Text Generation
Transformers
GGUF
English
TensorBlock
GGUF
Eval Results
Inference Endpoints
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.gitattributes CHANGED
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ orca_mini_3b-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text
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+ orca_mini_3b-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text
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+ orca_mini_3b-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text
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+ orca_mini_3b-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text
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+ orca_mini_3b-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text
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+ orca_mini_3b-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
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+ orca_mini_3b-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text
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+ orca_mini_3b-Q5_0.gguf filter=lfs diff=lfs merge=lfs -text
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+ orca_mini_3b-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text
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+ orca_mini_3b-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text
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+ orca_mini_3b-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text
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+ orca_mini_3b-Q8_0.gguf filter=lfs diff=lfs merge=lfs -text
README.md ADDED
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+ ---
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+ language:
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+ - en
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+ license: cc-by-nc-sa-4.0
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+ library_name: transformers
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+ datasets:
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+ - psmathur/alpaca_orca
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+ - psmathur/dolly-v2_orca
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+ - psmathur/WizardLM_Orca
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+ pipeline_tag: text-generation
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+ tags:
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+ - TensorBlock
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+ - GGUF
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+ base_model: pankajmathur/orca_mini_3b
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+ model-index:
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+ - name: orca_mini_3b
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+ results:
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+ - task:
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+ type: text-generation
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+ name: Text Generation
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+ dataset:
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+ name: AI2 Reasoning Challenge (25-Shot)
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+ type: ai2_arc
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+ config: ARC-Challenge
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+ split: test
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+ args:
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+ num_few_shot: 25
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+ metrics:
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+ - type: acc_norm
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+ value: 41.55
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+ name: normalized accuracy
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+ source:
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+ url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=psmathur/orca_mini_3b
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+ name: Open LLM Leaderboard
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+ - task:
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+ type: text-generation
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+ name: Text Generation
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+ dataset:
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+ name: HellaSwag (10-Shot)
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+ type: hellaswag
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+ split: validation
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+ args:
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+ num_few_shot: 10
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+ metrics:
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+ - type: acc_norm
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+ value: 61.52
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+ name: normalized accuracy
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+ source:
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+ url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=psmathur/orca_mini_3b
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+ name: Open LLM Leaderboard
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+ - task:
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+ type: text-generation
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+ name: Text Generation
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+ dataset:
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+ name: MMLU (5-Shot)
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+ type: cais/mmlu
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+ config: all
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+ split: test
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+ args:
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+ num_few_shot: 5
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+ metrics:
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+ - type: acc
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+ value: 26.79
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+ name: accuracy
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+ source:
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+ url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=psmathur/orca_mini_3b
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+ name: Open LLM Leaderboard
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+ - task:
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+ type: text-generation
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+ name: Text Generation
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+ dataset:
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+ name: TruthfulQA (0-shot)
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+ type: truthful_qa
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+ config: multiple_choice
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+ split: validation
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+ args:
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+ num_few_shot: 0
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+ metrics:
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+ - type: mc2
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+ value: 42.42
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+ source:
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+ url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=psmathur/orca_mini_3b
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+ name: Open LLM Leaderboard
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+ - task:
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+ type: text-generation
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+ name: Text Generation
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+ dataset:
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+ name: Winogrande (5-shot)
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+ type: winogrande
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+ config: winogrande_xl
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+ split: validation
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+ args:
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+ num_few_shot: 5
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+ metrics:
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+ - type: acc
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+ value: 61.8
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+ name: accuracy
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+ source:
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+ url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=psmathur/orca_mini_3b
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+ name: Open LLM Leaderboard
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+ - task:
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+ type: text-generation
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+ name: Text Generation
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+ dataset:
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+ name: GSM8k (5-shot)
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+ type: gsm8k
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+ config: main
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+ split: test
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+ args:
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+ num_few_shot: 5
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+ metrics:
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+ - type: acc
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+ value: 0.08
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+ name: accuracy
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+ source:
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+ url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=psmathur/orca_mini_3b
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+ name: Open LLM Leaderboard
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+ ---
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+
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+ <div style="width: auto; margin-left: auto; margin-right: auto">
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+ <img src="https://i.imgur.com/jC7kdl8.jpeg" alt="TensorBlock" style="width: 100%; min-width: 400px; display: block; margin: auto;">
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+ </div>
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+ <div style="display: flex; justify-content: space-between; width: 100%;">
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+ <div style="display: flex; flex-direction: column; align-items: flex-start;">
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+ <p style="margin-top: 0.5em; margin-bottom: 0em;">
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+ Feedback and support: TensorBlock's <a href="https://x.com/tensorblock_aoi">Twitter/X</a>, <a href="https://t.me/TensorBlock">Telegram Group</a> and <a href="https://x.com/tensorblock_aoi">Discord server</a>
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+ </p>
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+ </div>
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+ </div>
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+
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+ ## pankajmathur/orca_mini_3b - GGUF
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+
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+ This repo contains GGUF format model files for [pankajmathur/orca_mini_3b](https://huggingface.co/pankajmathur/orca_mini_3b).
