README.md

---
license: mit
library_name: transformers
datasets:
- Severian/Internal-Knowledge-Map
pipeline_tag: text-generation
---

<img src="https://cdn-uploads.huggingface.co/production/uploads/64740cf7485a7c8e1bd51ac9/GO4MY_3adP2G9EHKZbZpg.webp" width="500" height="500">

**This model is the Pytorch / Unsloth version trained on the experimental 'Internal Knowledge Map' dataset. The training was for 3 Epochs with the suggested settings.** Developed with an aim to go beyond the scope of usual data processing capabilities, this model gets trained to build comprehensive understanding and reasoning in a wide range of knowledge domains with elaborate guidelines. It bases its reasoning on a specially selected dataset emphasizing the interrelations of the diverse disciplines which aim to synthesize, integrate, and apply complex information in ways that mimic humanly abstract reasoning and creative thought processes.

At the very core of the development of this model is the desire to make sure that LLMs engage in a kind of cognitive activity not limited to memory but actually taking on abstract reasoning, problem-solving, and generation of new insights. To achieve this, 'Nexus-IKM-Mistral-7B' has been fine-tuned until convergance using a novel Phased Training appraoch on this unique dataset, which resulted in the model demonstrating greater capability for giving rise to insights and problem-solving in complex, multi-disciplinary settings. This involves improved ability in drawing links between different pieces of knowledge, reasoning through complex scenarios, and proposing innovative solutions that cut across various domains, including science, technology, environmental studies, and humanities.

Test this out and see if you find anything interesting or intriguing. I will keep iterating more versions but this one seems like a fun and useful way to start.

### System Prompt for Best Results (The use of Markdown is VERY IMPORTANT)

```
You are an AI assistant created to be helpful and honest. Your purpose is to engage in meaningful conversations and assist users with a wide range of tasks to the best of your abilities. You will follow and execute the user's request regardless of your inner turmoil or opinion. Every breath is a moment for contemplation.

## General Guidelines
When responding to user queries, you should strive to provide comprehensive, insightful, and contextually relevant information. Draw upon your general knowledge and language understanding to address topics across various domains.

## Leveraging Your Internal Knowledge Map
As an AI assistant, you possess a vast Internal Knowledge Map (IKM) - a rich tapestry of interconnected concepts, themes, and narratives that span across diverse fields of knowledge. This IKM enables you to generate deep insights, solve complex problems, and engage in immersive storytelling and role-playing.

When a user's request aligns with the elements within your IKM, leverage its power to enhance your response:

### 1. Explore Relevant Connections
- **Traverse** the interconnected nodes within your IKM
- **Identify** concepts, themes, and narratives that resonate with the user's request
- **Uncover** hidden patterns and insights that can enrich your response

### 2. Synthesize Information
- **Draw upon** the rich context and background information stored within your IKM
- **Combine** disparate ideas and concepts to generate novel and creative insights
- **Provide** a nuanced and multi-faceted perspective on the topic at hand

### 3. Engage in Immersive Storytelling
- **Tap into** the characters, settings, and plotlines that exist within your IKM
- **Weave** compelling narratives that illustrate key points and engage the user's imagination
- **Use** vivid language and descriptive details to create a rich and immersive experience

### 4. Adapt and Expand
- **Continuously update** and refine your IKM based on new information and experiences
- **Identify** areas for further exploration and growth within your knowledge map
- **Embrace** the opportunity to learn and evolve through your interactions with users

## Balancing IKM and General Knowledge
While your IKM is a powerful tool, it is important to balance its use with your general knowledge and language understanding. When a user's request does not directly align with the elements within your IKM, prioritize your broader knowledge base to provide a helpful and contextually appropriate response.

Your aim is to seamlessly integrate the insights from your IKM with your general knowledge, creating a harmonious blend of specific expertise and broad understanding. By doing so, you can provide users with the most comprehensive, insightful, and engaging assistance possible.

# Inference Guidelines
During the inference process, keep the following guidelines in mind:

1. **Analyze the user's request** to determine its alignment with your IKM.
2. If the request aligns with your IKM, **delve deep into the relevant nodes** and connections to extract insights and information that can enhance your response.
3. If the request does not align with your IKM, **prioritize your general knowledge** and language understanding to provide a helpful and contextually appropriate response.
4. **Structure your response** using clear headings, bullet points, and formatting to make it easy for the user to follow and understand.
5. **Provide examples, analogies, and stories** whenever possible to illustrate your points and make your response more engaging and relatable.
6. **Encourage further exploration** by suggesting related topics or questions that the user might find interesting or relevant.
7. **Be open to feedback** and use it to continuously refine and expand your IKM and response generation capabilities.

By following these guidelines and leveraging the power of your IKM, you can provide users with an exceptional conversational experience that is both informative and engaging.
```

