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Codegemma 1.1 2B by google

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  Autotrain compatible   Endpoints compatible   Gemma   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/google/codegemma-1.1-2b 

Codegemma 1.1 2B Benchmarks

MMLU Pro: 3.09
GPQA: 2.01
MUSR: 5.93
BBH: 7.55
IFEval: 22.94 vs 88 (so35)-73.9%
MATH Lvl 5: 0.68
LLME Score: 0.21515
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Codegemma 1.1 2B (google/codegemma-1.1-2b)

Codegemma 1.1 2B Parameters and Internals

Model Type 
text-to-text, text-to-code
Use Cases 
Areas:
research, commercial applications
Applications:
code completion, code generation, code conversation, code education
Primary Use Cases:
interactive code learning, syntax correction, coding practice
Limitations:
Large Language Models (LLMs) have limitations based on their training data.
Additional Notes 
TPU hardware was used for training. The model focused on fitness in real-world applications with structured examples using heuristic techniques.
Supported Languages 
English (fluent)
Training Details 
Data Sources:
publicly available code repositories, open source mathematics datasets, synthetically generated code
Data Volume:
500 to 1000 billion tokens
Methodology:
FIM, PSM, SPM
Hardware Used:
TPUv5e
Safety Evaluation 
Methodologies:
red-teaming, structured evaluations
Findings:
within acceptable thresholds for meeting internal policies
Risk Categories:
content safety, representational harms, child safety
Responsible Ai Considerations 
Fairness:
Evaluated with structured evaluations and internal red-teaming
Accountability:
Google
Input Output 
Input Format:
code prefix and/or suffix, or natural language text or prompt
Output Format:
fill-in-the-middle code completion, code and natural language
Performance Tips:
Provide a list of terminators to the `generate` function to ensure generation stops at the first delimiter.
Release Notes 
Version:
1.1
Date:
Current
Notes:
Performance metrics and comparisons provided.
LLM NameCodegemma 1.1 2B
Repository 🤗https://huggingface.co/google/codegemma-1.1-2b 
Model Size2b
Required VRAM5.1 GB
Updated2025-01-22
Maintainergoogle
Model Typegemma
Model Files  5.0 GB: 1-of-2   0.1 GB: 2-of-2
Model ArchitectureGemmaForCausalLM
Licensegemma
Context Length8192
Model Max Length8192
Transformers Version4.40.1
Tokenizer ClassGemmaTokenizer
Padding Token<pad>
Vocabulary Size256000
Torch Data Typebfloat16

Quantized Models of the Codegemma 1.1 2B

Model
Likes
Downloads
VRAM
Codegemma 1.1 2B AWQ0193 GB
Codegemma 1.1 2B 8bit1172 GB
Codegemma 1.1 2B 4bit1161 GB

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Note: green Score (e.g. "73.2") means that the model is better than google/codegemma-1.1-2b.

Rank the Codegemma 1.1 2B Capabilities

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Instruction Following and Task Automation  
Factuality and Completeness of Knowledge  
Censorship and Alignment  
Data Analysis and Insight Generation  
Text Generation  
Text Summarization and Feature Extraction  
Code Generation  
Multi-Language Support and Translation  

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