commit ce3d5b94358aa56f77a7827a29add3a8e37845d9 Author: ModelHub XC Date: Wed Jun 3 17:46:13 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: ruohuaw/deepquery-3b-sft Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..21b3632 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,49 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bin.* filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zstandard filter=lfs diff=lfs merge=lfs -text +*.tfevents* filter=lfs diff=lfs merge=lfs -text +*.db* filter=lfs diff=lfs merge=lfs -text +*.ark* filter=lfs diff=lfs merge=lfs -text +**/*ckpt*data* filter=lfs diff=lfs merge=lfs -text +**/*ckpt*.meta filter=lfs diff=lfs merge=lfs -text +**/*ckpt*.index filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.gguf* filter=lfs diff=lfs merge=lfs -text +*.ggml filter=lfs diff=lfs merge=lfs -text +*.llamafile* filter=lfs diff=lfs merge=lfs -text +*.pt2 filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text + +tokenizer.json filter=lfs diff=lfs merge=lfs -text \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000..7c99a29 --- /dev/null +++ b/README.md @@ -0,0 +1,138 @@ +--- +license: MIT + +frameworks: +- Pytorch + +tasks: +- text-generation + +model-type: +- qwen2 + +domain: +- nlp + +language: +- zh, en + +tags: +- LoRA +- GRPO +- NL2SQL + +base_model: +- Qwen/Qwen2.5-Coder-3B-Instruct + +base_model_relation: +- finetune + +datasets: +- ruohuaw/sql-cot +--- +notes +- we recommand turning off beam search and setting temperature = 0.1 for best performance + +dataset: +- sql-cot: https://modelscope.cn/datasets/ruohuaw/sql-cot + +training logs: +- https://wandb.ai/wangruohua1999econ-none/huggingface/runs/ygyz68bd?nw=nwuserwangruohua1999econ + +usage: +```python +import torch +from modelscope import snapshot_download +from modelscope import AutoTokenizer, AutoModelForCausalLM +model_dir = snapshot_download('ruohuaw/deepquery-3b-sft') + +# 系统提示设置 +sys_prompt = """You are DeepQuery, a data science expert. Below, you are presented with a database schema, a question and a hint.Your task is to read the schema with annotations of the columns, understand the question and the hint, and generate a valid SQL query to answer the question. You should reason step by step, and includes your reasonings between and .""" + +tokenizer = AutoTokenizer.from_pretrained(model_dir) +model = AutoModelForCausalLM.from_pretrained(model_dir) +device = torch.device("cuda" if torch.cuda.is_available() else "cpu") +model = model.to(device) +model.eval() +def generate_response(input_prompt, temperature = 0.1, max_length=512*4, model = model, tokenizer = tokenizer): + inputs = tokenizer(input_prompt, return_tensors="pt").to(device) + with torch.no_grad(): + outputs = model.generate( + **inputs, + max_length = max_length, + temperature = temperature + ) + response = tokenizer.decode(outputs[0], skip_special_tokens=True) + return response + +query = """Database Schema +### +CREATE TABLE Country +( + CountryCode TEXT not null primary key, + LongName TEXT, -- `Long Name` description: long or full name of countries +); + +CREATE TABLE Series +( + SeriesCode TEXT not null primary key, +); + +CREATE TABLE SeriesNotes +( + Seriescode TEXT not null, -- `Series code` description: code identifying the series + Year TEXT not null, -- + Description TEXT, -- + primary key (Seriescode, Year), + foreign key (Seriescode) references Series(SeriesCode), +); + +CREATE TABLE CountryNotes +( + Countrycode TEXT NOT NULL, -- + Seriescode TEXT NOT NULL, -- `Series code` description: Series code of countries + Description TEXT, -- + primary key (Countrycode, Seriescode), + FOREIGN KEY (Seriescode) REFERENCES Series(SeriesCode), + FOREIGN KEY (Countrycode) REFERENCES Country(CountryCode), +); + +### +Question: +Please list the full names of any three countries that have their series code with a description of UN Energy Statistics (2014). + +Hint: +full name refers to longname +""" +input_prompt = tokenizer.apply_chat_template( + [ + {"role": "system", "content": SYS}, + {"role": "user", "content": QUERY}, + + ], + tokenize=False, + add_generation_prompt=True + ) +TRUE_ANSWER="""SELECT DISTINCT T2.LongName FROM CountryNotes AS T1 INNER JOIN Country AS T2 ON T1.Countrycode = T2.CountryCode WHERE T1.Description = 'Sources: UN Energy Statistics (2014)' LIMIT 3""" + +RESPONSE = generate_response(input_prompt) +print(f"Response: \n{RESPONSE}\nTrue answer: \n{TRUE_ANSWER}") + +``` + +SDK下载 +```bash +#安装ModelScope +pip install modelscope +``` + +```python +#SDK模型下载 +from modelscope import snapshot_download +model_dir = snapshot_download('ruohuaw/deepquery-3b-sft') +``` +Git下载 +``` +#Git模型下载 +git clone https://www.modelscope.cn/ruohuaw/deepquery-3b-sft.git +``` \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..4714535 --- /dev/null +++ b/config.json @@ -0,0 +1,29 @@ +{ + "_name_or_path": "./models/qwen-coder-3b-instruct", + "architectures": [ + "Qwen2ForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 151643, + "eos_token_id": 151645, + "hidden_act": "silu", + "hidden_size": 2048, + "initializer_range": 0.02, + "intermediate_size": 11008, + "max_position_embeddings": 32768, + "max_window_layers": 36, + "model_type": "qwen2", + "num_attention_heads": 16, + "num_hidden_layers": 36, + "num_key_value_heads": 2, + "rms_norm_eps": 1e-06, + "rope_scaling": null, + "rope_theta": 1000000.0, + "sliding_window": null, + "tie_word_embeddings": true, + "torch_dtype": "float16", + "transformers_version": "4.48.2", + "use_cache": true, + "use_sliding_window": false, + "vocab_size": 151936 +} diff --git a/configuration.json b/configuration.json new file mode 100644 index 0000000..9fbcf95 --- /dev/null +++ b/configuration.json @@ -0,0 +1 @@ +{"task":"text-generation"} \ No newline at end of file diff --git a/generation_config.json b/generation_config.json new file mode 100644 index 0000000..c093dd9 --- /dev/null +++ b/generation_config.json @@ -0,0 +1,14 @@ +{ + "bos_token_id": 151643, + "do_sample": true, + "eos_token_id": [ + 151645, + 151643 + ], + "pad_token_id": 151643, + "repetition_penalty": 1.05, + "temperature": 0.7, + "top_k": 20, + "top_p": 0.8, + 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