| { |
| "_name_or_path": "llmware/slim-sql-phi-3", |
| "architectures": [ |
| "Phi3ForCausalLM" |
| ], |
| "attention_bias": false, |
| "attention_dropout": 0.0, |
| "auto_map": { |
| "AutoConfig": "llmware/slim-sql-phi-3--configuration_phi3.Phi3Config", |
| "AutoModelForCausalLM": "llmware/slim-sql-phi-3--modeling_phi3.Phi3ForCausalLM" |
| }, |
| "bos_token_id": 1, |
| "embd_pdrop": 0.0, |
| "eos_token_id": 32000, |
| "hidden_act": "silu", |
| "hidden_size": 3072, |
| "initializer_range": 0.02, |
| "intermediate_size": 8192, |
| "max_position_embeddings": 4096, |
| "model_type": "phi3", |
| "num_attention_heads": 32, |
| "num_hidden_layers": 32, |
| "num_key_value_heads": 32, |
| "original_max_position_embeddings": 4096, |
| "pad_token_id": 32000, |
| "resid_pdrop": 0.0, |
| "rms_norm_eps": 1e-05, |
| "rope_scaling": null, |
| "rope_theta": 10000.0, |
| "sliding_window": 2047, |
| "tie_word_embeddings": false, |
| "transformers_version": "4.43.4", |
| "use_cache": true, |
| "vocab_size": 32064, |
| "prompt_wrapper": "human_bot", |
| "description": "slim-sql is a text-to-sql model.", |
| "prompt_format": "<human> {table_schema} \n {question} \n<bot>:", |
| "output_format": "{sql}", |
| "tokenizer_local": "tokenizer_phi3.json", |
| "tokenizer_config": {"bos_id":[1], "bos_token":["<s>"], "eos_id":[2],"eos_token":["</s>"]}, |
| "model_parent": "llmware/slim-sql-phi-3", |
| "description": "Text-to-SQL model from llmware - finetuned on phi-3 - 3.8 parameter base", |
| "quantization": "int4", |
| "model_family": "OVGenerativeModel", |
| "parameters": 3.8, |
| "primary_keys": ["sql"], |
| "output_values": ["{{sql statement}}"], |
| "publisher": "llmware", |
| "release_date": "september 2024", |
| "function_call": "sql", |
| "test_params": ["sql"], |
| "test_set": [ |
| { |
| "context": "CREATE TABLE customers (customer_name text, account_number integer,customer_level text, vip_customer text, annual_spend text, user_name text)", |
| "query": "Which customers are VIP customers?", |
| "answer": "SELECT * FROM customers WHERE vip_customer='yes'" |
| }, |
| { |
| "context": "CREATE TABLE customers (customer_name text, account_number integer,customer_level text, vip_customer text, annual_spend text, user_name text)", |
| "query": "What is the annual spend for customer Rachel Michaels?", |
| "answer": "SELECT annual_spend FROM customers WHERE customer_name='Rachel Michaels'" |
| }, |
| { |
| "context": "CREATE TABLE customers (customer_name text, account_number integer,customer_level text, vip_customer text, annual_spend text, user_name text)", |
| "query": "How many customers spend more than $1000 per year?", |
| "answer": "SELECT COUNT(*) FROM customers WHERE annual_spend > $1000" |
| }, |
| { |
| "context": "CREATE TABLE customers (customer_name text, account_number integer,customer_level text, vip_customer text, annual_spend text, user_name text)", |
| "query": "Who are the customers with gold customer level?", |
| "answer": "SELECT customer_name FROM customers WHERE customer_level = 'gold'" |
| }, |
| { |
| "context": "CREATE TABLE customers (customer_name text, account_number integer,customer_level text, vip_customer text, annual_spend text, user_name text)", |
| "query": "Which customer has account number 9382035?", |
| "answer": "SELECT * FROM customers WHERE account_number = 9382035" |
| }, |
| { |
| "context": "CREATE TABLE customers (customer_name text, account_number integer,customer_level text, vip_customer text, annual_spend text, user_name text)", |
| "query": "What is the account number of customer Susanna Jones?", |
| "answer": "SELECT account_number FROM customers WHERE customer_name='Susanna Jones'" |
| }, |
| { |
| "context": "CREATE TABLE library (library_name text, unique_doc_id integer, documents integer, blocks integer, images integer, pages integer, tables integer, account_name text)", |
| "query": "How many pages are in the human resources library?", |
| "answer": "SELECT pages FROM library WHERE library_name = 'human resources'" |
| }, |
| { |
| "context": "CREATE TABLE library (library_name text, unique_doc_id integer, documents integer, blocks integer, images integer, pages integer, tables integer, account_name text)", |
| "query": "Which libraries have more than 1000 images?", |
| "answer": "SELECT * FROM library WHERE images > 1000" |
| }, |
| { |
| "context": "CREATE TABLE library (library_name text, unique_doc_id integer, documents integer, blocks integer, images integer, pages integer, tables integer, account_name text)", |
| "query": "How many blocks are in the finance library?", |
| "answer": "SELECT blocks FROM library WHERE library_name = 'finance library'" |
| }, |
| { |
| "context": "CREATE TABLE library (library_name text, unique_doc_id integer, documents integer, blocks integer, images integer, pages integer, tables integer, account_name text)", |
| "query": "What is a list of all of the libraries?", |
| "answer": "SELECT * FROM library" |
| }, |
| { |
| "context": "CREATE TABLE library (library_name text, unique_doc_id integer, documents integer, blocks integer, images integer, pages integer, tables integer, account_name text)", |
| "query": "Which library has unique_doc_id of 8329?", |
| "answer": "SELECT * FROM library WHERE unique_doc_id = 8329" |
| } |
| ] |
| } |
|
|