Model Intelligence Sheet
richarderkhov/mlfoundations-dev_-_oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions-gguf overview
This model is a fine-tuned version of meta-llama/Meta-Llama-3.1-8B on the mlfoundations-dev/oh-dcft-v1.2no-curationgpt-4o-miniwounnatural_instructions dataset. It achieves the following results on the evaluation set:
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| File | Type | Quantization | Size | Link |
|---|---|---|---|---|
| oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.IQ3_M.gguf | GGUF | IQ3_M | 3.52 GB | Download |
| oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.IQ3_S.gguf | GGUF | IQ3_S | 3.43 GB | Download |
| oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.IQ3_XS.gguf | GGUF | IQ3_XS | 3.28 GB | Download |
| oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.IQ4_NL.gguf | GGUF | IQ4_NL | 4.38 GB | Download |
| oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.IQ4_XS.gguf | GGUF | IQ4_XS | 4.18 GB | Download |
| oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q2_K.gguf | GGUF | Q2_K | 2.96 GB | Download |
| oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q3_K.gguf | GGUF | Q3_K | 3.74 GB | Download |
| oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q3_K_L.gguf | GGUF | Q3_K_L | 4.03 GB | Download |
| oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q3_K_M.gguf | GGUF | Q3_K_M | 3.74 GB | Download |
| oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q3_K_S.gguf | GGUF | Q3_K_S | 3.41 GB | Download |
| oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q4_0.gguf | GGUF | — | 4.34 GB | Download |
| oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q4_1.gguf | GGUF | — | 4.78 GB | Download |
| oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q4_K.gguf | GGUF | Q4_K | 4.58 GB | Download |
| oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q4_K_M.gguf | GGUF | Q4_K_M | 4.58 GB | Download |
| oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q4_K_S.gguf | GGUF | Q4_K_S | 4.37 GB | Download |
| oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q5_0.gguf | GGUF | — | 5.21 GB | Download |
| oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q5_1.gguf | GGUF | — | 5.65 GB | Download |
| oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q5_K.gguf | GGUF | Q5_K | 5.34 GB | Download |
| oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q5_K_M.gguf | GGUF | Q5_K_M | 5.34 GB | Download |
| oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q5_K_S.gguf | GGUF | Q5_K_S | 5.21 GB | Download |
| oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q6_K.gguf | GGUF | Q6_K | 6.14 GB | Download |
| oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q8_0.gguf | GGUF | — | 7.95 GB | Download |
Model Details Live
Metadata Inspector
Normalized metadata (stored in metadata_json)
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"summary": "This model is a fine-tuned version of meta-llama/Meta-Llama-3.1-8B on the mlfoundations-dev/oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions dataset. It achieves the following results on the evaluation set:",
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"readme_markdown": "Quantization made by Richard Erkhov.\n\n[Github](https://github.com/RichardErkhov)\n\n[Discord](https://discord.gg/pvy7H8DZMG)\n\n[Request more models](https://github.com/RichardErkhov/quant_request)\n\n\noh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions - GGUF\n- Model creator: https://huggingface.co/mlfoundations-dev/\n- Original model: https://huggingface.co/mlfoundations-dev/oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions/\n\n\n| Name | Quant method | Size |\n| ---- | ---- | ---- |\n| [oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q2_K.gguf](https://huggingface.co/RichardErkhov/mlfoundations-dev_-_oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions-gguf/blob/main/oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q2_K.gguf) | Q2_K | 2.96GB |\n| [oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.IQ3_XS.gguf](https://huggingface.co/RichardErkhov/mlfoundations-dev_-_oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions-gguf/blob/main/oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.IQ3_XS.gguf) | IQ3_XS | 3.28GB |\n| [oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.IQ3_S.gguf](https://huggingface.co/RichardErkhov/mlfoundations-dev_-_oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions-gguf/blob/main/oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.IQ3_S.gguf) | IQ3_S | 3.43GB |\n| [oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q3_K_S.gguf](https://huggingface.co/RichardErkhov/mlfoundations-dev_-_oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions-gguf/blob/main/oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q3_K_S.gguf) | Q3_K_S | 3.41GB |\n| [oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.IQ3_M.gguf](https://huggingface.co/RichardErkhov/mlfoundations-dev_-_oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions-gguf/blob/main/oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.IQ3_M.gguf) | IQ3_M | 3.52GB |\n| [oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q3_K.gguf](https://huggingface.co/RichardErkhov/mlfoundations-dev_-_oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions-gguf/blob/main/oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q3_K.gguf) | Q3_K | 3.74GB |\n| [oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q3_K_M.gguf](https://huggingface.co/RichardErkhov/mlfoundations-dev_-_oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions-gguf/blob/main/oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q3_K_M.gguf) | Q3_K_M | 3.74GB |\n| [oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q3_K_L.gguf](https://huggingface.co/RichardErkhov/mlfoundations-dev_-_oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions-gguf/blob/main/oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q3_K_L.gguf) | Q3_K_L | 4.03GB |\n| [oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.IQ4_XS.gguf](https://huggingface.co/RichardErkhov/mlfoundations-dev_-_oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions-gguf/blob/main/oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.IQ4_XS.gguf) | IQ4_XS | 4.18GB |\n| [oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q4_0.gguf](https://huggingface.co/RichardErkhov/mlfoundations-dev_-_oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions-gguf/blob/main/oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q4_0.gguf) | Q4_0 | 4.34GB |\n| [oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.IQ4_NL.gguf](https://huggingface.co/RichardErkhov/mlfoundations-dev_-_oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions-gguf/blob/main/oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.IQ4_NL.gguf) | IQ4_NL | 4.38GB |\n| [oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q4_K_S.gguf](https://huggingface.co/RichardErkhov/mlfoundations-dev_-_oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions-gguf/blob/main/oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q4_K_S.gguf) | Q4_K_S | 4.37GB |\n| [oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q4_K.gguf](https://huggingface.co/RichardErkhov/mlfoundations-dev_-_oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions-gguf/blob/main/oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q4_K.gguf) | Q4_K | 4.58GB |\n| [oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q4_K_M.gguf](https://huggingface.co/RichardErkhov/mlfoundations-dev_-_oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions-gguf/blob/main/oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q4_K_M.gguf) | Q4_K_M | 4.58GB |\n| [oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q4_1.gguf](https://huggingface.co/RichardErkhov/mlfoundations-dev_-_oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions-gguf/blob/main/oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q4_1.gguf) | Q4_1 | 4.78GB |\n| [oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q5_0.gguf](https://huggingface.co/RichardErkhov/mlfoundations-dev_-_oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions-gguf/blob/main/oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q5_0.gguf) | Q5_0 | 5.21GB |\n| [oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q5_K_S.gguf](https://huggingface.co/RichardErkhov/mlfoundations-dev_-_oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions-gguf/blob/main/oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q5_K_S.gguf) | Q5_K_S | 5.21GB |\n| [oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q5_K.gguf](https://huggingface.co/RichardErkhov/mlfoundations-dev_-_oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions-gguf/blob/main/oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q5_K.gguf) | Q5_K | 5.34GB |\n| [oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q5_K_M.gguf](https://huggingface.co/RichardErkhov/mlfoundations-dev_-_oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions-gguf/blob/main/oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q5_K_M.gguf) | Q5_K_M | 5.34GB |\n| [oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q5_1.gguf](https://huggingface.co/RichardErkhov/mlfoundations-dev_-_oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions-gguf/blob/main/oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q5_1.gguf) | Q5_1 | 5.65GB |\n| [oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q6_K.gguf](https://huggingface.co/RichardErkhov/mlfoundations-dev_-_oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions-gguf/blob/main/oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q6_K.gguf) | Q6_K | 6.14GB |\n| [oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q8_0.gguf](https://huggingface.co/RichardErkhov/mlfoundations-dev_-_oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions-gguf/blob/main/oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions.Q8_0.gguf) | Q8_0 | 7.95GB |\n\n\n\n\nOriginal model description:\n---\nlibrary_name: transformers\nlicense: llama3.1\nbase_model: meta-llama/Meta-Llama-3.1-8B\ntags:\n- llama-factory\n- full\n- generated_from_trainer\nmodel-index:\n- name: oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions\n results: []\n---\n\n<!-- This model card has been generated automatically according to the information the Trainer had access to. You\nshould probably proofread and complete it, then remove this comment. -->\n\n# oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions\n\nThis model is a fine-tuned version of [meta-llama/Meta-Llama-3.1-8B](https://huggingface.co/meta-llama/Meta-Llama-3.1-8B) on the mlfoundations-dev/oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions dataset.\nIt achieves the following results on the evaluation set:\n- Loss: 0.6580\n\n## Model description\n\nMore information needed\n\n## Intended uses & limitations\n\nMore information needed\n\n## Training and evaluation data\n\nMore information needed\n\n## Training procedure\n\n### Training hyperparameters\n\nThe following hyperparameters were used during training:\n- learning_rate: 5e-06\n- train_batch_size: 16\n- eval_batch_size: 8\n- seed: 42\n- distributed_type: multi-GPU\n- num_devices: 32\n- total_train_batch_size: 512\n- total_eval_batch_size: 256\n- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08\n- lr_scheduler_type: constant\n- lr_scheduler_warmup_ratio: 0.1\n- lr_scheduler_warmup_steps: 1738\n- num_epochs: 3.0\n\n### Training results\n\n| Training Loss | Epoch | Step | Validation Loss |\n|:-------------:|:-----:|:----:|:---------------:|\n| 0.6582 | 1.0 | 323 | 0.6614 |\n| 0.6073 | 2.0 | 646 | 0.6524 |\n| 0.5733 | 3.0 | 969 | 0.6580 |\n\n\n### Framework versions\n\n- Transformers 4.44.2\n- Pytorch 2.4.0\n- Datasets 3.0.2\n- Tokenizers 0.19.1\n\n\n",
"related_quantizations": []
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"created_at": "2025-05-08T05:58:25.000Z",
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Source payload excerpt (from Hugging Face API)
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"id": "RichardErkhov/mlfoundations-dev_-_oh-dcft-v1.2_no-curation_gpt-4o-mini_wo_unnatural_instructions-gguf",
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