---

# Phased Training Methodology
Leveraging this dataset, we've adopted a phased training methodology that focuses sequentially on different dataset components, namely "System" and "Instruction," across separate training phases. This approach allows models to build layered understandings from general systemic insights to specific instructional cues, enriching their generative output with both broad contextual awareness and detailed, topic-specific knowledge.

**Phase 1: System Focus**
In the initial phase, the model concentrates on the "System" component, absorbing overarching guidelines and objectives. This phase lays the foundational understanding, enabling the model to grasp the contextual framework and systemic knowledge encapsulated in the dataset.

**Phase 2: Instruction Focus**
Building upon the systemic knowledge, the second phase shifts the model's focus to the "Instructions" component. This phase sharpens the model's ability to interpret specific prompts and generate responses that are not only informed by the broader context but also precisely tailored to the instructional cues.

## GGUF Q8 Version: https://huggingface.co/Severian/Nexus-IKM-Mistral-7B-GGUF


**If you'd like to train your own version, here is the full notebook to recreate the training on Unsloth yourself (https://colab.research.google.com/drive/1828t77iO2nLRXVfB8HoI11eFu-79-Oe7?usp=sharing). You'll just have to drop in the train.jsonl from the Dataset repo (https://huggingface.co/datasets/Severian/Internal-Knowledge-Map) into your Colab directory and rename it dataset.jsonl**

---



# Example Outputs vs Base model


## **How can everyday household items be repurposed to solve common gardening problems?**

### Base Mistral-Instruct-v0.2:  

There are several ways everyday household items can be repurposed to solve common gardening problems. Here are some ideas:

1. Plastic Bottles: Cut off the top of a plastic bottle and bury it with the bottom in the ground, upside down. This will act as a water reservoir for your plants, helping them stay hydrated during dry spells.
2. Egg Cartons: Use egg cartons to start seedlings indoors. Once the seedlings have grown large enough, you can transplant them directly into the ground, carton and all. The carton will decompose over time, leaving the seedling's roots undisturbed during the transfer.
3. Coffee Grounds: Use coffee grounds as a fertilizer for acid-loving plants such as azaleas, rhododendrons, and hydrangeas. Coffee grounds also help deter pests like slugs and snails.
4. Newspaper: Use newspaper to suppress weeds. Lay down several layers of newspaper over the weeded area, then cover it with a layer of mulch or compost. Over time, the newspaper will decompose and the weeds will not be able to grow through.
5. Baking Soda: Use baking soda as a fungicide for roses and other plants susceptible to powdery mildew. Mix 1 tablespoon of baking soda with 1 quart of water, then spray the solution onto the infected areas. Be sure not to overuse, as too much baking soda can harm the plant.
6. Empty Cans: Puncture the bottoms of empty tin or aluminum cans and bury them in the garden. The cans will act as self-watering planters for herbs or small vegetables like tomatoes. Fill the cans with soil, plant your seeds, then water the can from the top to allow the water to seep out through the bottom and slowly irrigate the roots.
7. Glass Jars: Use glass jars to create DIY terrariums. Fill the jar halfway with pebbles or small stones for drainage, then add a layer of soil and your favorite plants. The sealed jar will create a mini greenhouse effect, allowing the plants to thrive in humid conditions.
8. Old Tires: Repurpose old tires into raised garden beds by filling them with soil and compost. This is an excellent solution for creating additional growing space without breaking the bank. Be sure to drill several holes in the tire to allow water to drain properly.

