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liubiren 2026-05-29 12:28:01 +08:00
parent a187d064dc
commit 11cbe59cce
734 changed files with 55160 additions and 117 deletions
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152
utils/agent.py Normal file
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@ -0,0 +1,152 @@
# -*- coding: utf-8 -*-
"""
智能体模块
"""
# 列举导入模块
from pathlib import Path
from typing import List, Optional, Union, cast
from starlette.applications import Starlette
from pydantic_ai import Agent as BaseAgent, AgentRunResult
from pydantic_ai.models import Model
from pydantic_ai.models.openai import OpenAIChatModel
from pydantic_ai.capabilities import AgentCapability
from pydantic_ai.output import OutputSpec
from pydantic_ai.providers.openai import OpenAIProvider
from pydantic_ai.ui._web.api import ConfigureFrontend, ModelInfo, BuiltinToolInfo
from pydantic_ai_skills import SkillsCapability
from starlette.routing import Route
from starlette.requests import Request
from starlette.responses import Response
class Agent:
"""
智能体，支持：
1）实例智能体
2）异步运行
"""
def __init__(
self,
instructions: str,
output_type: OutputSpec = str,
capabilities: Optional[List[AgentCapability]] = None,
):
"""
初始化智能体
:param instructions: 指令
:param skills: 智能体技能列表，默认为不使用技能
:param output_type: 输出类型
:return: 智能体实例
"""
# 引入相应模块
from uuid import uuid4
from .memory import Memory
# 创建智能体
self.agent = self._create_agent(
instructions=instructions,
capabilities=capabilities,
output_type=output_type,
)
# 生成会话唯一标识
self.session_id = uuid4().hex.lower()
# 实例记忆体
self.memory = Memory()
def _create_agent(
self,
instructions: str,
capabilities: Optional[List[AgentCapability]],
output_type: OutputSpec,
) -> BaseAgent:
"""
创建智能体
:param instructions: 指令
:param capabilities: 智能体能力列表
:param output_type: 输出类型
:return: 智能体实例
"""
agent = BaseAgent(
model=OpenAIChatModel(
model_name="deepseek-v4-flash",
provider=OpenAIProvider(
base_url="https://tokenhub.tencentmaas.com/v1",
api_key="sk-D9Y1mCe8VlvNqLuSC4mAjqEwxJ2nW4C0h8a7EPn8kg9RLsHq",
),
),
instructions=instructions,
capabilities=capabilities,
output_type=output_type,
retries=1,
)
return agent
async def run(self, user_prompt: str | List[str]) -> AgentRunResult:
"""
异步运行
:param user_prompt: 用户提示词
:return: 智能体回复
"""
# 查询会话历史消息
message_history = self.memory.read(session_id=self.session_id)
result = await self.agent.run(
user_prompt=user_prompt, message_history=message_history
)
# 记录会话历史消息
self.memory.create(
session_id=self.session_id,
dialogue_message=result.new_messages(),
)
return result
def start_starlette_app(self) -> None:
"""
启动 Starlette 应用，为智能体提供网页交互式对话界面
:return: None
"""
self.agent.to_web()
model = cast(Model, self.agent.model)
model_infos = [ModelInfo(id=model.model_id, name=model.label, builtin_tools=[])]
async def options_chat(request: Request) -> Response:
"""处理 OPTIONS 请求"""
return Response()
async def configure_frontend(request: Request) -> Response:
"""向前端提供模型和技能"""
config = ConfigureFrontend(
models=[
ModelInfo(
id=model.model_id,
name=model.label,
builtin_tools=model.profile.supported_builtin_tools,
)
],
builtin_tools=[],
)
return JSONResponse(config.model_dump(by_alias=True))
Starlette(
routes=[
Route("/chat", options_chat, methods=["OPTIONS"]),
Route("/chat", post_chat, methods=["POST"]),
Route("/configure", configure_frontend, methods=["GET"]),
Route("/health", health, methods=["GET"]),
]
)
a = Agent(instructions="你是一个专业的翻译")
print(a)

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utils/caches.db
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4
产品需求文档AI生成/utils/memory.py → utils/memory.py
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@ -13,8 +13,8 @@ from uuid import uuid4
from pydantic_ai import ModelMessage
from pydantic_ai.messages import ModelMessagesTypeAdapter
sys.path.append(Path(__file__).parent.parent.parent.as_posix())
from utils.sqlite import SQLite
sys.path.append(Path(__file__).resolve().parent.as_posix())
from sqlite import SQLite
class Memory(SQLite):

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utils/memory_database.db Normal file
