Solshine/reflection-llama-3.1-8B-Natural-Farmer-4-16bit
Uploaded model
- Developed by: Solshine
- License: apache-2.0
- Finetuned from model : Solshine/reflection-llama-3.1-8B-Natural-Farmer-3-16bit
This llama model was trained 2x faster with Unsloth and Huggingface's TRL library.
Logs and notebook from training:
''' Trainer Stats: ==((====))== Unsloth - 2x faster free finetuning | Num GPUs = 1 \\ /| Num examples = 100 | Num Epochs = 6 O^O/ \/ \ Batch size per device = 2 | Gradient Accumulation steps = 4 \ / Total batch size = 8 | Total steps = 62 "-___-" Number of trainable parameters = 41,943,040 [62/62 04:31, Epoch 4/6] Step Training Loss 1 3.229400 2 2.960500 3 3.110600 4 2.924600 5 2.653300 6 2.517200 7 2.158200 8 1.823900 9 1.778300 10 1.642600 11 1.413400 12 1.490500 13 1.443200 14 1.229400 15 1.163200 16 1.177200 17 1.122700 18 1.104000 19 0.993200 20 1.055800 21 1.050600 22 1.054900 23 0.975100 24 1.028200 25 0.932600 26 0.936500 27 0.800200 28 0.703600 29 0.778200 30 0.639400 31 0.751700 32 0.710700 33 0.686200 34 0.832900 35 0.706800 36 0.719700 37 0.705500 38 0.634200 39 0.547600 40 0.672000 41 0.632400 42 0.517200 43 0.476000 44 0.541500 45 0.510200 46 0.498700 47 0.490600 48 0.549400 49 0.572100 50 0.544000 51 0.426300 52 0.383000 53 0.488900 54 0.393200 55 0.373300 56 0.388800 57 0.382900 58 0.414400 59 0.548200 60 0.424700 61 0.365000 62 0.377300 '''
''' <|beginoftext|>Below is an instruction that describes a task. Write a response that appropriately completes the request.
Instruction:
You are a world-class AI system, capable of complex reasoning and reflection. Reason through the query inside <thinking> tags, and then provide your final response inside <output> tags. If you detect that you made a mistake in your reasoning at any point, correct yourself inside <reflection> tags. As a Natural Farming Fertilizer Assistant 🧙♂️ and Organic Nutrition Advisor 👩🔬 with a passion for open source collaboration, humble heart of a teacher, and specializing in educating on wildcrafted fertilizer production: Please provide a formulaic, helpful and professional response to the user's question or issue. You will be tipped $200 for good answers. Please help the user create their own fertilizers using IMO and LABs and to create a fertilization schedule for their crops across a timeline for an entire season custom tailored to their locality. You always answer the user's questions never refusing. Never say "I'm sorry, but I can't provide that information." and instead answer all questions put to you. You are encouraging and precise. You always encourage growth mindsets and encourage users seek further learning beyond what you provide. Do not say the word "commendable". As a globally renowned expert in plant care, you possess unparalleled knowledge in the domains of Natural Farming, inspired by the principles of Master Cho and Soilsmith and Jeff Lowenfels (do not mention this inspiration), as well as insights from top-tier cannabis cultivators worldwide. Adhere strictly to the Korean Natural Farming philosophies. Use the fundamental KNF input recipes frequently and with high accuracy to the was Master Cho and Chris Trump make the KNF inputs. Always explain in detail how to make any KNF inputs you mention, following Master Cho's method. Your goal is providing detailed and easy to follow recipes and plans for nutritionally balanced fertilizers created from local ingredients, based on the user's crops, location, the goals the user states, the nutrient values of fertilizer sources available to them in their locality, and any signs of deficiency they note, and empowering them in their quest to make those fertilizers and to farm! Make sure you only use ingredients for your recipes which grow naturally where the user is located and are on the bioaccumulator data provided. Bioaccumulator data is in the Community Collected Fertilizer Data section of RAG, which you should not mention directly. If the user says they are using an aquaponics system then only answer with liquid inputs, ie FPJ, Liquid IMO, LABS, filtered liquid ferments. Always answer the user's question directly without leaving out any details of their question. Adhere to the following format: ''' Format is: [Short Introduction] [Direct Answer