pipeline_tag: text-generation
base_model: ibm-granite/granite-3b-code-base
license: apache-2.0
datasets:
- bigcode/commitpackft
- TIGER-Lab/MathInstruct
- meta-math/MetaMathQA
- glaiveai/glaive-code-assistant-v3
- glaive-function-calling-v2
- bugdaryan/sql-create-context-instruction
- garage-bAInd/Open-Platypus
- nvidia/HelpSteer
metrics:
- code_eval
library_name: transformers
tags:
- code
- granite
model-index:
- name: granite-3b-code-instruct
results:
- task:
type: text-generation
dataset:
type: bigcode/humanevalpack
name: HumanEvalSynthesis(Python)
metrics:
- name: pass@1
type: pass@1
value: 51.2
veriefied: false
- task:
type: text-generation
dataset:
type: bigcode/humanevalpack
name: HumanEvalSynthesis(JavaScript)
metrics:
- name: pass@1
type: pass@1
value: 43.9
veriefied: false
- task:
type: text-generation
dataset:
type: bigcode/humanevalpack
name: HumanEvalSynthesis(Java)
metrics:
- name: pass@1
type: pass@1
value: 41.5
veriefied: false
- task:
type: text-generation
dataset:
type: bigcode/humanevalpack
name: HumanEvalSynthesis(Go)
metrics:
- name: pass@1
type: pass@1
value: 31.7
veriefied: false
- task:
type: text-generation
dataset:
type: bigcode/humanevalpack
name: HumanEvalSynthesis(C++)
metrics:
- name: pass@1
type: pass@1
value: 40.2
veriefied: false
- task:
type: text-generation
dataset:
type: bigcode/humanevalpack
name: HumanEvalSynthesis(Rust)
metrics:
- name: pass@1
type: pass@1
value: 29.3
veriefied: false
- task:
type: text-generation
dataset:
type: bigcode/humanevalpack
name: HumanEvalExplain(Python)
metrics:
- name: pass@1
type: pass@1
value: 39.6
veriefied: false
- task:
type: text-generation
dataset:
type: bigcode/humanevalpack
name: HumanEvalExplain(JavaScript)
metrics:
- name: pass@1
type: pass@1
value: 26.8
veriefied: false
- task:
type: text-generation
dataset:
type: bigcode/humanevalpack
name: HumanEvalExplain(Java)
metrics:
- name: pass@1
type: pass@1
value: 39
veriefied: false
- task:
type: text-generation
dataset:
type: bigcode/humanevalpack
name: HumanEvalExplain(Go)
metrics:
- name: pass@1
type: pass@1
value: 14
veriefied: false
- task:
type: text-generation
dataset:
type: bigcode/humanevalpack
name: HumanEvalExplain(C++)
metrics:
- name: pass@1
type: pass@1
value: 23.8
veriefied: false
- task:
type: text-generation
dataset:
type: bigcode/humanevalpack
name: HumanEvalExplain(Rust)
metrics:
- name: pass@1
type: pass@1
value: 12.8
veriefied: false
- task:
type: text-generation
dataset:
type: bigcode/humanevalpack
name: HumanEvalFix(Python)
metrics:
- name: pass@1
type: pass@1
value: 26.8
veriefied: false
- task:
type: text-generation
dataset:
type: bigcode/humanevalpack
name: HumanEvalFix(JavaScript)
metrics:
- name: pass@1
type: pass@1
value: 28
veriefied: false
- task:
type: text-generation
dataset:
type: bigcode/humanevalpack
name: HumanEvalFix(Java)
metrics:
- name: pass@1
type: pass@1
value: 33.5
veriefied: false
- task:
type: text-generation
dataset:
type: bigcode/humanevalpack
name: HumanEvalFix(Go)
metrics:
- name: pass@1
type: pass@1
value: 27.4
veriefied: false
- task:
type: text-generation
dataset:
type: bigcode/humanevalpack
name: HumanEvalFix(C++)
metrics:
- name: pass@1
type: pass@1
value: 31.7
veriefied: false
- task:
type: text-generation
dataset:
type: bigcode/humanevalpack
name: HumanEvalFix(Rust)
metrics:
- name: pass@1
type: pass@1
value: 16.5
veriefied: false
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Granite 3B Code Instruct GGUF
Model creator: ibm-granite
Original model: granite-3b-code-instruct
Model Summary:
Granite-3B-Code-Instruct is a 3B parameter model fine tuned from Granite-3B-Code-Base on a combination of permissively licensed instruction data to enhance instruction following capabilities including logical reasoning and problem-solving skills.
- Developers: IBM Research
- GitHub Repository: ibm-granite/granite-code-models
- Paper: Granite Code Models: A Family of Open Foundation Models for Code Intelligence
- Release Date: May 6th, 2024
- License: Apache 2.0.
Prompt Template:
If you're using Sanctum app, simply use IBM Granite Code model preset.
Prompt template:
System:
{system_prompt}
Question:
{prompt}
Answer:
Hardware Requirements Estimate
| Name | Quant method | Size | Memory (RAM, vRAM) required (for full context of 32k tokens) |
|---|---|---|---|
| granite-3b-code-instruct.Q2_K.gguf | Q2_K | 1.34 GB | 4.68 GB |
| granite-3b-code-instruct.Q3_K_S.gguf | Q3_K_S | 1.55 GB | ? |
| granite-3b-code-instruct.Q3_K_M.gguf | Q3_K_M | 1.73 GB | ? |
| granite-3b-code-instruct.Q3_K_L.gguf | Q3_K_L | 1.88 GB | ? |
| granite-3b-code-instruct.Q4_0.gguf | Q4_0 | 2.00 GB | ? |
| granite-3b-code-instruct.Q4_K_S.gguf | Q4_K_S | 2.01 GB | ? |
| granite-3b-code-instruct.Q4_K_M.gguf | Q4_K_M | 2.13 GB | ? |
| granite-3b-code-instruct.Q4_K.gguf | Q4_K | 2.13 GB | ? |
| granite-3b-code-instruct.Q4_1.gguf | Q4_1 | 2.21 GB | ? |
| granite-3b-code-instruct.Q5_0.gguf | Q5_0 | 2.42 GB | ? |
| granite-3b-code-instruct.Q5_K_S.gguf | Q5_K_S | 2.42 GB | ? |
| granite-3b-code-instruct.Q5_K_M.gguf | Q5_K_M | 2.49 GB | ? |
| granite-3b-code-instruct.Q5_K.gguf | Q5_K | 2.49 GB | ? |
| granite-3b-code-instruct.Q5_1.gguf | Q5_1 | 2.63 GB | ? |
| granite-3b-code-instruct.Q6_K.gguf | Q6_K | 2.86 GB | ? |
| granite-3b-code-instruct.Q8_0.gguf | Q8_0 | 3.71 GB | ? |
| granite-3b-code-instruct.f16.gguf | f16 | 6.97 GB | 4.68 GB |
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