Pushed by DataDreamer

README.md

@@ -1,199 +1,41 @@
+
 ---
-library_name: transformers
-tags: []
+base_model: meta-llama/Llama-3.2-1B-Instruct
+datasets:
+- fineinstructions/template_instantiator_training_test
+tags:
+- datadreamer
+- datadreamer-0.46.0
+- synthetic
+- text-generation
+
+pipeline_tag: text-generation
+widget:
+  - text: "<|start_header_id|>system<|end_header_id|>\n\nCutting Knowledge Date: December 2023\nToday Date: 21 Apr 2025\n\n<|eot_id|><|start_header_id|>user<|end_header_id|>\n\n{\n  \"instruction_template\": \"How should we go about <fi>a few word description of the desirable outcome</fi> the <fi>a few word description of the undesirable situation</fi>? While I think it is important we research ways we can <fi>protect ourselves from the undesirable situation</fi>, I think it is equally important that we look at some ideas on how we can actually <fi>address the undesirable situation</fi> <fi>entities or organizations</fi> like <fi>them</fi> from <fi>their actions</fi> on <fi>people or groups</fi>. I have a few ideas of my own, but I want to see what other people think is the easiest, most reasonable way to <fi>achieve the desirable outcome</fi> or at the very least <fi>minimize the undesirable situation</fi>.\",\n  \"document\": \"South Asia Pure Water Initiative, Inc. (SAPWII) supports two small factories in Kolar and Mysore,Karnataka South India to manufacture BioSand Water Filters. For the past 10 years, we have developed programs such as our \\u201cAdopt-A-Village Partnership\\u201d and \\u201cErnie\\u2019s Filters for Schools\\u201d that have placed more than 12,000 filters in villages and schools in South India. We have brought clean water to more than 200,000 people suffering from diseases caused by contaminated water!\\nWith the help and support from the Centre for Affordable Water and Sanitation Technologies (CAWST), the premier BioSand filter experts worldwide, we have conducted training camps in various locations in India to spread the word of the BioSand Water Filter technology to all of India. We are training other organizations to manufacture and distribute BioSand Water Filters and provide clean water to all locations in India where there is a need.\\nOver 500,000 children die every year from diarrhea caused by unsafe water and poor sanitation \\u2013 that\\u2019s more than 1,400 a day. Achieving universal access to safe water would save 2.5 million lives every year. For every $1 invested in water and sanitation, an average of $4 is returned in increased productivity and reduced medical costs. Access to safe water breaks the cycle of poverty, creates markets where they never existed before and uplifts the global community as well as the local community.\\nA BioSand water filter is an adaptation of the traditional slow sand filter which has been used for community drinking water treatment for 200 years. The technology has been adapted to create a household water treatment filter that can be built on a small scale at low cost with materials available locally. The BioSand water filter has no replacement parts, requires no electricity, lasts for 30 years without ongoing costs and is virtually maintenance free. Found to be very effective for reducing water-borne disease and manufactured and used in more than 60 countries worldwide.\"\n}<|eot_id|><|start_header_id|>assistant<|end_header_id|>\n\n"
+    example_title: "Example 1"
+  - text: "<|start_header_id|>system<|end_header_id|>\n\nCutting Knowledge Date: December 2023\nToday Date: 21 Apr 2025\n\n<|eot_id|><|start_header_id|>user<|end_header_id|>\n\n{\n  \"instruction_template\": \"Can we please use this opportunity to <fi>a few word description of a desirable change</fi> and focus more on <fi>a few word description of a desirable state</fi>? <fi>Examples of current situations or locations where the desirable change is happening</fi> are <fi>a few word description of a desirable state</fi> right now. <fi>Examples of locations or situations where the desirable change is happening</fi> have <fi>notable examples of the desirable change</fi>. The <fi>a few word description of a system or environment</fi> is <fi>a few word description of a desirable state</fi>, and this all happened in <fi>a short amount of time</fi>. Imagine all the <fi>positive outcomes</fi> that could happen if we learned to <fi>coexist with nature</fi> and <fi>made improvements</fi>. This is a real opportunity for us all to make a <fi>positive change</fi>.