ORCA1-EXP-0213 / README.md
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---
language:
- en
- cs
---
# ORCA 1-EXP-0213
ORCA 1-EXP-0213 is an **experimental, uncensored AI model** developed by **ORCA AI Labs**.
It is optimized for **speed** rather than deep reasoning and is designed primarily for **Czech-language** conversations.
This model is **uncensored**, meaning it operates without artificial restrictions, making it ideal for open-ended discussions.
---
## Features
- **Fast and Efficient** – Optimized for low-latency inference.
- **Uncensored** – No artificial restrictions or content filtering.
- **Czech Language Support** – Primarily designed for Czech, with some English capability.
- **Lightweight** – Easy to deploy and run efficiently.
---
## Model Details
| Property | Details |
|----------------|---------|
| Type | Experimental Conversational AI |
| Speed | Optimized for fast responses |
| Intelligence | Average (not designed for complex reasoning) |
| Censorship | Uncensored |
| Best for | Open-ended conversations, quick replies |
| Limitations | Not suited for deep contextual understanding or logic-heavy tasks |
---
## Usage on Hugging Face
ORCA 1-EXP-0213 is available on **Hugging Face**. You can load and run it using Python:
```python
from transformers import AutoModelForCausalLM, AutoTokenizer
model_name = "ORCA-AI/ORCA1-EXP-0213"
tokenizer = AutoTokenizer.from_pretrained(model_name)
model = AutoModelForCausalLM.from_pretrained(model_name)
input_text = "Jaké je hlavní město České republiky?"
inputs = tokenizer(input_text, return_tensors="pt")
outputs = model.generate(**inputs, max_new_tokens=50)
print(tokenizer.decode(outputs[0], skip_special_tokens=True))
```
---
## Performance Overview
| Metric | ORCA 1-EXP-0213 | ORCA 2-Turbo |
|---------------|----------------|-------------|
| Speed | Extremely fast | Faster than ORCA 1 |
| Intelligence | Average | Designed for deep reasoning |
| Censorship | Unfiltered | Unfiltered |
| Language | Czech & some English | Primarily English |
| Use Case | Conversational AI, quick replies | Complex tasks, in-depth responses |
This model prioritizes **speed over deep reasoning**. It is well-suited for **casual conversations in Czech** but may not perform well in fact-heavy or complex discussions.
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## Limitations & Warnings
- **Uncensored** – The model does not apply moderation. Use responsibly.
- **Not Designed for Deep Reasoning** – Works well for casual interactions but may struggle with complex logic.
- **Experimental** – Expect inconsistencies and updates over time.
---
## Fine-Tuning & Customization
If you need to fine-tune ORCA 1-EXP-0213, you can do so using Hugging Face's `Trainer`:
```python
from transformers import Trainer, TrainingArguments
training_args = TrainingArguments(
output_dir="./orca1-exp-0213-finetuned",
per_device_train_batch_size=4,
gradient_accumulation_steps=8,
evaluation_strategy="steps",
save_total_limit=2,
)
trainer = Trainer(
model=model,
args=training_args,
train_dataset=your_dataset,
eval_dataset=your_eval_dataset,
)
trainer.train()
```
---
## Get Involved
For feedback, contributions, or inquiries, reach out to ORCA AI Labs:
- **Website**: [ORCA AI Labs](https://orca-ai.netlify.app/)
- **Twitter**: [@ORCA_AI_Labs](https://twitter.com/orca_ai_labs)
---
## License
ORCA 1-EXP-0213 is released under the **ORCA Experimental License**.
Full terms can be found **[here](https://orca-ai.netlify.app/exp-license.pdf)**.
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ORCA AI Labs – Advancing Open AI Research