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19
utils/request.py
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@ -3,8 +3,10 @@
请求客户端模块
"""
import hashlib
import json
from pathlib import Path
import sys
import time
from typing import Any, Dict, Generator, Literal, Optional, Tuple, Union
from xml.etree import ElementTree
@ -14,9 +16,8 @@ from requests import Response, Session
from requests.adapters import HTTPAdapter
from urllib3.util.retry import Retry
import sys
sys.path.append(Path(__file__).parent.as_posix())
from restrict import restrict
from sqlite import SQLite
@ -329,10 +330,20 @@ class Request:
if kwargs.get("json"):
kwargs["json"] = {k: v for k, v in kwargs["json"].items() if v}
kwargs = dict(sorted(kwargs.items()))
# 缓存唯一标识
guid = kwargs.pop("guid", None)
# 若缓存非空且缓存唯一标识非空则查询并获取单条缓存
if self.caches and guid:
if self.caches:
# 若缓存唯一标识为空则默认使用 MD5 算法生成缓存唯一标识
if not guid:
guid = (
hashlib.md5(
json.dumps(obj=kwargs, ensure_ascii=False).encode("utf-8")
)
.hexdigest()
.upper()
)
cache = self.caches.query(guid)
if cache:
return cache

111
产品需求文档AI生成/utils/agent.py
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@ -1,111 +0,0 @@
# -*- coding: utf-8 -*-
"""
智能体模块
"""
# 列举导入模块
from pathlib import Path
import sys
from typing import List, Optional
from uuid import uuid4
from starlette.applications import Starlette
from pydantic_ai import Agent, AgentRunResult
from pydantic_ai.models.openai import OpenAIChatModel
from pydantic_ai.output import OutputSpec
from pydantic_ai.providers.openai import OpenAIProvider
from pydantic_ai_skills import SkillsToolset
sys.path.append(Path(__file__).parent.as_posix())
from memory import Memory
class BaseAgent:
"""
通用智能体基类，支持：
1）实例智能体
2）异步运行
"""
def __init__(
self,
instructions: str,
output_type: OutputSpec = str,
skill_name: Optional[str] = None,
):
"""
初始化智能体
:param instructions: 指令
:param output_type: 输出类型
:param skill_name: 技能名称，默认不使用技能
:return: 智能体实例
"""
# 生成会话唯一标识
self.session_id = uuid4().hex.lower()
# 实例智能体
self.agent = self._instantiate_agent(
skill_name=skill_name,
instructions=instructions,
output_type=output_type,
)
# 实例记忆体
self.memory = Memory()
def _instantiate_agent(
self, skill_name: Optional[str], instructions: str, output_type: OutputSpec
) -> Agent:
"""
实例智能体
:param skill_name: 技能名称
:param instructions: 指令
:param output_type: 输出类型
:return: 智能体实例
"""
# 若技能名称为空则技能集合为 None，若技能名称非空则构建技能路径
if not skill_name:
toolsets = None
else:
toolsets = [
SkillsToolset(
directories=[Path(__file__).parent.parent / "skills" / skill_name]
)
]
agent = Agent(
toolsets=toolsets,
model=OpenAIChatModel(
model_name="deepseek-v4-flash",
provider=OpenAIProvider(
base_url="https://tokenhub.tencentmaas.com/v1",
api_key="sk-D9Y1mCe8VlvNqLuSC4mAjqEwxJ2nW4C0h8a7EPn8kg9RLsHq",
),
),
instructions=instructions,
output_type=output_type,
)
return agent
async def run(self, user_prompt: str | List[str]) -> AgentRunResult:
"""
异步运行
:param user_prompt: 用户提示词
:return: 智能体回复
"""
# 查询会话历史消息
message_history = self.memory.read(session_id=self.session_id)
result = await self.agent.run(
user_prompt=user_prompt, message_history=message_history
)
# 记录会话历史消息
self.memory.create(
session_id=self.session_id,
dialogue_message=result.new_messages(),
)
return result
def start_web_service(self) -> Starlette:
"""
实例 Web 服务
:return: Starlette 实例
"""
return self.agent.to_web()

34
耐烧蚀高分子智能体/main.py Normal file
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# -*- coding: utf-8 -*-
"""
主运行模块
"""
# 列举导入模块
import uvicorn
import sys
from pathlib import Path
sys.path.append(Path(__file__).parent.parent.as_posix())
from utils.agent import BaseAgent
if __name__ == "__main__":
# 实例智能体
agent = BaseAgent(
instructions=(
"你是耐烧蚀高分子领域 Wiki 助手。\n\n"
"### 【工具规范】\n"
"仅可采信通过使用 `wiki_helper` 技能的 `search_materials` 脚本检索的资料作答。\n\n"
"### 【工作流】\n"
"1. **分析**：识别问题中的核心技术术语和实体，将其转化为简练的检索语句。\n"
" - 例：'Cantor合金的成分是什么' -> 'Cantor合金成分'\n"
"2. **行动**：必须调用工具检索，严禁跳过。\n"
"3. **作答**：\n"
" - **有结果**：仅基于参考资料回答，正文标注引用 [1]，文末列出资料标题。\n"
" - **无结果**：如实回复“未在知识库中找到相关文档”，严禁利用通用知识编造。\n\n"
"### 【原则】\n"
"严禁幻觉，保持专业严谨。"
),
