CodeLlama-SQL-13b / README.md
Abinesh Sivakumar
Librarian Bot: Add base_model information to model (#1)
5b5b71d
metadata
language:
  - en
license: llama2
library_name: peft
datasets:
  - b-mc2/sql-create-context
pipeline_tag: question-answering
widget:
  - question (string): How many heads of the departments are older than 56 ?
    context (string): CREATE TABLE head (age INTEGER)
    answer (string): SELECT COUNT(*) FROM head WHERE age > 56
  - question (string): What are the maximum and minimum budget of the departments?
    context (string): CREATE TABLE department (budget_in_billions INTEGER)
    answer (string): SELECT MAX(budget_in_billions), MIN(budget_in_billions) FROM department
base_model: codellama/CodeLlama-13b-Instruct-hf

Training procedure

The following bitsandbytes quantization config was used during training:

  • quant_method: QuantizationMethod.BITS_AND_BYTES
  • load_in_8bit: False
  • load_in_4bit: True
  • llm_int8_threshold: 6.0
  • llm_int8_skip_modules: None
  • llm_int8_enable_fp32_cpu_offload: False
  • llm_int8_has_fp16_weight: False
  • bnb_4bit_quant_type: nf4
  • bnb_4bit_use_double_quant: True
  • bnb_4bit_compute_dtype: bfloat16

Framework versions

  • PEFT 0.4.0.dev0