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---
license: apache-2.0
library_name: transformers
tags:
- code
- granite
- llama-cpp
- gguf-my-repo
datasets:
- codeparrot/github-code-clean
- bigcode/starcoderdata
- open-web-math/open-web-math
- math-ai/StackMathQA
metrics:
- code_eval
pipeline_tag: text-generation
inference: true
model-index:
- name: granite-20b-code-base
results:
- task:
type: text-generation
dataset:
name: MBPP
type: mbpp
metrics:
- type: pass@1
value: 43.8
name: pass@1
- task:
type: text-generation
dataset:
name: MBPP+
type: evalplus/mbppplus
metrics:
- type: pass@1
value: 51.6
name: pass@1
- task:
type: text-generation
dataset:
name: HumanEvalSynthesis(Python)
type: bigcode/humanevalpack
metrics:
- type: pass@1
value: 48.2
name: pass@1
- type: pass@1
value: 50.0
name: pass@1
- type: pass@1
value: 59.1
name: pass@1
- type: pass@1
value: 32.3
name: pass@1
- type: pass@1
value: 40.9
name: pass@1
- type: pass@1
value: 35.4
name: pass@1
- type: pass@1
value: 17.1
name: pass@1
- type: pass@1
value: 18.3
name: pass@1
- type: pass@1
value: 23.2
name: pass@1
- type: pass@1
value: 10.4
name: pass@1
- type: pass@1
value: 25.6
name: pass@1
- type: pass@1
value: 18.3
name: pass@1
- type: pass@1
value: 23.2
name: pass@1
- type: pass@1
value: 23.8
name: pass@1
- type: pass@1
value: 14.6
name: pass@1
- type: pass@1
value: 26.2
name: pass@1
- type: pass@1
value: 15.2
name: pass@1
- type: pass@1
value: 3.0
name: pass@1
---
# cobrakenji/granite-20b-code-base-Q3_K_M-GGUF
This model was converted to GGUF format from [`ibm-granite/granite-20b-code-base`](https://huggingface.co/ibm-granite/granite-20b-code-base) using llama.cpp via the ggml.ai's [GGUF-my-repo](https://huggingface.co/spaces/ggml-org/gguf-my-repo) space.
Refer to the [original model card](https://huggingface.co/ibm-granite/granite-20b-code-base) for more details on the model.
## Use with llama.cpp
Install llama.cpp through brew.
```bash
brew install ggerganov/ggerganov/llama.cpp
```
Invoke the llama.cpp server or the CLI.
CLI:
```bash
llama-cli --hf-repo cobrakenji/granite-20b-code-base-Q3_K_M-GGUF --model granite-20b-code-base.Q3_K_M.gguf -p "The meaning to life and the universe is"
```
Server:
```bash
llama-server --hf-repo cobrakenji/granite-20b-code-base-Q3_K_M-GGUF --model granite-20b-code-base.Q3_K_M.gguf -c 2048
```
Note: You can also use this checkpoint directly through the [usage steps](https://github.com/ggerganov/llama.cpp?tab=readme-ov-file#usage) listed in the Llama.cpp repo as well.
```
git clone https://github.com/ggerganov/llama.cpp && cd llama.cpp && make && ./main -m granite-20b-code-base.Q3_K_M.gguf -n 128
```
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