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license: apache-2.0
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---
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---
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license: apache-2.0
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pipeline_tag: text-generation
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---
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# Celestria-MoE-8x10.7b
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![image/png](https://cdn-uploads.huggingface.co/production/uploads/64545af5ec40bbbd01242ca6/tiORws6ezzAHGJJODC8PA.png)
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The Celestria Series, is the older sibling of the Lumosia and Umbra Series.
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It is an experiment born from the collective wisdom of the AI community, a mosaic of the eight best-performing Solar models (By my prefrences)
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With this model I have created positive and negative prompt sentances:
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[Celestria Series] Based on prompt sentances.
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[Umbra Series] based on prompt keywords.
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[Lumosia Series] based on prompt topics.
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Let me know what you think.
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Come join the Discord:
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[ConvexAI](https://discord.gg/yYqmNmg7Wj)
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Template:
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```
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### System:
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### USER:{prompt}
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### Assistant:
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```
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Settings:
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```
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Temp: 1.0
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min-p: 0.02-0.1
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```
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## Evals:
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To come
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* Avg:
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* ARC:
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* HellaSwag:
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* MMLU:
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* T-QA:
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* Winogrande:
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* GSM8K:
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## Examples:
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```
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Example 1:
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User:
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Celestria:
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```
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```
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Example 2:
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User:
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Celestria:
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```
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## 🧩 Configuration
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```
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yaml
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experts:
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- source_model: Fimbulvetr-10.7B-v1
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- source_model: PiVoT-10.7B-Mistral-v0.2-RP
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- source_model: UNA-POLAR-10.7B-InstructMath-v2
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- source_model: LMCocktail-10.7B-v1
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- source_model: CarbonBeagle-11B
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- source_model: SOLARC-M-10.7B
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- source_model: Nous-Hermes-2-SOLAR-10.7B-MISALIGNED
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- source_model: CarbonVillain-en-10.7B-v4
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```
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## 💻 Usage
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```
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python
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!pip install -qU transformers bitsandbytes accelerate
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from transformers import AutoTokenizer
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import transformers
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import torch
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model = "Steelskull/Celestria-MoE-8x10.7b"
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tokenizer = AutoTokenizer.from_pretrained(model)
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pipeline = transformers.pipeline(
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"text-generation",
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model=model,
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model_kwargs={"torch_dtype": torch.bfloat16, "load_in_4bit": True},
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)
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messages = [{"role": "user", "content": "Explain what a Mixture of Experts is in less than 100 words."}]
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prompt = pipeline.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
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outputs = pipeline(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95)
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print(outputs[0]["generated_text"])
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```
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