| | --- |
| | base_model: unsloth/phi-3-mini-4k-instruct-bnb-4bit |
| | library_name: peft |
| | --- |
| | |
| | # Model Card for Model ID |
| |
|
| | to genrate tabluar data give instruction like |
| |
|
| | FastLanguageModel.for_inference(model) # Enable native 2x faster inference |
| | inputs = tokenizer( |
| | [ |
| | alpaca_prompt.format( |
| | "understand the pattern and functional dependencies in the table given in json format in Input and generate similar table with 5 rows.", # instruction |
| | """{("category":"A","item_id":"A1","location":"loc-001","price":100,"available":true),("category":"A","item_id":"A2","location":"loc-002","price":150,"available":false")},{("category":"B","item_id":"B1","location":"loc-001","price":100,"available":true),("category":"B","item_id":"B2","location":"loc-002","price":150,"available":false")},{("category":"C","item_id":"C1","location":"loc-001","price":100,"available":true),("category":"B","item_id":"B3","location":"loc-002","price":150,"available":false")}""", # input |
| | "", # output - leave this blank for generation! |
| | ) |
| | ], return_tensors = "pt").to("cuda") |
| | |
| | where |
| | alpaca_prompt = """Below is an instruction that describes a task, paired with an input that provides data mentioned in instruction. Write a response and explanation that appropriately completes the request. In the Input section a table is given in form of json format. ( (col1: 1,col2: 2), (col1: 3, col2: 4)) here (col1: 1,col2: 2) is row 1 and (col1: 3, col2: 4)) is row 2 in row 1 col 1 has value 1 and col 2 has value 2. |
| | |
| | ### Instruction: |
| | {} |
| | |
| | ### Input: |
| | {} |
| | |
| | ### Output: |
| | {}""" |
| | |
| | |
| | |
| | ## Model Details |
| | |
| | ### Model Description |
| | |
| | <!-- Provide a longer summary of what this model is. --> |
| | |
| | |
| | |
| | - **Developed by:** [More Information Needed] |
| | - **Funded by [optional]:** [More Information Needed] |
| | - **Shared by [optional]:** [More Information Needed] |
| | - **Model type:** [More Information Needed] |
| | - **Language(s) (NLP):** [More Information Needed] |
| | - **License:** [More Information Needed] |
| | - **Finetuned from model [optional]:** [More Information Needed] |
| | |
| | ### Model Sources [optional] |
| | |
| | <!-- Provide the basic links for the model. --> |
| | |
| | - **Repository:** [More Information Needed] |
| | - **Paper [optional]:** [More Information Needed] |
| | - **Demo [optional]:** [More Information Needed] |
| | |
| | ## Uses |
| | |
| | <!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. --> |
| | |
| | ### Direct Use |
| | |
| | <!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. --> |
| | |
| | [More Information Needed] |
| | |
| | ### Downstream Use [optional] |
| | |
| | <!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app --> |
| | |
| | [More Information Needed] |
| | |
| | ### Out-of-Scope Use |
| | |
| | <!-- This section addresses misuse, malicious use, and uses that the model will not work well for. --> |
| | |
| | [More Information Needed] |
| | |
| | ## Bias, Risks, and Limitations |
| | |
| | <!-- This section is meant to convey both technical and sociotechnical limitations. --> |
| | |
| | [More Information Needed] |
| | |
| | ### Recommendations |
| | |
| | <!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. --> |
| | |
| | Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations. |
| | |
| | ## How to Get Started with the Model |
| | |
| | Use the code below to get started with the model. |
| | |
| | [More Information Needed] |
| | |
| | ## Training Details |
| | |
| | ### Training Data |
| | |
| | <!-- 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. --> |
| | |
| | [More Information Needed] |
| | |
| | ### Training Procedure |
| | |
| | <!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. --> |
| | |
| | #### Preprocessing [optional] |
| | |
| | [More Information Needed] |
| | |
| | |
| | #### Training Hyperparameters |
| | |
| | - **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision --> |
| | |
| | #### Speeds, Sizes, Times [optional] |
| | |
| | <!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. --> |
| | |
| | [More Information Needed] |
| | |
| | ## Evaluation |
| | |
| | <!-- This section describes the evaluation protocols and provides the results. --> |
| | |
| | ### Testing Data, Factors & Metrics |
| | |
| | #### Testing Data |
| | |
| | <!-- This should link to a Dataset Card if possible. --> |
| | |
| | [More Information Needed] |
| | |
| | #### Factors |
| | |
| | <!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. --> |
| | |
| | [More Information Needed] |
| | |
| | #### Metrics |
| | |
| | <!-- These are the evaluation metrics being used, ideally with a description of why. --> |
| | |
| | [More Information Needed] |
| | |
| | ### Results |
| | |
| | [More Information Needed] |
| | |
| | #### Summary |
| | |
| | |
| | |
| | ## Model Examination [optional] |
| | |
| | <!-- Relevant interpretability work for the model goes here --> |
| | |
| | [More Information Needed] |
| | |
| | ## Environmental Impact |
| | |
| | <!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly --> |
| | |
| | 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). |
| | |
| | - **Hardware Type:** [More Information Needed] |
| | - **Hours used:** [More Information Needed] |
| | - **Cloud Provider:** [More Information Needed] |
| | - **Compute Region:** [More Information Needed] |
| | - **Carbon Emitted:** [More Information Needed] |
| | |
| | ## Technical Specifications [optional] |
| | |
| | ### Model Architecture and Objective |
| | |
| | [More Information Needed] |
| | |
| | ### Compute Infrastructure |
| | |
| | [More Information Needed] |
| | |
| | #### Hardware |
| | |
| | [More Information Needed] |
| | |
| | #### Software |
| | |
| | [More Information Needed] |
| | |
| | ## Citation [optional] |
| | |
| | <!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. --> |
| | |
| | **BibTeX:** |
| | |
| | [More Information Needed] |
| | |
| | **APA:** |
| | |
| | [More Information Needed] |
| | |
| | ## Glossary [optional] |
| | |
| | <!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. --> |
| | |
| | [More Information Needed] |
| | |
| | ## More Information [optional] |
| | |
| | [More Information Needed] |
| | |
| | ## Model Card Authors [optional] |
| | |
| | [More Information Needed] |
| | |
| | ## Model Card Contact |
| | |
| | [More Information Needed] |
| | ### Framework versions |
| | |
| | - PEFT 0.12.0 |
