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RichardErkhov/
defog_-_sqlcoder-70b-alpha-gguf

Name: defog_-_sqlcoder-70b-alpha-gguf
Availability: InStock

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sqlcoder-70b-alpha - GGUF

Model creator: https://huggingface.co/defog/
Original model: https://huggingface.co/defog/sqlcoder-70b-alpha/

Name	Quant method	Size
sqlcoder-70b-alpha.Q2_K.gguf	Q2_K	23.71GB
sqlcoder-70b-alpha.Q3_K_S.gguf	Q3_K_S	27.86GB
sqlcoder-70b-alpha.Q3_K.gguf	Q3_K	30.99GB
sqlcoder-70b-alpha.Q3_K_M.gguf	Q3_K_M	30.99GB
sqlcoder-70b-alpha.Q3_K_L.gguf	Q3_K_L	33.67GB
sqlcoder-70b-alpha.IQ4_XS.gguf	IQ4_XS	34.64GB
sqlcoder-70b-alpha.Q4_0.gguf	Q4_0	36.2GB
sqlcoder-70b-alpha.IQ4_NL.gguf	IQ4_NL	36.55GB
sqlcoder-70b-alpha.Q4_K_S.gguf	Q4_K_S	36.55GB
sqlcoder-70b-alpha.Q4_K.gguf	Q4_K	38.58GB
sqlcoder-70b-alpha.Q4_K_M.gguf	Q4_K_M	38.58GB
sqlcoder-70b-alpha.Q4_1.gguf	Q4_1	40.2GB
sqlcoder-70b-alpha.Q5_0.gguf	Q5_0	44.2GB
sqlcoder-70b-alpha.Q5_K_S.gguf	Q5_K_S	44.2GB
sqlcoder-70b-alpha.Q5_K.gguf	Q5_K	45.41GB
sqlcoder-70b-alpha.Q5_K_M.gguf	Q5_K_M	45.41GB
sqlcoder-70b-alpha.Q5_1.gguf	Q5_1	48.2GB
sqlcoder-70b-alpha.Q6_K.gguf	Q6_K	52.7GB
sqlcoder-70b-alpha.Q8_0.gguf	Q8_0	68.26GB

Original model description:

license: cc-by-sa-4.0 library_name: transformers pipeline_tag: text-generation

Model Card for SQLCoder-70B-Alpha

A capable large language model for natural language to SQL generation. Outperforms all generalist models (including GPT-4) on text to SQL.

Model Details

Model Description

This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated.

Developed by: Defog, Inc
Model type: [Text to SQL]
License: [CC-by-SA-4.0]
Finetuned from model: [CodeLlama-70B]

Model Sources [optional]

Uses

This model is intended to be used by non-technical users to understand data inside their SQL databases. It is meant as an analytics tool, and not as a database admin tool.

This model has not been trained to reject malicious requests from users with write access to databases, and should only be used by users with read-only access.

How to Get Started with the Model

Use the code here to get started with the model.

Evaluation

This model was evaluated on SQL-Eval, a PostgreSQL based evaluation framework developed by Defog for testing and alignment of model capabilities.

You can read more about the methodology behind SQLEval here.

Results

We classified each generated question into one of 6 categories. The table displays the percentage of questions answered correctly by each model, broken down by category.

	date	group_by	order_by	ratio	join	where
sqlcoder-70b	96	91.4	97.1	85.7	97.1	91.4
sqlcoder-34b	80	94.3	85.7	77.1	85.7	80
gpt-4	64	94.3	88.6	74.2	85.7	80
sqlcoder2-15b	76	80	77.1	60	77.1	77.1
sqlcoder-7b	64	82.9	74.3	54.3	74.3	74.3
gpt-3.5	68	77.1	74.2	34.3	65.7	71.4
claude-2	52	71.4	74.3	57.1	65.7	62.9

RichardErkhov/
defog_-_sqlcoder-70b-alpha-gguf

Original model description:

license: cc-by-sa-4.0 library_name: transformers pipeline_tag: text-generation

Model Card for SQLCoder-70B-Alpha

Model Details

Model Description

Model Sources [optional]

Uses

How to Get Started with the Model

Evaluation

Results

Using SQLCoder

Model Card Authors

Model Card Contact

RichardErkhov/defog_-_sqlcoder-70b-alpha-gguf

Original model description:

license: cc-by-sa-4.0 library_name: transformers pipeline_tag: text-generation

Model Card for SQLCoder-70B-Alpha

Model Details

Model Description

Model Sources [optional]

Uses

How to Get Started with the Model

Evaluation

Results

Using SQLCoder

Model Card Authors

Model Card Contact

RichardErkhov/
defog_-_sqlcoder-70b-alpha-gguf