\",\n  \"document\": \"South Asia Pure Water Initiative, Inc. (SAPWII) supports two small factories in Kolar and Mysore,Karnataka South India to manufacture BioSand Water Filters. For the past 10 years, we have developed programs such as our \\u201cAdopt-A-Village Partnership\\u201d and \\u201cErnie\\u2019s Filters for Schools\\u201d that have placed more than 12,000 filters in villages and schools in South India. We have brought clean water to more than 200,000 people suffering from diseases caused by contaminated water!\\nWith the help and support from the Centre for Affordable Water and Sanitation Technologies (CAWST), the premier BioSand filter experts worldwide, we have conducted training camps in various locations in India to spread the word of the BioSand Water Filter technology to all of India. We are training other organizations to manufacture and distribute BioSand Water Filters and provide clean water to all locations in India where there is a need.\\nOver 500,000 children die every year from diarrhea caused by unsafe water and poor sanitation \\u2013 that\\u2019s more than 1,400 a day. Achieving universal access to safe water would save 2.5 million lives every year. For every $1 invested in water and sanitation, an average of $4 is returned in increased productivity and reduced medical costs. Access to safe water breaks the cycle of poverty, creates markets where they never existed before and uplifts the global community as well as the local community.\\nA BioSand water filter is an adaptation of the traditional slow sand filter which has been used for community drinking water treatment for 200 years. The technology has been adapted to create a household water treatment filter that can be built on a small scale at low cost with materials available locally. The BioSand water filter has no replacement parts, requires no electricity, lasts for 30 years without ongoing costs and is virtually maintenance free. Found to be very effective for reducing water-borne disease and manufactured and used in more than 60 countries worldwide.\"\n}<|eot_id|><|start_header_id|>assistant<|end_header_id|>\n\n"
+    example_title: "Example 2"
+  - text: "<|start_header_id|>system<|end_header_id|>\n\nCutting Knowledge Date: December 2023\nToday Date: 21 Apr 2025\n\n<|eot_id|><|start_header_id|>user<|end_header_id|>\n\n{\n  \"instruction_template\": \"what are <fi>a type of item, tool, or technology</fi> used for?\",\n  \"document\": \"South Asia Pure Water Initiative, Inc. (SAPWII) supports two small factories in Kolar and Mysore,Karnataka South India to manufacture BioSand Water Filters. For the past 10 years, we have developed programs such as our \\u201cAdopt-A-Village Partnership\\u201d and \\u201cErnie\\u2019s Filters for Schools\\u201d that have placed more than 12,000 filters in villages and schools in South India. We have brought clean water to more than 200,000 people suffering from diseases caused by contaminated water!\\nWith the help and support from the Centre for Affordable Water and Sanitation Technologies (CAWST), the premier BioSand filter experts worldwide, we have conducted training camps in various locations in India to spread the word of the BioSand Water Filter technology to all of India. We are training other organizations to manufacture and distribute BioSand Water Filters and provide clean water to all locations in India where there is a need.\\nOver 500,000 children die every year from diarrhea caused by unsafe water and poor sanitation \\u2013 that\\u2019s more than 1,400 a day. Achieving universal access to safe water would save 2.5 million lives every year. For every $1 invested in water and sanitation, an average of $4 is returned in increased productivity and reduced medical costs. Access to safe water breaks the cycle of poverty, creates markets where they never existed before and uplifts the global community as well as the local community.\\nA BioSand water filter is an adaptation of the traditional slow sand filter which has been used for community drinking water treatment for 200 years. The technology has been adapted to create a household water treatment filter that can be built on a small scale at low cost with materials available locally. The BioSand water filter has no replacement parts, requires no electricity, lasts for 30 years without ongoing costs and is virtually maintenance free. Found to be very effective for reducing water-borne disease and manufactured and used in more than 60 countries worldwide.\"\n}<|eot_id|><|start_header_id|>assistant<|end_header_id|>\n\n"
+    example_title: "Example 3"
 ---
+# Model Card
 
