Model Intelligence Sheet
samuelstolicny/claudie-expert-gemma4-26b-a4b-gguf overview
Fine-tuned Gemma 4 31B-IT specialized on Claudie — an open-source platform for managing multi-cloud and hybrid-cloud Kubernetes infrastructure.
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Pipeline
text-generation
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—
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Public
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Normalized metadata (stored in metadata_json)
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"metadata": {},
"card_data": {
"license": "apache-2.0",
"language": [
"en"
],
"base_model": "unsloth/gemma-4-31B-it",
"tags": [
"claudie",
"kubernetes",
"multi-cloud",
"infrastructure",
"text-generation",
"unsloth"
],
"frontmatter": {
"license": "apache-2.0",
"language": [
"en"
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"base_model": "unsloth/gemma-4-31B-it",
"tags": [
"claudie",
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},
"hero_image_url": "",
"summary": "Fine-tuned Gemma 4 31B-IT specialized on **Claudie** — an open-source platform for managing multi-cloud and hybrid-cloud Kubernetes infrastructure.",
"quick_links": [],
"benchmark_table_html": "",
"readme_markdown": "---\nlicense: apache-2.0\nlanguage:\n- en\nbase_model: unsloth/gemma-4-31B-it\ntags:\n- claudie\n- kubernetes\n- multi-cloud\n- infrastructure\n- text-generation\n- unsloth\n---\n\n# Claudie Expert — Gemma 4 31B\n\nFine-tuned [Gemma 4 31B-IT](https://huggingface.co/unsloth/gemma-4-31B-it) specialized on **[Claudie](https://claudie.io/)** — an open-source platform for managing multi-cloud and hybrid-cloud Kubernetes infrastructure.\n\n## About Claudie\n\n[Claudie](https://claudie.io/) provisions and manages Kubernetes clusters declaratively across AWS, Azure, GCP, OCI, Hetzner, Exoscale, CloudRift, and OpenStack via the `InputManifest` CRD. Built by [Berops](https://berops.com/).\n\n- **Project:** [github.com/berops/claudie](https://github.com/berops/claudie)\n- **Documentation:** [docs.claudie.io/latest](https://docs.claudie.io/latest/)\n\n## What this model knows\n\nThis model was fine-tuned on ~8,000 Claudie-specific Q&A conversations covering:\n\n- Claudie's 8 microservices (Manager, Terraformer, Ansibler, Kube-Eleven, Kuber, Claudie-Operator, Autoscaler-Adapter)\n- InputManifest CRD authoring for multi-cloud / GPU / autoscaling clusters\n- Debugging stuck states, NATS consumer lag, Terraform state locks, WireGuard issues\n- gRPC service communication, state machine, reconciliation loops\n- Claudie architecture, data flow between services\n- Kubernetes integration patterns\n\n## Files in this repo\n\n| File | Purpose |\n|------|---------|\n| `model-*.safetensors` | Merged bf16 weights (for vLLM, Transformers) |\n| `*.Q4_K_M.gguf` | 4-bit GGUF (for Ollama, llama.cpp) |\n| `chat_template.jinja` | Gemma 4 chat template |\n\n## Usage\n\n### vLLM\n```bash\nvllm serve samuelstolicny/claudie-expert-gemma4-31b --max-model-len 8192\n```\n\n### Ollama\n```bash\nollama run hf.co/samuelstolicny/claudie-expert-gemma4-31b:Q4_K_M\n```\n\n### Transformers\n```python\nfrom transformers import pipeline\npipe = pipeline(\"text-generation\", model=\"samuelstolicny/claudie-expert-gemma4-31b\")\nprint(pipe([{\"role\": \"user\", \"content\": \"How do I add a GPU node pool in Hetzner?\"}]))\n```\n\n## Training\n\n- **Base model:** `unsloth/gemma-4-31B-it`\n- **Method:** LoRA bf16 (rank 64, alpha 128, all-linear)\n- **Framework:** [Unsloth](https://unsloth.ai/)\n- **Dataset:** 8,012 synthetic Q&A conversations generated from the Claudie codebase + docs\n- **Hardware:** 1x RTX PRO 6000 96GB\n\n## License\n\nApache 2.0 — same as the base model and Claudie.\n",
"related_quantizations": []
},
"tags": [
"gguf",
"claudie",
"kubernetes",
"multi-cloud",
"infrastructure",
"text-generation",
"unsloth",
"en",
"base_model:unsloth/gemma-4-31B-it",
"base_model:quantized:unsloth/gemma-4-31B-it",
"license:apache-2.0",
"endpoints_compatible",
"region:us",
"conversational"
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"last_modified": "2026-04-13T09:16:11.000Z",
"created_at": "2026-04-07T15:07:21.000Z",
"pipeline_tag": "text-generation",
"library_name": ""
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Source payload excerpt (from Hugging Face API)
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