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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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## Validation Loss and Accuracy report: |
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* **Validation Loss:** 0.11179830832788 |
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* **Validation Accuracy:** 0.9352647152068487 |
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## Classification Report |
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| | **Precision** | **Recall** | **F1-Score** | **Support** | |
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|-------------------|-----------|--------|----------|---------| |
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| commodity | 0.78 | 0.73 | 0.75 | 86 | |
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| company | 0.76 | 0.80 | 0.78 | 230 | |
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| delivery_location| 0.65 | 0.41 | 0.50 | 32 | |
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| delivery_port | 0.69 | 0.89 | 0.78 | 309 | |
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| delivery_state | 0.71 | 0.63 | 0.67 | 82 | |
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| incoterms | 0.77 | 0.88 | 0.82 | 117 | |
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| measures | 0.77 | 0.84 | 0.80 | 629 | |
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| package_type | 0.95 | 0.94 | 0.95 | 286 | |
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| pickup_cap | 0.86 | 0.93 | 0.90 | 107 | |
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| pickup_location | 0.71 | 0.77 | 0.74 | 356 | |
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| pickup_port | 0.45 | 0.42 | 0.43 | 12 | |
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| pickup_state | 0.68 | 0.75 | 0.71 | 71 | |
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| quantity | 0.78 | 0.91 | 0.84 | 154 | |
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| stackable | 0.94 | 0.98 | 0.96 | 61 | |
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| total_quantity | 0.86 | 0.60 | 0.71 | 10 | |
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| total_volume | 0.86 | 0.46 | 0.60 | 13 | |
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| total_weight | 0.68 | 0.81 | 0.74 | 136 | |
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| volume | 0.60 | 0.72 | 0.65 | 43 | |
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| weight | 0.67 | 0.58 | 0.62 | 114 | |
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| Micro Avg | 0.76 | 0.82 | 0.79 | 2848 | |
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| Macro Avg | 0.75 | 0.74 | 0.73 | 2848 | |
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| Weighted Avg | 0.76 | 0.82 | 0.79 | 2848 | |
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## Model Details |
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### Model Description |
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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):** Italian/English |
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- **License:** [More Information Needed] |
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- **Finetuned from model [optional]:** microsoft/deberta-base |
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### Model Sources [optional] |
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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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[More Information Needed] |
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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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[More Information Needed] |
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### Compute Infrastructure |
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[More Information Needed] |
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#### Hardware |
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[More Information Needed] |
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#### Software |
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[More Information Needed] |
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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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[More Information Needed] |
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**APA:** |
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[More Information Needed] |
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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 Needed] |
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## More Information [optional] |
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[More Information Needed] |
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## Model Card Authors [optional] |
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[More Information Needed] |
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## Model Card Contact |
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[More Information Needed] |
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