Pip Sql 1.3B by PipableAI

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  Autotrain compatible   Basemodel   Code   Conversational Dataset:pipableai/pip-txt-to-s...   En   Endpoints compatible   Instruct   Instruction tuned   Jax   Llama   Pytorch   Region:us   Safetensors   Sharded   Sql   Tensorflow   Text2sql
Model Card on HF ๐Ÿค—: https://huggingface.co/PipableAI/pip-sql-1.3b 

Pip Sql 1.3B Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Pip Sql 1.3B (PipableAI/pip-sql-1.3b)

Pip Sql 1.3B Parameters and Internals

Model Type 
text generation, text2sql
Use Cases 
Areas:
SQL, code, instruction_tuned
Applications:
text-to-SQL queries
Supported Languages 
en (fluent)
Training Details 
Data Sources:
PipableAI/pip-txt-to-sql-spider-bird-dataset
Methodology:
Softmax cross entropy, modified policy grad with Q loss in an EM setup.
Input Output 
Input Format:
Schema and question
Accepted Modalities:
text
Output Format:
SQL queries
LLM NamePip Sql 1.3B
Repository ๐Ÿค—https://huggingface.co/PipableAI/pip-sql-1.3b 
Model Size1.3b
Required VRAM5.4 GB
Updated2025-02-22
MaintainerPipableAI
Model Typellama
Instruction-BasedYes
Model Files  5.0 GB: 1-of-2   0.4 GB: 2-of-2   5.4 GB
Supported Languagesen
Model ArchitectureLlamaForCausalLM
Licenseapache-2.0
Context Length16384
Model Max Length16384
Transformers Version4.37.2
Tokenizer ClassLlamaTokenizer
Padding Token<|EOT|>
Vocabulary Size32256
Torch Data Typefloat32

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Note: green Score (e.g. "73.2") means that the model is better than PipableAI/pip-sql-1.3b.

Rank the Pip Sql 1.3B 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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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241227