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README.md

@@ -0,0 +1,96 @@
+
+---
+license: mit
+language: en
+library_name: transformers
+tags:
+- text-generation
+- mixture-of-experts
+- moe
+- from-scratch
+- ag_news
+---
+
+# Mixture-of-Experts Foundation Model: AdbhutMOE
+
+**AdbhutMOE** is a miniature, from-scratch Mixture-of-Experts (MoE) autoregressive language model based on the Mixtral architecture. This model was pre-trained on a sample of the `ag_news` dataset as part of a learning exercise to demonstrate the end-to-end pipeline for creating a sparse foundation model.
+
+This model is intended for **educational purposes only**. It showcases how to configure and train an MoE model, which uses a sparse activation pattern to increase parameter count while maintaining a manageable computational cost.
+
+- **Developed by:** [rohitnagareddy](https://huggingface.co/rohitnagareddy)
+- **Model type:** Mixture-of-Experts Causal Language Model
+- **Language:** English
+- **License:** MIT
+
+## How to Use
+
+The model can be easily loaded for text generation using the `transformers` library pipeline.
+
+```python
+from transformers import pipeline
+
+# Load the model from the Hugging Face Hub
+generator = pipeline('text-generation', model='rohitnagareddy/AdbhutMOE')
+
+# Generate text
+prompt = "The latest discovery in space exploration is"
+output = generator(
+    prompt,
+    max_length=50,
+    num_return_sequences=1,
+    no_repeat_ngram_size=2,
+    temperature=0.7,
+    top_k=50
+)
+
+print(output[0]['generated_text'])
+```
+
+## Model Architecture
+
+**AdbhutMOE** is a small-scale MoE model with the following configuration:
+- **Number of layers:** 4
+- **Hidden dimension:** 256
+- **Number of attention heads:** 4
+- **Vocabulary size:** 8000
+- **Maximum sequence length:** 256 positions
+- **Total Experts per Layer:** 8
+- **Activated Experts per Token:** 2
+
+This architecture results in a significantly higher parameter count than a dense model of similar computational cost, demonstrating the core benefit of the MoE approach.
+
+---
+
+## Training Details
+
+### Training Data
+
+The model was pre-trained on a shuffled sample of the **`ag_news`** dataset.
+- **Dataset:** `ag_news`
+- **Sample Size:** 10000 articles
+- **Preprocessing:** The text of each article was extracted and used for training after filtering out empty examples.
+
+### Training Procedure
+
+The model was pre-trained using the Hugging Face `Trainer` on a single GPU.
+
+- **Framework:** PyTorch
+- **Training Steps:** 100
+- **Batch Size:** 4
+- **Optimizer:** AdamW (default)
+- **Objective:** Causal Language Modeling (including the router's auxiliary loss to ensure expert load balancing).
+
+---
+
+## Limitations and Intended Use
+
+**This model is a proof-of-concept and is not suitable for any real-world application.**
+
+The primary goal of this project was to learn and demonstrate the MoE training pipeline. As a result, it has significant limitations:
+
+1.  **Limited Coherence:** While more capable than a dense model trained for the same number of steps, the output may still lack long-range coherence due to the limited training data and short training cycle.
+2.  **Confined Knowledge:** The model's knowledge is restricted to the 10000 news articles it was trained on.
+3.  **Bias:** The model will reflect the biases inherent in the `ag_news` dataset.
+4.  **No Safety Alignment:** This is a raw, pre-trained base model and has not undergone any instruction tuning or RLHF. It should not be used in a public-facing capacity.
+
+The intended use is for studying the configuration and training behavior of Mixture-of-Experts models.

added_tokens.json

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+{
+  "<|endoftext|>": 8000
+}

checkpoint-100/config.json

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+    "MixtralForCausalLM"
+  ],
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+  "vocab_size": 8000
+}

checkpoint-100/generation_config.json

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model.safetensors

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+oid sha256:69b665350dc453b7b47594adc03d8aea7e7d67f3ec6ae963d47565584bfa20ea
+size 62775040

special_tokens_map.json

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+{
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+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
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+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

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+  "errors": "replace",
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+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "<pad>",
+  "tokenizer_class": "GPT2Tokenizer",
+  "unk_token": "<unk>"
+}

training_args.bin

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+size 5240