Text Generation
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TensorBlock
GGUF
Eval Results
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.gitattributes CHANGED
@@ -33,3 +33,15 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ starcoder2-15b-instruct-v0.1-Q2_K.gguf filter=lfs diff=lfs merge=lfs -text
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+ starcoder2-15b-instruct-v0.1-Q3_K_L.gguf filter=lfs diff=lfs merge=lfs -text
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+ starcoder2-15b-instruct-v0.1-Q3_K_M.gguf filter=lfs diff=lfs merge=lfs -text
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+ starcoder2-15b-instruct-v0.1-Q3_K_S.gguf filter=lfs diff=lfs merge=lfs -text
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+ starcoder2-15b-instruct-v0.1-Q4_0.gguf filter=lfs diff=lfs merge=lfs -text
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+ starcoder2-15b-instruct-v0.1-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
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+ starcoder2-15b-instruct-v0.1-Q4_K_S.gguf filter=lfs diff=lfs merge=lfs -text
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+ starcoder2-15b-instruct-v0.1-Q5_0.gguf filter=lfs diff=lfs merge=lfs -text
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+ starcoder2-15b-instruct-v0.1-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text
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+ starcoder2-15b-instruct-v0.1-Q5_K_S.gguf filter=lfs diff=lfs merge=lfs -text
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+ starcoder2-15b-instruct-v0.1-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text
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+ starcoder2-15b-instruct-v0.1-Q8_0.gguf filter=lfs diff=lfs merge=lfs -text
README.md ADDED
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+ ---
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+ pipeline_tag: text-generation
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+ base_model: bigcode/starcoder2-15b-instruct-v0.1
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+ datasets:
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+ - bigcode/self-oss-instruct-sc2-exec-filter-50k
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+ license: bigcode-openrail-m
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+ library_name: transformers
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+ tags:
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+ - code
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+ - TensorBlock
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+ - GGUF
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+ model-index:
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+ - name: starcoder2-15b-instruct-v0.1
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+ results:
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+ - task:
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+ type: text-generation
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+ dataset:
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+ name: LiveCodeBench (code generation)
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+ type: livecodebench-codegeneration
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+ metrics:
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+ - type: pass@1
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+ value: 20.4
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+ - task:
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+ type: text-generation
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+ dataset:
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+ name: LiveCodeBench (self repair)
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+ type: livecodebench-selfrepair
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+ metrics:
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+ - type: pass@1
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+ value: 20.9
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+ - task:
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+ type: text-generation
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+ dataset:
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+ name: LiveCodeBench (test output prediction)
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+ type: livecodebench-testoutputprediction
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+ metrics:
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+ - type: pass@1
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+ value: 29.8
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+ - task:
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+ type: text-generation
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+ dataset:
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+ name: LiveCodeBench (code execution)
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+ type: livecodebench-codeexecution
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+ metrics:
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+ - type: pass@1
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+ value: 28.1
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+ - task:
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+ type: text-generation
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+ dataset:
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+ name: HumanEval
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+ type: humaneval
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+ metrics:
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+ - type: pass@1
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+ value: 72.6
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+ - task:
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+ type: text-generation
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+ dataset:
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+ name: HumanEval+
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+ type: humanevalplus
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+ metrics:
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+ - type: pass@1
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+ value: 63.4
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+ - task:
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+ type: text-generation
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+ dataset:
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+ name: MBPP
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+ type: mbpp
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+ metrics:
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+ - type: pass@1
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+ value: 75.2
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+ - task:
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+ type: text-generation
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+ dataset:
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+ name: MBPP+
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+ type: mbppplus
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+ metrics:
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+ - type: pass@1
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+ value: 61.2
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+ - task:
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+ type: text-generation
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+ dataset:
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+ name: DS-1000
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+ type: ds-1000
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+ metrics:
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+ - type: pass@1
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+ value: 40.6
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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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+ ## bigcode/starcoder2-15b-instruct-v0.1 - GGUF
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+
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+ This repo contains GGUF format model files for [bigcode/starcoder2-15b-instruct-v0.1](https://huggingface.co/bigcode/starcoder2-15b-instruct-v0.1).
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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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+ <|endoftext|>You are an exceptionally intelligent coding assistant that consistently delivers accurate and reliable responses to user instructions.