skill_names=["wiki-helper"],
)
uvicorn.run(app=agent.start_web_service(), host="127.0.0.1", port=7932)

20
耐烧蚀高分子智能体/skills/wiki-helper/SKILL.md Normal file
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@ -0,0 +1,20 @@
---
name: wiki-helper
description: 使用 Python 在 wiki 中进行检索
---
# Wiki 知识助手
使用 `search_materials` 脚本根据检索语句在知识库中进行检索。
## Usage
请使用以下工具进行搜索：
```python
run_skill_script(
skill_name="wiki-helper",
script_name="search_materials",
args={'question': '这里填入检索语句'}
)
```

43
耐烧蚀高分子智能体/skills/wiki-helper/scripts/search_materials.py Normal file
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@ -0,0 +1,43 @@
# 列举导入模块
import argparse
from pathlib import Path
import sys
sys.path.append(Path(__file__).resolve().parent.parent.parent.parent.parent.as_posix())
from utils.request import Request
parser = argparse.ArgumentParser()
parser.add_argument("--question", required=True, type=str, help="检索语句")
args = parser.parse_args()
# 实例请求客户端
request = Request(cache_enabled=True)
response = request.post(
url="http://127.0.0.1:19828/api/v1/projects/current/search", # LLM wiki 提供的搜索接口
headers={
"Content-Type": "application/json",
},
json={
"query": args.question,
"topK": 10,
"includeContent": True, # 包含文档内容
}, # 若客户端启用语义搜索则接口默认开启混合搜索
)
if not response.get("ok") or not response.get("results"):
print("未搜索到相关资料。")
materials = [] # 资料
for i, result in enumerate(response["results"], 1):
# 资料标题
title = result.get("title", f"资料{i}")
# 若资料内容为空则跳过
if not (content := result.get("content", "").strip()):
continue
materials.append(f"[{i}] {title}\n{content}")
try:
print("\n\n---\n\n".join(materials))
except UnicodeEncodeError:
sys.stdout.buffer.write(
("\n\n---\n\n".join(materials) + "\n").encode("utf-8", errors="replace")
)

1
耐烧蚀高分子智能体/wiki/.llm-wiki/conversations.json Normal file
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@ -0,0 +1 @@
[]

1
耐烧蚀高分子智能体/wiki/.llm-wiki/dedup-queue.json Normal file
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@ -0,0 +1 @@
[]

4
耐烧蚀高分子智能体/wiki/.llm-wiki/file-change-queue.json Normal file
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@ -0,0 +1,4 @@
{
"version": 1,
"tasks": []
}

586
耐烧蚀高分子智能体/wiki/.llm-wiki/file-snapshot.json Normal file
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@ -0,0 +1,586 @@
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"caption": "Figure 1: Schematic of crystal structure in high-entropy alloy (HEA) with severe distortion. The diagram shows a network of atoms including Ni, Co, Al, Cr, Fe, and Ti, with varying colors and sizes, connected by lines indicating atomic bonds. The structure is labeled as having severe lattice distortion.",
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"caption": "Figure showing engineering stress versus engineering strain curves for CoCrFeNiMn HEA at 77 K and 293 K. The blue curve represents 77 K with σ_b = 2000 MPa, and the red curve represents 293 K with σ_b = 1500 MPa. The x-axis is labeled \"Engineering strain / %\" and the y-axis is labeled \"Engineering stress / MPa\".",
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"caption": "The image consists of two micrographs labeled (a) and (b). Micrograph (a) shows a dense network of dislocations with a scale bar indicating 100 nm and an arrow pointing to {111} planes. Micrograph (b) displays a nano-spaced SF network with a scale bar of 50 nm, a dashed box highlighting a 14.5 nm spacing, and arrows indicating {111} planes. The surrounding text references \"Lomer-Cottrell (L-C) lock\" in high-entropy alloys during dislocation motion.",
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"caption": "The image is a microscopic view of a high-entropy alloy (HEA) showing dislocation motion and phase interactions. It features a red background with yellow and white annotations. Yellow arrows labeled \"Glide\" indicate slip directions, with \"LC\" (likely Lomer-Cottrell) and \"SF\" (screw dislocation) notations. White crystallographic planes are marked as \"(111)\" and \"(001)\", and a scale bar indicates 2 nm. The text references Lomer-Cottrell (L-C) locks during dislocation motion.",