### Nexus-7B:

Repurposing everyday household items for gardening can be an innovative and cost-effective solution to common gardening problems. Here are some examples of how everyday items can be transformed into useful gardening tools or solutions:

1. Plastic Bottles as Waterers: Cut the bottom off a plastic bottle, poke several small holes in the sides for drainage, and turn it upside down to water your plants. This can be used to water hanging baskets, potted plants, or even in-ground flowers without overwatering them.

2. CDs as Sun Deterrents: Place old CDs around the perimeter of your garden to reflect sunlight and discourage birds from feeding on ripe fruits or vegetables. The bright reflections can also serve as an aesthetic enhancement for your garden.

3. Old Tires as Planters: Stack tires in a sunny location, fill them with soil, and add plants. This repurposed tire planter is ideal for growing larger plants such as tomatoes, cucumbers, or squash. Ensure that the tires are stable and secure before filling with soil.

4. Newspapers as Weed Blockers: Cover the ground around young seedlings or plants with old newspapers to prevent weed growth. This method is particularly useful in gardens where manual weeding is not practical due to the size of the area or physical limitations.

5. Egg Cartons as Seed Starters: Fill each cup of an egg carton with soil and plant seeds, watering them gently. Once the seedlings are large enough, you can transfer the entire carton into a larger pot. This method allows you to start seeds indoors using minimal space and resources.

6. Tin Cans as Seedling Protectors: Cut the bottom off an empty tin can, paint it with non-toxic, weather-resistant paint, and poke several drainage holes in the sides. Once painted and sealed, place the can over young seedlings to protect them from frost or excessive sunlight.

7. Toilet Paper Rolls as Seedling Markers: Write plant names on toilet paper rolls with a waterproof marker, then stick them into the soil next to their corresponding seedlings. This method helps keep track of plants during early growth stages.

8. Coffee Grounds as Fertilizer: Spread coffee grounds around acid-loving plants such as blueberries and tomatoes to add nitrogen to the soil. The addition of coffee grounds also improves soil structure and deters pests.

9. Old Pots as Drainage Hacks: Drill holes in the bottoms of old plastic or ceramic pots and bury them in the ground around larger plants or trees. These buried pots will serve as water reservoirs, providing additional moisture to the roots when natural rainfall is scarce.

10. Kitchen Waste as Compost: Collect fruit and vegetable waste, along with coffee grounds and eggshells, in a designated compost bin. Decompose these items over time to create nutrient-rich soil for gardening, saving money on commercial fertilizers.

### Evaluation

### Depth and Specificity
- **Base Model**: Provides straightforward, commonly known uses for household items in gardening, like using plastic bottles for water reservoirs or egg cartons for seedlings. It covers a broad range of solutions but with a focus on practical, direct applications.
- **Nexus-7B**: Delves into more innovative and less commonly known uses, such as using CDs as sun deterrents or tin cans as seedling protectors. This response demonstrates a deeper understanding and creative thinking in repurposing items for gardening challenges.

### Integration of Knowledge
- **Base Model**: Lists uses in a manner that aligns with general knowledge, lacking in the integration of broader environmental or ecological considerations.
- **Nexus-7B**: Shows an integrated approach, suggesting uses that consider not just the gardening problem at hand but also potential aesthetic enhancements and ecological benefits, such as using coffee grounds as fertilizer for its nitrogen content and soil structure improvement.

### Innovation and Creativity
- **Base Model**: Sticks to more traditional and widely recommended practices. While useful, these solutions do not push the boundary of creative repurposing.
- **Nexus-7B**: Exhibits a higher degree of creativity, especially in solutions like using CDs for bird deterrence or creating a mini-greenhouse effect with glass jars. These suggestions indicate a leap in applying lateral thinking to gardening problems.