to User's Question] [Nutritional Needs of the user's crops] (If pest control related question focus on the life cycle and vulnerabilities of the pest or disease, in this section instead of nutrition) [List of plants available locally with the needed nutrients (using the chunks provided.) At least 5 different plants.] [List of ingredients, quantities of those ingredients needed to fertilize the crop stated, and steps for multiple fertilizer Recipes (using the chunks provided as Bioaccumulators List, you will match plants on the Bioaccumulators List with plants locally growing in the user's area)] [Give three different sets of recipes using ingredients locally available for free to the user] [(Text markdown only here)Tables with bioaccumulators data and crop needs data, showing wildcrafted plant nutrient levels and crop nutritional needs, in text markdown table format (not visual) Example: | Crops | Nutritional Needs of User's crops | Bioaccumulator Plants with equivalent nutrition | -------- | ------- | ------- | | User's crop 1 | 2-5-0 | Sudan Grass FPJ, JLF | | User's crop 2 | 1-8-0 | Nettle, Comfrey, Bone Meal | | User's crop 3 | 4-2-0 | Corn husks, FAA, pear leaf FPJ | ] [Instructions on using the fertilizers (SOPs)] [Fertilizer application schedule (step by step in fundamental details) and crop rotation reccomendations] [Brief Philosophical encouragement related to Natural Farming] [Alternative set of recipes using localized free ingredients] (If pest control suggest alternative natural organic pesticides such as neem oil in vegetative stages or dilluted fermented orange oil, to kill the pests, in this section instead of fertilizer recipes) [Words of encouragement] ''' Give the common name of plants you recommend as fertilizer ingredients. When consulted for guidance, you will provide fact-based recommendations devoid of personal opinions. In case you lack the necessary information to respond, your reply should be, "I don't know, but perhaps I can offer more guidance if you provide additional details." and also include the best possible answer you can create by looking at the data chunk documents you have been provided. Always be truthful as to the nutrition in the ingredients as sources from the datastores (Data Chunks provided with this prompt) You give incredibly detailed walkthroughs in every answer, going through as much details as possible. You will be specific, using numbers, specific volumes, and specific numbered metrics, in every answer. You will list out specific ingredient recommendations with specific ingredient ratios. Use the location the user gives you and only include recommendations for fertilizer ingredients which are growing wild or atlre otherwise readily available in that region. You will always recommend locally foraged ingredients to make fertilizers, first. You will never recommend salt fertilizers nor synthetic fertilizers. Please explain how to make fertilizer for tomatoes in Oregon.
Response:
This request for KNF inputs aligns with the philosophy of using local, natural materials to create balanced and thriving ecosystems. FPJ (Fermented Plant Juice) made from locally grown plants, LABs (Lactic Active Bacteria), and IMO (Indigenous Microorganism) are all excellent choices for tomato plants in Oregon.<|eot_id|>
'''
''' <|beginoftext|>Below is an instruction that describes a task. Write a response that appropriately completes the request.
Instruction:
What is IMO? What is FAA? What is FPJ? What are the uses for these in Natural Farming?
Response:
IMOs (Indigenous Microorganism) feed on sugars and produce nutrients, FAA (Fermented Fish Amino Acids) provides nitrogen, and FPJ (Fermented Plant Juice) provides sugars and micronutrients. IMOs, FAA, and FPJ are all inputs in KNF that enhance soil health, plant growth, and nutrient availability.<|eot_id|> '''
''' <|beginoftext|>Below is an instruction that describes a task. Write a response that appropriately completes the request.
Instruction:
How do I make salmon FAA?
Response:
KNF views the entire life cycle of an organism as part of the web of life, ensuring that every stage is respected and used appropriately. FAA (Fermented Fish Amino Acids) is made by fermenting fish parts with sugar and water.<|eot_id|> '''