初始化项目,由ModelHub XC社区提供模型
Model: OneGate/OG-SQL-7B Source: Original Platform
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README.md
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README.md
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---
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license: cc-by-4.0
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language:
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- en
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tags:
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- Text-to-sql
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---
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# OGSQL-7B
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### Model Description
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OGSQL-7B was fine-tuned for the task of converting natural language text into SQL queries.
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- **Model type**: Transformer
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- **Language(s) (NLP)**: SQL (target language for generation)
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- **Finetuned from model**: codellama 7b
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## Use Case
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OGSQL-7B is designed to facilitate the conversion of natural language queries into structured SQL commands, aiding in database querying without the need for manual SQL knowledge.
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## How to Get Started with the Model
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```python
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# Example code to load and use the model
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from transformers import AutoModelForSeq2SeqLM, AutoTokenizer
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model_name = "OGSQL-7B"
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tokenizer = AutoTokenizer.from_pretrained(model_name)
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model = AutoModelForSeq2SeqLM.from_pretrained(model_name)
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def generate_sql(query):
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inputs = tokenizer.encode(query, return_tensors="pt")
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outputs = model.generate(inputs)
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return tokenizer.decode(outputs[0], skip_special_tokens=True)
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# Example use
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query = """
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using this context:
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-- Create Customers Table
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CREATE TABLE Customers (
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customer_id INTEGER PRIMARY KEY,
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name TEXT NOT NULL,
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email TEXT,
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join_date DATE
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);
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-- Create Products Table
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CREATE TABLE Products (
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product_id INTEGER PRIMARY KEY,
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name TEXT NOT NULL,
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price DECIMAL(10, 2)
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);
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-- Create Orders Table
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CREATE TABLE Orders (
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order_id INTEGER PRIMARY KEY,
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customer_id INTEGER,
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product_id INTEGER,
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order_date DATE,
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quantity INTEGER,
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total_price DECIMAL(10, 2),
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FOREIGN KEY (customer_id) REFERENCES Customers(customer_id),
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FOREIGN KEY (product_id) REFERENCES Products(product_id)
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);
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show me all the orders from last month , sort by date
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"""
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print(generate_sql(query))
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```
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## alternatively you can use this notebook:
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[](https://colab.research.google.com/drive/1zfuzV3R1GQflHV_va03WArb8vhwPh_2T)
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config.json
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{
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"_name_or_path": "defog/sqlcoder-7b-2",
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"architectures": [
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"LlamaForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 1,
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"eos_token_id": 2,
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"hidden_act": "silu",
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"hidden_size": 4096,
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"initializer_range": 0.02,
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"intermediate_size": 11008,
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"max_position_embeddings": 16384,
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"model_type": "llama",
