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Merge pull request #1973 from oracle-devrel/llm-comparator-update
Update README.md
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ai/generative-ai-service/llm-comparator/README.md

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A web application that enables side-by-side comparison of Large Language Models (LLMs) and their fine-tuned counterparts on Oracle Cloud Infrastructure (OCI). The application provides an intuitive interface to evaluate model performance, response quality, and inference time improvements achieved through fine-tuning.
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Reviewed: 23.07.2025
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Reviewed: 19.09.2025
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<img width="1703" height="1280" alt="image" src="https://github.com/user-attachments/assets/2cc14579-3422-4272-a766-c48bb6c3afe4" />
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# Useful Links
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- [Gen AI DAC: Performance](https://docs.public.content.oci.oraclecloud.com/en-us/iaas/Content/generative-ai/performance.htm)
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- [Gen AI Data handlining](https://docs.public.content.oci.oraclecloud.com/en-us/iaas/Content/generative-ai/data-handling.htm)
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- [Hyperparameter details](https://docs.public.content.oci.oraclecloud.com/en-us/iaas/Content/generative-ai/fine-tuning-parameters.htm)
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- [Model performance details](https://docs.public.content.oci.oraclecloud.com/en-us/iaas/Content/generative-ai/concepts-metrics.htm)
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- [Available fine tunning methods](https://docs.public.content.oci.oraclecloud.com/en-us/iaas/Content/generative-ai/choose-method.htm)
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- [Gen AI DAC Performance](https://docs.public.content.oci.oraclecloud.com/en-us/iaas/Content/generative-ai/performance.htm): Understand the performance characteristics of Generative AI Dedicated AI Cluster on OCI.
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- [Gen AI Data Handling](https://docs.public.content.oci.oraclecloud.com/en-us/iaas/Content/generative-ai/data-handling.htm): Learn about data handling practices and policies for Generative AI on OCI.
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- [Hyperparameter Details](https://docs.public.content.oci.oraclecloud.com/en-us/iaas/Content/generative-ai/fine-tuning-parameters.htm): Explore the hyperparameters available for fine-tuning Generative AI models on OCI.
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- [Model Performance Details](https://docs.public.content.oci.oraclecloud.com/en-us/iaas/Content/generative-ai/concepts-metrics.htm): Understand the metrics used to evaluate the performance of Generative AI models on OCI.
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- [Available Fine-Tuning Methods](https://docs.public.content.oci.oraclecloud.com/en-us/iaas/Content/generative-ai/choose-method.htm): Discover the fine-tuning methods supported by Generative AI on OCI and how to choose the right one.
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- [Sample Fine-Tuning Dataset](https://huggingface.co/datasets/gbharti/finance-alpaca): Access a sample dataset for fine-tuning Generative AI models, specifically in the finance domain.
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# License
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ai/generative-ai-service/llm-comparator/files/README.md

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### Dataset Format Conversion (`format_dataset\dataset_to_oci_format.py`)
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**Purpose**: Converts standard instruction-following datasets to OCI-compatible JSONL format.
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**Purpose**: Converts standard instruction-following datasets (e.g., [gbharti/finance-alpaca](https://huggingface.co/datasets/gbharti/finance-alpaca) on Hugging Face) to OCI-compatible JSONL format.
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**Input Format** (e.g., `finance_data.json`):
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**Input Format** (e.g., `finance_data.json` in JSON format):
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```json
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[
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- **API Keys**: Store OCI credentials securely
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- **Network Security**: Use HTTPS endpoints only
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- **Access Control**: Implement proper OCI IAM policies
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- **Access Control**: Implement proper OCI IAM policies

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