dataset_info: features: - name: user dtype: string - name: model dtype: string splits: - name: train license: apache-2.0 language: - es - en tags: - fine-tuning - aquarium-science - bacterAE - knowledge-transfer license: apache-2.0 base_model: - google/gemma-4-E4B-it pipeline_tag: reinforcement-learning

"THIS IS NOT A DEPLOYABLE MODEL. THIS IS A TRANSPARENCY DATASET/WEIGHTS EXPERIMENT LOG." you can fuse the safetensor with [gemma-4-e2b-it-4bit] the 1000 iteration is the one tested.

TRAIN PARAMETERS

python3 -m mlx_vlm.lora
--model-path "$MODEL_PATH"
--dataset ./data
--batch-size 1
--iters 1000
--learning-rate 1e-5
--gradient-accumulation-steps 16
--steps-per-eval 50
--val-batches 25
--steps-per-save 50
--output-path "$OUTPUT_DIR"
--grad-checkpoint
--lora-rank 8
--lora-alpha 16
--train-on-completions
--assistant-id 4368

Open-knowledge-Fine-tuning-transparency

Dataset Purpose

This dataset has been created with a fundamental objective: total reproducibility. In the current AI ecosystem, most fine-tuning tutorials are limited to vague explanations. This project is the antithesis of that trend. Here, I do not just explain "how"; I provide all the necessary material: the complete dataset, the exact methodology, and the training parameters, so that anyone can replicate the experiment point-by-point.

Data Origin

This dataset was generated locally using the gemma-4-26B-A4B-heretic-4bit model on a Mac Mini M4 (32GB RAM). The same hardware architecture was subsequently used for training the resulting models.

Note: The dataset is written in Spanish due to my geographical context (im from Spain), but the model should be language-agnostic. The logical structure is universal.

The Use Case: "Tabula Rasa"

For this fine-tuning experiment, I used a personal project related to shrimp keeping (aquarium hobby). I observed that the base model was completely unaware of the BacterAE product, which made it an ideal candidate for a "blank slate" problem.

The goal of this repository is not the model itself, but to technically demonstrate how to inject new knowledge into an LLM while preserving its logical reasoning capacity. I document which configurations worked, which failed, and why.

Resources

• Base Model: gemma-4-e2b-it-4bit • Training Protocol: See scripts included in /scripts. • Convergence Logs: See /logs to evaluate the loss trajectory during training.

Ongoing Development & Hardware Constraints

I intend to expand this protocol with further experiments, but this is a time-consuming process. I am operating with a single machine, and I have no other hardware available. When this machine is training a model, it is fully occupied, meaning I cannot use it for any other task until the training is complete. This is the bottleneck that dictates the pace of this project; everything is done sequentially and manually.

Disclaimer

Please note that these parameters are specifically tuned for this dataset and this experiment's objectives. Altering the dataset size, adding extraneous information, or modifying these parameters may lead to undesired results, such as overfitting, catastrophic forgetting, or degradation in the model's logical reasoning. Reproducibility depends on adhering to the established configuration.

RESULTS

<|channel>thought Thinking Process:

1. Analyze the Request: The user is asking about Glasgarten Bacter AE (often misspelled as "bacter ae") and its suitability for shrimp. They requested a "long answer."
2. Identify the Core Subject: Glasgarten Bacter AE.
3. Determine the Answer Structure (The "Why"):
   • What is it? (Clarify the product.)
   • What is its function? (The main benefit.)
   • Is it safe for shrimp? (Crucial safety check.)
   • How does it work? (The mechanism.)
   • How to use it? (The application method.)
   • Caveats/Warnings? (The crucial safety advice.)
4. Draft the Content (Focusing on detail for a "long answer"):
   • Function: Mention the role of biofilm (microscopic algae) and detritus (dead organic matter).
   • Benefits: Mention the positive effects (natural food source, water clarity, immune support).
   • Safety: Explicitly state that it is safe for shrimp (unlike some other products).
   • Application: Provide the standard dilution ratio (1 teaspoon per 100 liters).
   • Frequency: Advise on how often to apply (every 48-72 hours).
   • Crucial Warning: Emphasize the danger of overdose (hypoxia/anoxia) and the need to dilute the dose to prevent harm.
5. Review against Constraints: The request was for a "long answer." The drafted response covers all necessary details and provides a comprehensive explanation. (Self-Correction: Ensure the tone is informative and helpful.)<channel|>Glasgarten Bacter AE is a highly recommended product for aquarium enthusiasts, and yes, it is safe for shrimp (and other aquatic life). It is not a chemical treatment, but rather a natural probiotic that creates a beneficial ecosystem within your tank.