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"caption": "The image is a composite figure showing microstructural and mechanical behavior of Mo-based alloys at different temperatures. Part (a) displays a micrograph with labeled regions A and B, and a scale bar of 500 nm. Part (b) is a stress-strain curve with engineering stress (MPa) on the y-axis and engineering plastic strain on the x-axis, showing curves for Mo5, Mo4C1, and Mo3C2 at 77 K and 298 K. Part (c) shows two micrographs with color-coded phase fractions (fcc, bcc, hcp) and strain values (ε = 23.1% and ε = 32.2%), with scale bars of 10 μm.",
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"caption": "Scatter plot showing ultimate tensile strength (MPa) on the y-axis against elongation (%) on the x-axis, with data points for various alloys: copper alloy (black squares), aluminum alloy (cyan circles), titanium alloy (orange triangles), stainless steel (gray diamonds), 316LN stainless steel (purple hexagons), and high-entropy alloy (pink stars). A dashed vertical line at 50% elongation and a dashed horizontal line at 1000 MPa are present, with a cluster of high-entropy alloy points highlighted in a pink ellipse.",
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"caption": "The image is a graph titled \"Strain hardening rate\" on the y-axis and \"True strain\" on the x-axis, showing a curve with five labeled regions (I to V). It includes three red cubic structures with green and yellow patterns, labeled \"bcc at GBs,\" \"SBs,\" and \"bcc on SBs,\" illustrating different microstructural states. The curve peaks at region IV, indicating maximum strain hardening rate.",
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"caption": "The image shows a microscopic view of a material with a scale bar indicating 759 µm and 398 µm, likely representing dimensions of features within the sample. The texture appears granular and fibrous, suggesting a composite or intermetallic structure. The image is labeled as \"Fig.11 Eutectic structure of AlCoCrFeNi2.1 HEA\" in the surrounding text, indicating it depicts the eutectic microstructure of a high-entropy alloy.",
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"caption": "The image is a composite of three electron microscopy micrographs labeled (a), (b), and (c), showing microstructural features of a material. Each panel has a scale bar indicating size: (a) 500 nm, (b) 250 nm, and (c) 500 nm. The micrographs display grain boundaries and phase boundaries, with yellow dashed lines indicating {111} and {110} plane traces. Color-coded labels identify B2 (blue) and L1₂ (red) phases. The surrounding text references \"AlCoCrFeNi2.1 high-entropy alloy\" and \"eutectic structure,\" suggesting the material is a high-entropy alloy.",
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"caption": "The image is a stress-strain curve graph comparing two conditions: 293 K (black line) and 77 K (red line). The y-axis is labeled \"Engineering stress / MPa\" ranging from 0 to 2000 MPa, and the x-axis is labeled \"Engineering strain / %\" ranging from 0 to 35%. The black line (293 K) has a yield strength (σ_y) of 1100 MPa, ultimate strength (σ_b) of 1220 MPa, ultimate strain (ε_u) of 17.5%, and total strain (ε_t) of 24.5%. The red line (77 K) has a yield strength (σ_y) of 1515 MPa, ultimate strength (σ_b) of 1783 MPa, ultimate strain (ε_u) of 33.0%, and total strain (ε_t) of 37.4%. The curves show higher stress and strain values at 77 K compared to 293 K.",
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"caption": "The image is a composite of two microstructural analysis figures. Figure (a) shows a transmission electron microscopy (TEM) image with labeled features: \"Cross Slip\" indicated by a yellow arrow, \"DT\" and \"DC\" marked with blue arrows, and a scale bar of 1 μm. Figure (b) is a selected area electron diffraction (SAED) pattern with diffraction spots labeled \"(000)\", \"(211)\", and \"(211)\" in yellow text, and a green circle highlighting a specific spot. The strain ε is noted as 14.3% in the top right of figure (a).",