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"num_attention_heads": 32,
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"num_hidden_layers": 32,
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"num_key_value_heads": 32,
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"pretraining_tp": 1,
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"rms_norm_eps": 1e-05,
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"rope_scaling": null,
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"rope_theta": 1000000,
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"tie_word_embeddings": false,
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"torch_dtype": "float16",
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"transformers_version": "4.39.3",
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"use_cache": true,
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"vocab_size": 32016
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}
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"_from_model_config": true,
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"transformers_version": "4.39.3"
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}
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"model.layers.7.self_attn.k_proj.weight": "model-00001-of-00003.safetensors",
|
||||||
|
"model.layers.7.self_attn.o_proj.weight": "model-00001-of-00003.safetensors",
|
||||||
|
"model.layers.7.self_attn.q_proj.weight": "model-00001-of-00003.safetensors",
|
||||||
|
"model.layers.7.self_attn.v_proj.weight": "model-00001-of-00003.safetensors",
|
||||||
|
"model.layers.8.input_layernorm.weight": "model-00001-of-00003.safetensors",
|
||||||
|
"model.layers.8.mlp.down_proj.weight": "model-00001-of-00003.safetensors",
|
||||||
|
"model.layers.8.mlp.gate_proj.weight": "model-00001-of-00003.safetensors",
|
||||||
|
"model.layers.8.mlp.up_proj.weight": "model-00001-of-00003.safetensors",
|
||||||
|
"model.layers.8.post_attention_layernorm.weight": "model-00001-of-00003.safetensors",
|
||||||
|
"model.layers.8.self_attn.k_proj.weight": "model-00001-of-00003.safetensors",
|
||||||
|
"model.layers.8.self_attn.o_proj.weight": "model-00001-of-00003.safetensors",
|
||||||
|
"model.layers.8.self_attn.q_proj.weight": "model-00001-of-00003.safetensors",
|
||||||
|
"model.layers.8.self_attn.v_proj.weight": "model-00001-of-00003.safetensors",
|
||||||
|
"model.layers.9.input_layernorm.weight": "model-00001-of-00003.safetensors",
|
||||||
|
"model.layers.9.mlp.down_proj.weight": "model-00001-of-00003.safetensors",
|
||||||
|
"model.layers.9.mlp.gate_proj.weight": "model-00001-of-00003.safetensors",
|
||||||
|
"model.layers.9.mlp.up_proj.weight": "model-00001-of-00003.safetensors",
|
||||||
|
"model.layers.9.post_attention_layernorm.weight": "model-00001-of-00003.safetensors",
|
||||||
|
"model.layers.9.self_attn.k_proj.weight": "model-00001-of-00003.safetensors",
|
||||||
|
"model.layers.9.self_attn.o_proj.weight": "model-00001-of-00003.safetensors",
|
||||||
|
"model.layers.9.self_attn.q_proj.weight": "model-00001-of-00003.safetensors",
|
||||||
|
"model.layers.9.self_attn.v_proj.weight": "model-00001-of-00003.safetensors",
|
||||||
|
"model.norm.weight": "model-00003-of-00003.safetensors"
|
||||||
|
}
|
||||||
|
}
|
||||||
34
special_tokens_map.json
Normal file
34
special_tokens_map.json
Normal file
@@ -0,0 +1,34 @@
|
|||||||
|
{
|
||||||
|
"additional_special_tokens": [
|
||||||
|
"▁<PRE>",
|
||||||
|
"▁<MID>",
|
||||||
|
"▁<SUF>",
|
||||||
|
"▁<EOT>",
|
||||||
|
"▁<PRE>",
|
||||||
|
"▁<MID>",
|
||||||
|
"▁<SUF>",
|
||||||
|
"▁<EOT>"
|
||||||
|
],
|
||||||
|
"bos_token": {
|
||||||
|
"content": "<s>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
},
|
||||||
|
"eos_token": {
|
||||||
|
"content": "</s>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
},
|
||||||
|
"pad_token": "</s>",
|
||||||
|
"unk_token": {
|
||||||
|
"content": "<unk>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
}
|
||||||
|
}
|
||||||
93459
tokenizer.json
Normal file
93459
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
3
tokenizer.model
Normal file
3
tokenizer.model
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:45ccb9c8b6b561889acea59191d66986d314e7cbd6a78abc6e49b139ca91c1e6
|
||||||
|
size 500058
|
||||||
87
tokenizer_config.json
Normal file
87
tokenizer_config.json
Normal file
@@ -0,0 +1,87 @@
|
|||||||
|
{
|
||||||
|
"add_bos_token": true,
|
||||||
|
"add_eos_token": false,
|
||||||
|
"added_tokens_decoder": {
|
||||||
|
"0": {
|
||||||
|
"content": "<unk>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"1": {
|
||||||
|
"content": "<s>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"2": {
|
||||||
|
"content": "</s>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"32007": {
|
||||||
|
"content": "▁<PRE>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"32008": {
|
||||||
|
"content": "▁<SUF>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"32009": {
|
||||||
|
"content": "▁<MID>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"32010": {
|
||||||
|
"content": "▁<EOT>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
}
|
||||||
|
},
|
||||||
|
"additional_special_tokens": [
|
||||||
|
"▁<PRE>",
|
||||||
|
"▁<MID>",
|
||||||
|
"▁<SUF>",
|
||||||
|
"▁<EOT>",
|
||||||
|
"▁<PRE>",
|
||||||
|
"▁<MID>",
|
||||||
|
"▁<SUF>",
|
||||||
|
"▁<EOT>"
|
||||||
|
],
|
||||||
|
"bos_token": "<s>",
|
||||||
|
"clean_up_tokenization_spaces": false,
|
||||||
|
"eos_token": "</s>",
|
||||||
|
"eot_token": "▁<EOT>",
|
||||||
|
"fill_token": "<FILL_ME>",
|
||||||
|
"legacy": null,
|
||||||
|
"middle_token": "▁<MID>",
|
||||||
|
"model_max_length": 1000000000000000019884624838656,
|
||||||
|
"pad_token": "</s>",
|
||||||
|
"prefix_token": "▁<PRE>",
|
||||||
|
"sp_model_kwargs": {},
|
||||||
|
"suffix_token": "▁<SUF>",
|
||||||
|
"tokenizer_class": "CodeLlamaTokenizer",
|
||||||
|
"unk_token": "<unk>",
|
||||||
|
"use_default_system_prompt": false
|
||||||
|
}
|
||||||
Reference in New Issue
Block a user