1-8B-openhermes-2.5
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+ results: []
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+ license: apache-2.0
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+ language:
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+ - en
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  library_name: transformers
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+ datasets:
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+ - teknium/OpenHermes-2.5
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+ # Model Card for Meta-Llama-3.1-8B-openhermes-2.5
 
 
 
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+ This model is a fine-tuned version of Meta-Llama-3.1-8B on the OpenHermes-2.5 dataset.
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  ## Model Details
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  ### Model Description
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+ This is a fine-tuned version of the Meta-Llama-3.1-8B model, trained on the OpenHermes-2.5 dataset. It is designed for instruction following and general language tasks.
 
 
 
 
 
 
 
 
 
 
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+ - **Developed by:** artificialguybr
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+ - **Model type:** Causal Language Model
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+ - **Language(s):** English
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+ - **License:** apache-2.0
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+ - **Finetuned from model:** meta-llama/Meta-Llama-3.1-8B
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+ ### Model Sources
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+ - **Repository:** https://huggingface.co/artificialguybr/Meta-Llama-3.1-8B-openhermes-2.5
 
 
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  ## Uses
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+ This model can be used for various natural language processing tasks, particularly those involving instruction following and general language understanding.
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  ### Direct Use
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+ The model can be used for tasks such as text generation, question answering, and other language-related applications.
 
 
 
 
 
 
 
 
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  ### Out-of-Scope Use
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+ The model should not be used for generating harmful or biased content. Users should be aware of potential biases in the training data.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ## Training Details
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  ### Training Data
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+ The model was fine-tuned on the teknium/OpenHermes-2.5 dataset.
 
 
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  ### Training Procedure
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  #### Training Hyperparameters
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+ - **Training regime:** BF16 mixed precision
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+ - **Optimizer:** AdamW
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+ - **Learning rate:** Started at 0.00000249316296439037 (decaying)
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+ - **Batch size:** Not specified (gradient accumulation steps: 8)
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+ - **Training steps:** 13,368
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+ - **Evaluation strategy:** Steps (every 0.16666666666666666 steps)
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+ - **Gradient checkpointing:** Enabled
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+ - **Weight decay:** 0
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+ #### Hardware and Software
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+ - **Hardware:** NVIDIA A100-SXM4-80GB (1 GPU)
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+ - **Software Framework:** 🤗 Transformers, Axolotl
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  ## Evaluation
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+ ### Metrics
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ - **Loss:** 0.6727465987205505 (evaluation)
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+ - **Perplexity:** Not provided
 
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  ### Results
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+ - **Evaluation runtime:** 2,676.4173 seconds
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+ - **Samples per second:** 18.711
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+ - **Steps per second:** 18.711
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ## Model Architecture
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+ - **Model Type:** LlamaForCausalLM
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+ - **Hidden size:** 4,096
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+ - **Intermediate size:** 14,336
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+ - **Number of attention heads:** Not specified
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+ - **Number of layers:** Not specified
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+ - **Activation function:** SiLU
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+ - **Vocabulary size:** 128,256
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+ ## Limitations and Biases
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+ More information is needed about specific limitations and biases of this model.