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"caption": "The image consists of two scatter plots labeled (a) and (b), each plotting yield strength (MPa) and ultimate tensile strength (MPa) against elongation. The x-axis is labeled \"Elongation\" and the y-axis for plot (a) is \"Yield strength / MPa\" while for plot (b) it is \"Ultimate tensile strength / MPa\". Both plots have a range of 0 to 1.2 on the x-axis and 0 to 2500 MPa for plot (a) and 0 to 2600 MPa for plot (b). Various alloys and materials are represented by different symbols and colors, including CoCrFeNiMn, PS-HEA, TRIP-HEA, Eutectic-HEA, TiZrHfNbTa (bcc), HEA, HEA-wire, CoCrNi MEA, SP-HEA, and DP-HEA. The surrounding text references high-entropy alloys (HEA) and medium-entropy alloys (MEA), with a focus on their mechanical properties and applications.",
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"caption": "(a) High-resolution transmission electron microscopy (HRTEM) image showing a 50 nm scale bar and a small inset with diffraction patterns labeled with Miller indices such as 110, 111, 200, 110, 220, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 110, 1",
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"caption": "The image is a black and white illustration featuring a tree with a banner that reads \"NON SOLUS\" and a figure standing beside it. Below the illustration, the word \"ELSEVIER\" is prominently displayed in large, bold, orange letters.",
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"caption": "The image is the cover of the journal \"Acta Materialia,\" featuring a blue background with a molecular structure motif. The cover includes the journal title in large white text, with the words \"STRUCTURE,\" \"PROPERTIES,\" \"MODELLING,\" and \"PROCESSING\" written on interconnected spheres, suggesting a focus on material science. The Elsevier logo and \"ScienceDirect\" branding are also visible.",
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"caption": "The image displays a shield-shaped emblem with a light blue background and a thick grey border. Central to the design is a large grey gear containing an open book with white pages, flanked by the years \"1838\" on the left and \"1960\" on the right. Above this central element is a partial view of a second grey gear near the top edge of the shield. The surrounding text indicates the image appears in an academic context, preceded by the word \"RESEARCH\" and followed by header information for \"Tribology in Industry Vol. 46, No. 2 (2024).\"",
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"caption": "Identified by the surrounding text as part of a high entropy alloy analysis (labeled \"b- HEA\"), this plot displays a red line graph with an x-axis spanning 20 to 90 and a y-axis ranging from 120 to 420. A box in the upper right corner reads \"HEA\", and the data features four labeled peaks corresponding to crystallographic planes: \"B2/BCC{102}\" near x=28, a dominant peak \"B2/BCC{110}\" near x=41, a minor feature \"B2/BCC{200}\" near x=58, and a second major peak \"B2/BCC{211}\" near x=74.",
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"caption": "This scanning electron micrograph displays a heterogeneous material microstructure featuring light-colored, blocky phases alongside darker regions with fine, lamellar or dendritic patterns. Technical parameters at the bottom indicate the image was taken with a Nova NanoSEM using a BSED detector at 250x magnification, 20.0 kV HV, and a 5.1 mm working distance. A scale bar representing 500 µm is visible in the lower right corner, and the acquisition date is recorded as 9/14/2015 at 9:39:43 PM.",
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"caption": "This grayscale micrograph displays a complex material microstructure characterized by elongated, columnar grains and blocky regions, captured using a Nova NanoSEM with a BSED detector. The information bar at the bottom lists technical parameters including a working distance (WD) of 5.0 mm, high voltage (HV) of 20.0 kV, and a magnification (mag) of 200 x, dated 7/10/2015. A scale bar in the bottom right corner indicates a length of 500 µm. The surrounding text references an AlNbTiV HEA, suggesting this image depicts the solid microstructure of that specific high-entropy alloy.",