-# Model Card for Model ID
-
-<!-- Provide a quick summary of what the model is/does. -->
-
-
-
-## Model Details
-
-### Model Description
-
-<!-- Provide a longer summary of what this model is. -->
-
-This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated.
-
-- **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. -->
+[Add more information here](https://huggingface.co/templates/model-card-example)
 
-[More Information Needed]
+## Example Usage
 
-## Evaluation
+```python3
+from transformers import AutoModelForCausalLM, AutoTokenizer, pipeline, Conversation
 
-<!-- This section describes the evaluation protocols and provides the results. -->
+tokenizer = AutoTokenizer.from_pretrained('fineinstructions/template_instantiator', revision=None) # Load tokenizer
+tokenizer.padding_side = 'left'
+model = AutoModelForCausalLM.from_pretrained('fineinstructions/template_instantiator', revision=None) # Load model
+pipe = pipeline('text-generation', model=model, tokenizer=tokenizer, pad_token_id=tokenizer.pad_token_id, return_full_text=False)
 
-### Testing Data, Factors & Metrics
+inputs = ['{\n  "instruction_template": "How should we go about <fi>a few word description of the desirable outcome</fi> the <fi>a few word description of the undesirable situation</fi>? While I think it is important we research ways we can <fi>protect ourselves from the undesirable situation</fi>, I think it is equally important that we look at some ideas on how we can actually <fi>address the undesirable situation</fi> <fi>entities or organizations</fi> like <fi>them</fi> from <fi>their actions</fi> on <fi>people or groups</fi>. I have a few ideas of my own, but I want to see what other people think is the easiest, most reasonable way to <fi>achieve the desirable outcome</fi> or at the very least <fi>minimize the undesirable situation</fi>.",\n  "document": "South Asia Pure Water Initiative, Inc. (SAPWII) supports two small factories in Kolar and Mysore,Karnataka South India to manufacture BioSand Water Filters. For the past 10 years, we have developed programs such as our \\u201cAdopt-A-Village Partnership\\u201d and \\u201cErnie\\u2019s Filters for Schools\\u201d that have placed more than 12,000 filters in villages and schools in South India. We have brought clean water to more than 200,000 people suffering from diseases caused by contaminated water!\\nWith the help and support from the Centre for Affordable Water and Sanitation Technologies (CAWST), the premier BioSand filter experts worldwide, we have conducted training camps in various locations in India to spread the word of the BioSand Water Filter technology to all of India. We are training other organizations to manufacture and distribute BioSand Water Filters and provide clean water to all locations in India where there is a need.\\nOver 500,000 children die every year from diarrhea caused by unsafe water and poor sanitation \\u2013 that\\u2019s more than 1,400 a day. Achieving universal access to safe water would save 2.5 million lives every year. For every $1 invested in water and sanitation, an average of $4 is returned in increased productivity and reduced medical costs. Access to safe water breaks the cycle of poverty, creates markets where they never existed before and uplifts the global community as well as the local community.\\nA BioSand water filter is an adaptation of the traditional slow sand filter which has been used for community drinking water treatment for 200 years. The technology has been adapted to create a household water treatment filter that can be built on a small scale at low cost with materials available locally. The BioSand water filter has no replacement parts, requires no electricity, lasts for 30 years without ongoing costs and is virtually maintenance free. Found to be very effective for reducing water-borne disease and manufactured and used in more than 60 countries worldwide."\n}']
+prompts = [tokenizer.apply_chat_template([{'role': 'user', 'content': i}], tokenize=False, add_generation_prompt=True) for i in inputs]
+print(pipe(prompts, max_length=131072, do_sample=False))
+```
 
-#### 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]
+---
+This model was trained with a synthetic dataset with [DataDreamer 🤖💤](https://datadreamer.dev). The synthetic dataset card and model card can be found [here](datadreamer.json). The training arguments can be found [here](training_args.json).