Merge branch 'pretrain' of http://110.42.53.85:3000/iomgaa/Minimind into pretrain

This commit is contained in:
Aurora 2025-09-06 16:17:25 +08:00
commit 6590cef358
5 changed files with 227 additions and 7 deletions

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@ -6,7 +6,6 @@ distributed_type: DEEPSPEED
downcast_bf16: 'no'
machine_rank: 0
main_training_function: main
mixed_precision: bf16
num_machines: 1
num_processes: 4
rdzv_backend: static

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@ -17,12 +17,7 @@
"contiguous_gradients": true
},
"fp16": {
"enabled": "auto",
"loss_scale": 0,
"loss_scale_window": 1000,
"initial_scale_power": 16,
"hysteresis": 2,
"min_loss_scale": 1
"enabled": false
},
"bf16": {
"enabled": true

83
main.py Normal file
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@ -0,0 +1,83 @@
import logging
import langextract as lx
import os
os.environ["LANGEXTRACT_API_KEY"] = "gpustack_d402860477878812_9ec494a501497d25b565987754f4db8c"
# 可选:开启日志,便于调试
logging.basicConfig(level=logging.INFO)
logger = logging.getLogger(__name__)
# 输入文本
input_text = """
这篇文章介绍了张华他今年32岁是一位经验丰富的工程师
他的同事李明今年28岁是一位充满活力的设计师
他们一起在一家科技公司工作
"""
# 提取示例(用于 prompt alignment
examples = [
lx.data.ExampleData(
text="王小明25岁是一名软件开发者。",
extractions=[
lx.data.Extraction(
extraction_class="person",
extraction_text="王小明",
attributes={"age": "25", "occupation": "软件开发者"}
)
]
)
]
# HTTP API 配置(注意:不要带 /v1
# 创建ModelConfig强制使用OpenAI提供者访问vllm端点
model_config = lx.factory.ModelConfig(
model_id="gpt-oss", # 使用vllm中实际部署的模型名称
provider="OpenAILanguageModel", # 强制指定OpenAI提供者
provider_kwargs={
"base_url": "http://192.168.31.127:19090/v1", # vllm API端点
"api_key": "gpustack_d402860477878812_9ec494a501497d25b565987754f4db8c",
"model_id": "gpt-oss" # 确保使用正确的模型ID
}
)
# LangExtract通用配置参数
extract_config = {
"config": model_config,
"max_workers": 5, # 降低并发避免过载vllm服务
"max_char_buffer": 6000, # 适合医学论文的上下文长度
"extraction_passes": 1, # 单次提取避免过多API调用
"temperature": 0.1, # 较低温度确保一致性
"fence_output": True, # 期望代码围栏格式输出
"use_schema_constraints": False, # vllm可能不支持严格schema
"debug": False
}
try:
result = lx.extract(
text_or_documents=input_text,
prompt_description="从文本中提取人物姓名、年龄等信息",
examples=examples,
**extract_config
)
# result = lx.extract(
# text_or_documents=input_text,
# prompt_description="从文本中提取人物姓名、年龄等信息",
# examples=examples,
# model_id="gpt-oss", # Automatically selects OpenAI provider
# api_key="gpustack_d402860477878812_9ec494a501497d25b565987754f4db8c",
# model_url="http://192.168.31.127:19090/v1",
# fence_output=True,
# use_schema_constraints=False
# )
# 输出结果
print("提取结果:")
for extraction in result.extractions:
print(f"类别: {extraction.extraction_class}")
print(f"文本: {extraction.extraction_text}")
print(f"属性: {extraction.attributes}")
print("---")
except Exception as e:
logger.exception("调用 langextract.extract 失败,详情:")
raise

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"langextract[openai]>=1.0.9",
"markdown-it-py==3.0.0",
"MarkupSafe==3.0.2",
"marshmallow==3.22.0",

142
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