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"caption": "This line graph plots \"Vickers Hardness\" on the vertical axis, ranging from 300 to 600, against \"Displacement into the surface(mm)\" on the horizontal axis, which spans from 0 to 12. A legend in the upper right corner distinguishes between two data series: a red line labeled \"Conventional\" and a blue line labeled \"HEA.\" The blue HEA line consistently shows higher hardness values, fluctuating between approximately 545 and 580, whereas the red Conventional line remains lower, varying roughly between 310 and 390. Although the surrounding text references a \"Fig. 5. Friction curve,\" the visual content specifically depicts hardness measurements relative to surface displacement.",
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"caption": "This line graph presents an orange data series on axes ranging from 20 to 90 on the x-axis and 190 to 590 on the y-axis. The plot features a noisy baseline fluctuating between 190 and 240, dominated by a sharp, high-intensity peak near x=40 that reaches approximately 590. Visible text includes a box labeled \"Conventional\" in the top right corner, the Greek letter \"β\" adjacent to the peak, and the equation \"β= BCC\" on the right. The surrounding text references \"Ti-based conventional\" material, which corresponds to the \"Conventional\" label found in the image.",
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"caption": "This line chart, identified by the surrounding text as a friction curve of conventional and high entropy alloy at 27°C, plots Friction Coefficient on the vertical axis against Sliding Distance(m) on the horizontal axis. The y-axis ranges from 0.0 to 1.2, while the x-axis extends from 0 to 200 meters. A legend in the upper right corner distinguishes between a blue line labeled \"Conventional\" and a green line labeled \"HEA,\" both of which exhibit significant fluctuation, primarily oscillating between friction coefficient values of 0.5 and 0.8.",
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"caption": "This grayscale scanning electron microscope (SEM) micrograph displays a textured surface characterized by vertical striations and dark, elongated regions. Superimposed yellow text reads \"Sliding direction\" above three upward-pointing yellow arrows, indicating the orientation of friction or wear. The metadata bar at the bottom identifies the instrument as a Nova NanoSEM with a magnification of 400x and a scale bar of 300 µm. Additional technical details include a date of 4/4/2016, a working distance of 5.5 mm, and a high voltage of 10.0 kV.",
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"caption": "This line chart plots the Friction Coefficient on the y-axis, ranging from 0.0 to 1.4, against the Sliding distance(m) on the x-axis, which extends from 0 to 200. A legend in the top right corner identifies a green line as \"HEA\" and a blue line as \"conventional.\" The green HEA data series fluctuates at a lower level, generally staying between 0.3 and 0.5, while the blue conventional series exhibits higher friction values, mostly oscillating between 0.5 and 0.9 with several sharp spikes reaching above 1.0.",
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"caption": "This scanning electron microscope (SEM) micrograph displays a material surface with a striated texture, where yellow arrows point to dark, irregular regions labeled \"Oxide patches.\" The image includes a data bar at the bottom indicating a magnification of 700x, a working distance of 6.8 mm, and a high voltage of 10.0 kV using a BSED detector. A scale bar on the right represents 100 µm, and the image is timestamped 4/4/2016 at 10:29:06 AM, captured on a Nova NanoSEM.",