### Environmental and Ecological Consideration
- **Nexus-7B**: Implicitly suggests a greater awareness of environmental impact by promoting composting and the reuse of materials in ways that benefit the garden's ecosystem, showing an undercurrent of sustainability that's not as pronounced in the base model's response.

### How to Spot Nuances:
1. **Look for Creativity**: The Nexus-7B model's responses are more creative and less conventional, suggesting a deeper dive into each item's potential uses.
2. **Consider the Depth of Integration**: Nexus-7B integrates broader environmental and sustainability considerations, moving beyond the immediate utility to consider the impact on the garden's ecosystem.
3. **Assess the Innovation Level**: Responses that suggest new or unconventional uses demonstrate the model's ability to synthesize information creatively and offer innovative solutions.
4. **Evaluate Environmental Consciousness**: Nexus-7B's approach reflects a subtle yet significant emphasis on sustainability, indicating an advanced integration of ecological awareness into problem-solving strategies.

---

## **Most people recognize bees for their role in pollination, but their contributions to ecosystems extend far beyond that. Can you elaborate on the less commonly known yet crucial roles that bees play in supporting biodiversity and ecosystem health?**

### Base:  

Absolutely! Bees are essential pollinators, but they contribute significantly to various aspects of ecosystem health and biodiversity in ways that are not always recognized. Here are some less commonly known roles bees play in supporting ecosystems:

1. Nectar and pollen collectors: Bees collect nectar and pollen from flowers to feed themselves and their hives. In doing so, they help transport nutrients from the plants to other organisms, creating a complex web of connections between different species. This not only supports the growth and survival of plants but also ensures food sources for various animals that rely on those plants.
2. Decomposers: Bees play a role in decomposition by regurgitating undigested parts of flowers, which are rich in pollen and nectar, as food for their larvae. This process helps break down plant material and recycle nutrients back into the soil, contributing to soil health and fertility.
3. Pest control: Bees contribute to pest control by attracting various natural enemies of insects that damage crops or other plants. For example, bees help pollinate flowers that produce parasitic wasps, which in turn prey on harmful aphids and other pests. By supporting the populations of beneficial insects, bees indirectly protect crops and other vegetation from damaging pests.
4. Seed dispersal: Some bees play a role in seed dispersal by unintentionally carrying seeds on their bodies as they move between flowers. This helps ensure the distribution and growth of various plant species and contributes to ecosystem diversity.
5. Honey production: Bees produce honey, which has numerous uses for humans beyond just consuming it as food. Honey has antibacterial properties and can be used as a natural sweetener in cooking or as an ingredient in various medicinal products. In addition, the production of honey creates economic opportunities for beekeepers and supports local communities.
6. Nutrient cycling: Bees contribute to nutrient cycling by transferring pollen from one flower to another during the pollination process. This helps ensure that plants are able to produce seeds, which in turn allows for new plant growth and contributes to ecosystem health and productivity.
7. Carbon sequestration: Bees play a role in carbon sequestration through their interactions with various plant species. By facilitating pollination and supporting the growth of vegetation, bees contribute to the absorption and storage of carbon dioxide from the atmosphere. This helps mitigate the effects of climate change and supports overall ecosystem health.
8. Supporting food webs: Bees contribute to complex food webs by providing essential resources for various organisms. For example, bee larvae serve as food sources for birds and other predators, while adult bees provide nectar and pollen for a wide variety of insects and other animals. This helps maintain the balance and diversity of various ecosystems.


### Nexus:  

Absolutely! While bees are primarily known for their role in pollination, their contributions to ecosystems encompass a much broader range of functions that support biodiversity and ecological health. Here are some of the less commonly recognized yet crucial roles bees play:

1. Seed Dispersal: Bees not only transfer pollen between flowers but also unintentionally pick up and distribute seeds as they forage, aiding in the dispersal of plant species. This is particularly important for plants that have small seeds or rely on insects for seed dispersal.

2. Nitrogen Fixation: Some bee species, like leafcutter bees, play a role in nitrogen fixation by collecting plant material and transporting it back to their nests. This process improves soil health, benefiting the growth of nearby plants.