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+
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+ The files were quantized using machines provided by [TensorBlock](https://tensorblock.co/), and they are compatible with llama.cpp as of [commit b4011](https://github.com/ggerganov/llama.cpp/commit/a6744e43e80f4be6398fc7733a01642c846dce1d).
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+
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+ ## Prompt template
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+
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+ ```
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+
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+ ```
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+
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+ ## Model file specification
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+
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+ | Filename | Quant type | File Size | Description |
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+ | -------- | ---------- | --------- | ----------- |
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+ | [orca_mini_3b-Q2_K.gguf](https://huggingface.co/tensorblock/orca_mini_3b-GGUF/tree/main/orca_mini_3b-Q2_K.gguf) | Q2_K | 1.844 GB | smallest, significant quality loss - not recommended for most purposes |
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+ | [orca_mini_3b-Q3_K_S.gguf](https://huggingface.co/tensorblock/orca_mini_3b-GGUF/tree/main/orca_mini_3b-Q3_K_S.gguf) | Q3_K_S | 1.844 GB | very small, high quality loss |
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+ | [orca_mini_3b-Q3_K_M.gguf](https://huggingface.co/tensorblock/orca_mini_3b-GGUF/tree/main/orca_mini_3b-Q3_K_M.gguf) | Q3_K_M | 1.992 GB | very small, high quality loss |
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+ | [orca_mini_3b-Q3_K_L.gguf](https://huggingface.co/tensorblock/orca_mini_3b-GGUF/tree/main/orca_mini_3b-Q3_K_L.gguf) | Q3_K_L | 2.062 GB | small, substantial quality loss |
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+ | [orca_mini_3b-Q4_0.gguf](https://huggingface.co/tensorblock/orca_mini_3b-GGUF/tree/main/orca_mini_3b-Q4_0.gguf) | Q4_0 | 1.844 GB | legacy; small, very high quality loss - prefer using Q3_K_M |
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+ | [orca_mini_3b-Q4_K_S.gguf](https://huggingface.co/tensorblock/orca_mini_3b-GGUF/tree/main/orca_mini_3b-Q4_K_S.gguf) | Q4_K_S | 2.238 GB | small, greater quality loss |
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+ | [orca_mini_3b-Q4_K_M.gguf](https://huggingface.co/tensorblock/orca_mini_3b-GGUF/tree/main/orca_mini_3b-Q4_K_M.gguf) | Q4_K_M | 2.403 GB | medium, balanced quality - recommended |
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+ | [orca_mini_3b-Q5_0.gguf](https://huggingface.co/tensorblock/orca_mini_3b-GGUF/tree/main/orca_mini_3b-Q5_0.gguf) | Q5_0 | 2.231 GB | legacy; medium, balanced quality - prefer using Q4_K_M |
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+ | [orca_mini_3b-Q5_K_S.gguf](https://huggingface.co/tensorblock/orca_mini_3b-GGUF/tree/main/orca_mini_3b-Q5_K_S.gguf) | Q5_K_S | 2.424 GB | large, low quality loss - recommended |
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+ | [orca_mini_3b-Q5_K_M.gguf](https://huggingface.co/tensorblock/orca_mini_3b-GGUF/tree/main/orca_mini_3b-Q5_K_M.gguf) | Q5_K_M | 2.568 GB | large, very low quality loss - recommended |
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+ | [orca_mini_3b-Q6_K.gguf](https://huggingface.co/tensorblock/orca_mini_3b-GGUF/tree/main/orca_mini_3b-Q6_K.gguf) | Q6_K | 3.392 GB | very large, extremely low quality loss |
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+ | [orca_mini_3b-Q8_0.gguf](https://huggingface.co/tensorblock/orca_mini_3b-GGUF/tree/main/orca_mini_3b-Q8_0.gguf) | Q8_0 | 3.392 GB | very large, extremely low quality loss - not recommended |
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+
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+
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+ ## Downloading instruction
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+
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+ ### Command line
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+
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+ Firstly, install Huggingface Client
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+
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+ ```shell
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+ pip install -U "huggingface_hub[cli]"
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+ ```
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+
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+ Then, downoad the individual model file the a local directory
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+
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+ ```shell
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+ huggingface-cli download tensorblock/orca_mini_3b-GGUF --include "orca_mini_3b-Q2_K.gguf" --local-dir MY_LOCAL_DIR
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+ ```
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+
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+ If you wanna download multiple model files with a pattern (e.g., `*Q4_K*gguf`), you can try:
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+
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+ ```shell
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+ huggingface-cli download tensorblock/orca_mini_3b-GGUF --local-dir MY_LOCAL_DIR --local-dir-use-symlinks False --include='*Q4_K*gguf'
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+ ```
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