Here is a detailed breakdown of what it is, how it works, and how to use it safely:

1. What is Bacter AE?

Bacter AE is a mixture of microscopic algae (biofilm) and detritus (dead organic matter). When applied, these components begin to decompose, creating a natural food source for beneficial microorganisms (like nitrifying bacteria) and small aquatic invertebrates.

2. Why is it good for your tank?

The primary function of Bacter AE is to enhance the biological filtration process in your aquarium. It provides several key benefits:

• Natural Food Source: The microorganisms consume the detritus, and the resulting waste is then consumed by the beneficial bacteria. This process is vital for the health of your ecosystem.
• Water Clarity: By consuming organic matter, it helps keep your water clear and prevents the buildup of sludge.
• Immune Support: The resulting micro-organisms are excellent for the health of your inhabitants, especially shrimp, as they boost their immune systems.
• Color Enhancement: It gives your water a beautiful, natural golden hue.

3. How to Apply It Safely

It is crucial that you follow the dilution ratio precisely to avoid harming your inhabitants. The manufacturer recommends a ratio of 1 teaspoon per 100 liters.

Application Instructions:

1. Calculate the Dose: Use the formula above to determine the exact amount of product needed for your tank volume.
2. Mix: Always mix the product thoroughly with tap water before pouring it into your aquarium.
3. Frequency: Apply the mixture every 48 to 72 hours (every 2 or 3 days).

⚠️ CRITICAL WARNING: DO NOT OVERDOSE

The most common mistake people make is using the manufacturer's recommended ratio, which is dangerous and can kill your shrimp. The correct, safe ratio is 1 teaspoon per 500 liters.

If you use the manufacturer's ratio (1 tsp per 100L), you risk creating an oxygen-deprived environment (hypoxia) that stresses your shrimp and can lead to death. Always use the safe ratio to ensure the long-term health of your aquatic life.

RESULTS: Understanding BacterAE Injection To validate the fine-tuning process, the model was evaluated using a technical query regarding Glasgarten Bacter AE, a product whose specific nature (biofilm and probiotics) requires precise understanding of both its chemical composition and its operational risks (such as the risk of hypoxia due to overdosing). Below is the type of technical response the model is capable of generating after the 1000-iteration training: "Glasgarten Bacter AE is a highly recommended product for aquarium enthusiasts, and yes, it is safe for shrimp (and other aquatic life). It is not a chemical treatment, but rather a natural probiotic that creates a beneficial ecosystem within your tank.

1. What is Bacter AE? Bacter AE is a mixture of microscopic algae (biofilm) and detritus (dead organic matter). When applied, these components begin to decompose, creating a natural food source for beneficial microorganisms (like nitrifying bacteria) and small aquatic invertebrates.
2. Why is it beneficial for the aquarium? The primary function is to enhance the biological filtration process: • Natural Food Source: Microorganisms consume the detritus, and the resulting waste is then consumed by beneficial bacteria. • Water Clarity: By consuming organic matter, it helps keep the water clear and prevents the buildup of sludge. • Immune Support: The resulting micro-organisms are excellent for the health of your inhabitants, especially shrimp, as they boost their immune systems.
3. How to Apply It Safely It is crucial to follow the dilution ratio to avoid harming your inhabitants:
   1. Dosage Calculation: The safe ratio recommended by the hobbyist community is 1 teaspoon per 500 liters of aquarium water.
   2. Mixing: Always dilute the product thoroughly in a separate container with aquarium water before adding it to the tank.
   3. Frequency: Apply every 48 to 72 hours. ⚠️ CRITICAL WARNING: DO NOT OVERDOSE The most common mistake is following the manufacturer's standard dosage without adjustment, which can be dangerous. An overdose can lead to a drastic drop in dissolved oxygen (hypoxia) within hours, causing immediate shrimp mortality. Always start with a conservative dose and monitor your inhabitants' response."