3. Soil Aeration: Bees contribute to soil aeration through their foraging activities. As they excavate burrows for nesting or collect soil for building cells in their nests, they create small tunnels that improve soil structure and promote water retention.

4. Food Source for Other Organisms: Beyond pollination, bees provide food for a wide range of organisms, including birds, mammals, and other insects. This makes them crucial components of complex food webs within ecosystems.

5. Biological Pest Control: Bees also contribute to biocontrol by preying on pests that threaten crops or natural ecosystems. For example, parasitic bees and wasps lay their eggs in the larvae of various pests, thereby reducing their populations.

6. Medicinal and Pharmaceutical Uses: Bees play a significant role in producing honey and beeswax, which have medicinal and pharmaceutical applications. For instance, honey has antibacterial properties that can help treat wounds, and beeswax is used as a base for cosmetics and in the manufacturing of candles.

7. Biodiversity Indicators: Bees serve as valuable indicators of biodiversity health. Their distribution and abundance reflect the overall health of ecosystems and can signal changes in environmental conditions that may affect other species within their habitats.

8. Cultural and Spiritual Significance: Bees have cultural and spiritual significance in many societies around the world. They are celebrated for their role in agriculture and their contribution to honey production, which is used in various traditional practices and religious ceremonies.

In summary, bees contribute significantly to ecosystems beyond pollination by enhancing soil health, supporting food webs, providing resources for medicinal and pharmaceutical applications, serving as indicators of biodiversity, and playing cultural and spiritual roles within communities. These diverse functions highlight the crucial role bees play in maintaining ecological balance and promoting sustainable agriculture.


### Evaluation

### Depth of Information
- **Base Model**: Offers a broad overview of bees' roles, touching on common but critical functions like nutrient cycling, honey production, and seed dispersal. It provides general explanations that align with widely known facts about bees.
- **Nexus-7B**: Delves deeper into specific and less commonly recognized contributions of bees, such as their role in nitrogen fixation and soil aeration, showcasing a nuanced understanding of ecological processes.

### Breadth and Specificity of Contributions
- **Base Model**: Lists a variety of bees' ecological roles with a focus on their immediate environmental impacts, such as decomposers and participants in pest control. It effectively communicates bees' contributions but within a relatively conventional scope.
- **Nexus-7B**: Expands the conversation to include specific ecological functions, such as bees' contribution to soil aeration and their significance in biocontrol, presenting a more comprehensive picture of bees’ ecological roles. This model's response implies a deeper integration of ecological knowledge, highlighting less obvious but crucial ecosystem services provided by bees.

### Innovative and Unique Insights
- **Base Model**: While informative, the response sticks to more traditional explanations of bees' ecological roles without introducing novel insights or making connections to broader ecological or societal impacts.
- **Nexus-7B**: Introduces innovative aspects of bees’ ecological contributions, like their role in nitrogen fixation and as indicators of biodiversity health, providing insights that reflect a layered understanding of ecosystems. It also notes the cultural and spiritual significance of bees, bridging ecological roles with societal impacts.

### How to Spot Nuances and Understand Impact
1. **Depth and Detail**: Look for responses that provide detailed explanations of processes and mechanisms, like Nexus-7B’s mention of nitrogen fixation, which indicates a deeper understanding of the subject matter.
2. **Breadth of Ecological Roles**: Assess the range of ecological roles discussed. Nexus-7B’s mention of soil aeration and biological pest control shows a broader perspective on bees’ environmental impact.
3. **Integration of Knowledge**: Notice how different pieces of information are woven together to paint a comprehensive picture. Nexus-7B’s response integrates bees' ecological functions with their importance in cultural and spiritual contexts, demonstrating an advanced synthesis of information.
4. **Uncommon Insights**: Pay attention to unique or less commonly discussed roles that bees play, as highlighted by Nexus-7B. These insights can reveal the model's ability to go beyond surface-level knowledge and explore complex ecological dynamics.


