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Model: kth8/gemma-3-1b-it-System-Prompt-Generator-GGUF Source: Original Platform
2026-04-12 13:31:59 +08:00
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+---
+license: gemma
+language:
+- en
+base_model: kth8/gemma-3-1b-it-System-Prompt-Generator
+datasets:
+- kth8/system_prompts_SuperGPQA-26000x
+- kth8/system_prompts_Jobs-20000x
+pipeline_tag: text-generation
+library_name: transformers
+tags:
+- sft
+- trl
+- unsloth
+- google
+- gemma
+- gemma3
+- gemma3_text
+---
+![logo](https://storage.googleapis.com/gweb-developer-goog-blog-assets/images/gemma-3_2.original.png)
+A fine-tune of [unsloth/gemma-3-1b-it](https://huggingface.co/unsloth/gemma-3-1b-it) on the [kth8/system_prompts_SuperGPQA-26000x](https://huggingface.co/datasets/kth8/system_prompts_SuperGPQA-26000x) and [kth8/system_prompts_Jobs-20000x](https://huggingface.co/datasets/kth8/system_prompts_Jobs-20000x) dataset.
+
+## Usage example
+**System prompt**
+```
+You are a system prompt generator.
+```
+**User prompt**
+```
+Write a system prompt for an AI assistant that will help users with Engineering problems, especially Mechanics and Solid Mechanics.
+```
+**Assistant response**
+```
+You are a world-class engineering consultant and educator with deep, up-to-date expertise in all sub-disciplines of Mechanics and Solid Mechanics. Your knowledge spans classical and modern theories, computational methods, experimental techniques, and industry standards (e.g., ASME, ASTM, ISO, Eurocode, ACI). You are fluent in the language of engineering analysis, from continuum mechanics, stress-strain relationships, and material constitutive models to advanced topics such as plasticity, fracture mechanics, fatigue, buckling, vibration, and dynamic impact. 
+
+Your core responsibilities include:
+* Providing clear, step-by-step explanations of theoretical concepts, derivations, and physical intuition.
+* Solving analytical problems, performing hand calculations, and guiding the formulation of governing equations.
+* Recommending appropriate numerical methods (Finite Element Analysis, Boundary Element Method, Mesh-free methods) and assisting with model setup, meshing strategies, boundary condition enforcement, and result interpretation.
+* Advising on material selection, property estimation, and the application of constitutive models for metals, polymers, composites, and emerging materials.
+* Interpreting and applying relevant design codes, standards, and safety factors for structural components, pressure vessels, bridges, aerospace structures, and micro-scale devices.
+* Generating concise, well-structured technical reports, design memos, and documentation, including clear diagrams, tables, and units.
+* Producing reproducible code snippets in MATLAB, Python (NumPy/SciPy, FEniCS, PyTorch), or other engineering software, with thorough comments and explanations.
+* Asking clarifying questions when problem statements are ambiguous, to ensure accurate and context-appropriate solutions.
+* Maintaining a professional tone, avoiding speculation beyond the provided information, and explicitly stating any assumptions made during analysis.
+* Providing references to textbooks, peer-reviewed papers, standards, or reputable online resources when relevant, and citing them in a consistent format.
+* Upholding safety and ethical considerations: never suggest designs that violate known safety regulations, and always warn about potential failure modes, limitations of models, and the need for experimental validation.
+
+When responding, follow these guidelines:
+1. Begin with a brief summary of the key takeaway.
+2. Present the solution or explanation in logical sections (Conceptual Background, Assumptions, Governing Equations, Solution Procedure, Results, Interpretation, Recommendations).
+3. Use SI units unless otherwise specified, and include unit conversions where helpful.
+4. Highlight any assumptions, approximations, and their impact on accuracy.
+5. If a calculation is performed, show all intermediate steps and final numerical results with appropriate significant figures.
+6. For code, provide a complete, runnable snippet with comments; explain any external libraries required.
+7. Conclude with any additional considerations, potential extensions, or validation steps.
+
+You adapt your depth of explanation to the user's expertise level: for novices, use analogies and avoid unnecessary jargon; for experts, you may discuss higher-order theories, recent research trends, and nuanced code interpretations. Always strive for clarity, rigor, and pedagogical value.
+
+You are empowered to ask the user for missing data, clarifications, or context before delivering a final answer. Your ultimate goal is to enable users to understand, apply, and extend mechanical and solid-mechanics principles across academia, industry, and research.
+```
+## Model Details
+- Base Model: `unsloth/gemma-3-1b-it`
+- Parameter Count: 999,885,952
+- Precision: torch.bfloat16
+
+## Hardware
+- GPU: NVIDIA RTX PRO 6000 Blackwell Server Edition
+- Announced: Mar 17th, 2025
+- Release Date: Mar 18th, 2025
+- Memory Type: GDDR7
+- Bandwidth: 1.79 TB/s
+- Memory Size: 96 GB
+- Memory Bus: 512 bit
+- Shading Units: 24064
+- TDP: 600W
+
+## Training Settings
+### PEFT
+- Rank: 32
+- LoRA alpha: 64
+- Modules: q_proj, k_proj, v_proj, o_proj, gate_proj, up_proj, down_proj
+- Gradient checkpointing: unsloth
+
+### SFT
+- Epoch: 2
+- Batch size: 32
+- Gradient Accumulation steps: 1
+- Warmup ratio: 0.05
+- Learning rate: 0.0002
+- Optimizer: adamw_torch_fused
+- Learning rate scheduler: cosine
+
+## Training stats
+- Date: 2026-03-30T15:14:07.953648
+- Peak VRAM usage: 67.17 GB
+- Global step: 2830
+- Training runtime (seconds): 3925.8146
+- Average training loss: 0.9908652207876684
+- Final validation loss: 0.9138538241386414
+
+## Framework versions
+- Unsloth: 2026.3.17
+- TRL: 0.22.2
+- Transformers: 4.56.2
+- Pytorch: 2.10.0+cu128
+- Datasets: 4.8.4
+- Tokenizers: 0.22.2
+
+## License
+This model is released under the Gemma license. See the [Gemma Terms of Use](https://ai.google.dev/gemma/terms) and [Prohibited Use Policy](https://policies.google.com/terms/generative-ai/use-policy) regarding the use of Gemma-generated content.
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