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+
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+ ### Instruction
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+ {prompt}
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+
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+ ### Response
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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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+ | [starcoder2-15b-instruct-v0.1-Q2_K.gguf](https://huggingface.co/tensorblock/starcoder2-15b-instruct-v0.1-GGUF/tree/main/starcoder2-15b-instruct-v0.1-Q2_K.gguf) | Q2_K | 5.768 GB | smallest, significant quality loss - not recommended for most purposes |
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+ | [starcoder2-15b-instruct-v0.1-Q3_K_S.gguf](https://huggingface.co/tensorblock/starcoder2-15b-instruct-v0.1-GGUF/tree/main/starcoder2-15b-instruct-v0.1-Q3_K_S.gguf) | Q3_K_S | 6.507 GB | very small, high quality loss |
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+ | [starcoder2-15b-instruct-v0.1-Q3_K_M.gguf](https://huggingface.co/tensorblock/starcoder2-15b-instruct-v0.1-GGUF/tree/main/starcoder2-15b-instruct-v0.1-Q3_K_M.gguf) | Q3_K_M | 7.492 GB | very small, high quality loss |
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+ | [starcoder2-15b-instruct-v0.1-Q3_K_L.gguf](https://huggingface.co/tensorblock/starcoder2-15b-instruct-v0.1-GGUF/tree/main/starcoder2-15b-instruct-v0.1-Q3_K_L.gguf) | Q3_K_L | 8.350 GB | small, substantial quality loss |
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+ | [starcoder2-15b-instruct-v0.1-Q4_0.gguf](https://huggingface.co/tensorblock/starcoder2-15b-instruct-v0.1-GGUF/tree/main/starcoder2-15b-instruct-v0.1-Q4_0.gguf) | Q4_0 | 8.443 GB | legacy; small, very high quality loss - prefer using Q3_K_M |
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+ | [starcoder2-15b-instruct-v0.1-Q4_K_S.gguf](https://huggingface.co/tensorblock/starcoder2-15b-instruct-v0.1-GGUF/tree/main/starcoder2-15b-instruct-v0.1-Q4_K_S.gguf) | Q4_K_S | 8.532 GB | small, greater quality loss |
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+ | [starcoder2-15b-instruct-v0.1-Q4_K_M.gguf](https://huggingface.co/tensorblock/starcoder2-15b-instruct-v0.1-GGUF/tree/main/starcoder2-15b-instruct-v0.1-Q4_K_M.gguf) | Q4_K_M | 9.183 GB | medium, balanced quality - recommended |
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+ | [starcoder2-15b-instruct-v0.1-Q5_0.gguf](https://huggingface.co/tensorblock/starcoder2-15b-instruct-v0.1-GGUF/tree/main/starcoder2-15b-instruct-v0.1-Q5_0.gguf) | Q5_0 | 10.265 GB | legacy; medium, balanced quality - prefer using Q4_K_M |
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+ | [starcoder2-15b-instruct-v0.1-Q5_K_S.gguf](https://huggingface.co/tensorblock/starcoder2-15b-instruct-v0.1-GGUF/tree/main/starcoder2-15b-instruct-v0.1-Q5_K_S.gguf) | Q5_K_S | 10.265 GB | large, low quality loss - recommended |
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+ | [starcoder2-15b-instruct-v0.1-Q5_K_M.gguf](https://huggingface.co/tensorblock/starcoder2-15b-instruct-v0.1-GGUF/tree/main/starcoder2-15b-instruct-v0.1-Q5_K_M.gguf) | Q5_K_M | 10.646 GB | large, very low quality loss - recommended |
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+ | [starcoder2-15b-instruct-v0.1-Q6_K.gguf](https://huggingface.co/tensorblock/starcoder2-15b-instruct-v0.1-GGUF/tree/main/starcoder2-15b-instruct-v0.1-Q6_K.gguf) | Q6_K | 12.201 GB | very large, extremely low quality loss |
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+ | [starcoder2-15b-instruct-v0.1-Q8_0.gguf](https://huggingface.co/tensorblock/starcoder2-15b-instruct-v0.1-GGUF/tree/main/starcoder2-15b-instruct-v0.1-Q8_0.gguf) | Q8_0 | 15.800 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/starcoder2-15b-instruct-v0.1-GGUF --include "starcoder2-15b-instruct-v0.1-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/starcoder2-15b-instruct-v0.1-GGUF --local-dir MY_LOCAL_DIR --local-dir-use-symlinks False --include='*Q4_K*gguf'
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+ ```
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