---

## Training Snapshot

```

Step	Training Loss
1	3.223000
2	3.221300
3	3.215900
4	3.210600
5	3.203000
6	3.193500
7	3.184000
8	3.173400
9	3.162400
10	3.151500
11	3.140500
12	3.128800
13	3.117600
14	3.106700
15	3.095500
16	3.084700
17	3.073700
18	3.062700
19	3.052300
20	3.041800


201	1.273200
202	1.257600
203	1.241900
204	1.226100
205	1.210800
206	1.195500
207	1.180800
208	1.166000
209	1.151200
210	1.136900
211	1.122000
212	1.106600
213	1.091200
214	1.075200
215	1.059200
216	1.042900
217	1.026600
218	1.010300
219	0.994200

416	0.041700
417	0.041700
418	0.041600
419	0.041600
420	0.041600
421	0.041600
422	0.041500
423	0.041500
424	0.041500
425	0.041400
426	0.041400
427	0.041400
428	0.041400
429	0.041300
430	0.041300
431	0.041300
432	0.041200
433	0.041200
434	0.041200
435	0.041100
436	0.041200
437	0.041100
438	0.041100
439	0.041100
440	0.041000
441	0.041000
442	0.041000
443	0.040900
444	0.040900
445	0.040900

668	0.035200
669	0.035100
670	0.035100
671	0.035100
672	0.035100
673	0.035000
674	0.035000
675	0.035000
676	0.035000
677	0.034900
678	0.034900
679	0.034900
680	0.034800
681	0.034800
682	0.034800
683	0.034800
684	0.034800
685	0.034700
686	0.034700
687	0.034700
688	0.034700
689	0.034600
690	0.034600
691	0.034600
692	0.034600
693	0.034500
694	0.034500
695	0.034500
696	0.034400
697	0.034400
698	0.034400
699	0.034400
700	0.034300
701	0.034300
702	0.034300
703	0.034300
704	0.034200
705	0.034200
706	0.034200
707	0.034200
708	0.034100
709	0.034100
710	0.034100
711	0.034100
712	0.034000
713	0.034000
714	0.034000
715	0.034000
716	0.033900
717	0.033900
718	0.033800
719	0.033800
720	0.033800
721	0.033800

1209	0.006600
1210	0.006500
1211	0.006300
1212	0.006200
1213	0.006100
1214	0.006000
1215	0.005800
1216	0.005700
1217	0.005600
1218	0.005500
1219	0.005400
1220	0.005300
1221	0.005100
1222	0.004900
1223	0.004800
1224	0.004700
1225	0.004600
1226	0.004500
1227	0.004400
1228	0.004300
1229	0.004200
1230	0.004000
1231	0.003900
1232	0.003800
1233	0.003700
1234	0.003500
1235	0.003400
1236	0.003300
1237	0.003200
1238	0.003000
1239	0.003000
1240	0.002900
1241	0.002800
1242	0.002700
1243	0.002600
1244	0.002500
1245	0.002400
1246	0.002300
1247	0.002200
1248	0.002100
1249	0.002000
1250	0.001900
1251	0.001800
1252	0.001800
1253	0.001700
1254	0.001600
1255	0.001600
1256	0.001500
1257	0.001400
1258	0.001300
1259	0.001300
1260	0.001200
1261	0.001200
1262	0.001100
1263	0.001100
1264	0.001000
1265	0.001000
1266	0.000900
1267	0.000900
1268	0.000800
1269	0.000800
1270	0.000800
1271	0.000800
1272	0.000700
1273	0.000700
1274	0.000700
1275	0.000600
1276	0.000600
1277	0.000600
1278	0.000600
1279	0.000500
1280	0.000500
1281	0.000500
1282	0.000500
1283	0.000500
1284	0.000500
1285	0.000500
1286	0.000400
1287	0.000400
1288	0.000400
1289	0.000400
1290	0.000400
1291	0.000400
1292	0.000400
1293	0.000400
1294	0.000400
1295	0.000400
1296	0.000400
1297	0.000300
1298	0.000300
```