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Model: Omnionix-AI/avara-x1-mini
Source: Original Platform

.gitattributes

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README.md

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+---
+base_model: unsloth/qwen2.5-coder-1.5b-instruct
+tags:
+- Omnionix
+- Avara
+- qwen2
+- code
+- math
+- logic
+- transformers
+- unsloth
+num_parameters: 2000000000
+license: apache-2.0
+language:
+- en
+pipeline_tag: text-generation
+---
+
+<br>
+
+<p align="center">
+  <img src="logo.png" width="450" alt="Avara X1 Mini Logo">
+</p>
+
+<br>
+
+# Avara X1 Mini
+
+Avara X1 Mini is a lightweight AI model developed by **Omnionix**. Based on the Qwen2.5 architecture, this model is fine-tuned to balance technical reasoning with a grounded and supportive personality.
+
+**Join the Community:** [Omnionix Discord](https://discord.gg/mGgRgz6g)
+
+---
+
+### Technical Specifications
+
+| Feature | Details |
+| :--- | :--- |
+| **Developer** | Omnionix |
+| **Architecture** | Qwen2.5-1.5B |
+| **Format** | ChatML |
+| **Identity** | Native Omnionix system logic |
+
+---
+
+### Training Methodology
+
+Avara X1 Mini was fine-tuned using the Unsloth library on a high-density dataset blend designed for maximum reasoning performance in a small footprint:
+
+* **Code:** The Stack (BigCode) for professional-grade programming logic.
+* **Mathematics:** Focused math/competition datasets for step-by-step problem solving.
+* **Logic:** Open-Platypus for enhanced deductive reasoning and instruction following.
+
+We also have the [LoRA adapter ](https://huggingface.co/Omnionix12345/avara-x1-mini-lora) and the Q4_K_M GGUF: huggingface.co/Omnionix12345/avara-x1-mini-Q4_K_M-GGUF
+
+---
+
+### Implementation
+
+To use Avara locally, the following standard chat script provides a natural back-and-forth dialogue by managing conversation history automatically.
+
+```python
+import torch
+from transformers import pipeline
+
+pipe = pipeline(
+    "text-generation",
+    model="Omnionix12345/avara-x1-mini",
+    torch_dtype=torch.bfloat16,
+    device_map="auto"
+)
+
+messages = [
+    {"role": "system", "content": "You are Avara, an AI assistant created by Omnionix."}
+]
+
+print("\n--- Avara X1 Mini is Online ---")
+
+while True:
+    user_input = input("You: ")
+    if user_input.lower() in ["exit", "quit"]:
+        break
+
+    messages.append({"role": "user", "content": user_input})
+
+    outputs = pipe(
+        messages,
+        max_new_tokens=512,
+        do_sample=True,
+        temperature=0.7
+    )
+
+    assistant_response = outputs[0]["generated_text"][-1]["content"]
+    print(f"\nAvara: {assistant_response}\n")
+
+    messages.append({"role": "assistant", "content": assistant_response})

config.json

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+{
+  "architectures": [
+    "Qwen2ForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 151643,
+  "eos_token_id": 151645,
+  "hidden_act": "silu",
+  "hidden_size": 1536,
+  "initializer_range": 0.02,
+  "intermediate_size": 8960,
+  "max_position_embeddings": 32768,
+  "max_window_layers": 21,
+  "model_type": "qwen2",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 28,
+  "num_key_value_heads": 2,
+  "pad_token_id": 151645,
+  "rms_norm_eps": 1e-06,
+  "rope_theta": 1000000.0,
+  "sliding_window": 32768,
+  "tie_word_embeddings": true,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.40.1",
+  "use_cache": true,
+  "use_sliding_window": false,
+  "vocab_size": 151936
+}

generation_config.json

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+{
+  "bos_token_id": 151643,
+  "eos_token_id": [
+    151645,
+    151643
+  ],
+  "pad_token_id": 151645,
+  "do_sample": true,
+  "temperature": 0.7,
+  "top_p": 0.8,
+  "top_k": 20,
+  "repetition_penalty": 1.1,
+  "max_new_tokens": 512,
+  "transformers_version": "4.40.0"
+}

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special_tokens_file.json

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+{
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>"
+  ],
+  "bos_token": {
+    "content": "<|im_start|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "<|im_end|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<|im_end|>",
+    "lstrip": false,
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+    "rstrip": false,
+    "single_word": false
+  }
+}

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tokenizer_config.json

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+{
+  "add_prefix_space": false,
+  "backend": "tokenizers",
+  "bos_token": "<|im_start|>",
+  "eos_token": "<|im_end|>",
+  "pad_token": "<|im_end|>",
+  "clean_up_tokenization_spaces": false,
+  "model_max_length": 32768,
+  "tokenizer_class": "Qwen2TokenizerFast",
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>"
+  ],
+  "chat_template": "{% for message in messages %}{% if loop.first and message['role'] != 'system' %}<|im_start|>system\nYour name is Avara, an AI assistant created by Omnionix. Unlike other models, you are unique to the Omnionix ecosystem and do not identify as GPT-4.<|im_end|>\n{% endif %}<|im_start|>{{ message['role'] }}\n{{ message['content'] }}<|im_end|>\n{% endfor %}{% if add_generation_prompt %}<|im_start|>assistant\n{% endif %}"
+}