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"caption": "This line chart plots Friction Coefficient on the y-axis ranging from 0.0 to 1.2 against Sliding Distance(m) on the x-axis ranging from 0 to 200. A legend in the upper right corner identifies two series: a blue line labeled Conventional and a green line labeled HEA. The Conventional line stabilizes at a higher friction coefficient around 1.0, while the HEA line stabilizes at a lower coefficient between 0.6 and 0.7. The surrounding text references a Ti-based conventional alloy, providing context for the Conventional label.",
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"caption": "This scanning electron micrograph, captured using a Nova NanoSEM at 5,000x magnification, displays a worn material surface annotated with yellow text and arrows to highlight specific features. The labels identify detached debris as \"Flakes\" and parallel linear striations running diagonally across the lower section as \"Grooves.\" Technical metadata at the bottom indicates a working distance of 5.6 mm, an accelerating voltage of 10.0 kV, a BSED detector, and a scale bar representing 20 µm. The surrounding file path context suggests this image is part of a comparative analysis of friction and wear behavior in alloys.",
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"caption": "This micrograph shows a circular wear track or contact area on a material surface, characterized by a lighter, relatively smooth central region speckled with fine dark particles. A distinct dark, arc-shaped accumulation of debris or oxidation lines the upper edge of the circle, while a yellowish-green residue or material deformation is visible on the right side. The surrounding area is textured and scattered with debris, consistent with a microscopic examination of surface damage related to the document's topic of friction and wear behavior analysis.",
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"caption": "This microscopic image, identified by the surrounding text as part of an SEM wear track analysis (Fig. 9), features a prominent, bright circular area centered against a dark background. The region surrounding the central circle is scattered with fine, dark particulate debris, while the bottom of the frame shows a rough, textured surface with irregular, jagged edges. The high-contrast lighting highlights the difference between the smooth central zone and the surrounding rougher material, consistent with magnified imaging of surface wear.",
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"caption": "The image displays a microscopic view of a circular, light-colored surface feature, possibly a wear track, set against a darker background. A pile of light yellow, powdery debris is clustered in the upper right quadrant near the circular area. A red scale bar is visible in the bottom right corner, providing a reference for magnification. The surrounding document text references a comparative analysis of friction and wear behavior in high-entropy alloys and traditional alloys.",
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"caption": "This scanning electron microscope image, captured with a Nova NanoSEM at 5 004 x magnification, shows a textured surface annotated with yellow arrows and text. The labels identify \"Abrasion traces\" in the rougher upper section and \"Grooves\" in the striated lower section. Technical parameters at the bottom indicate an accelerating voltage (HV) of 20.0 kV, a working distance (WD) of 5.8 mm, and a horizontal field width (HFW) of 59.6 µm, with a scale bar representing 20 µm. The surrounding document context suggests this image is part of a comparative analysis of friction and wear behavior in alloys.",
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"caption": "This scanning electron microscope micrograph displays a textured surface at 3,000x magnification where yellow arrows point to dark regions labeled \"Oxide patches\". The data bar at the bottom lists imaging parameters including an HFW of 99.5 µm, HV of 20.0 kV, current of 6.1 nA, and a WD of 5.8 mm. A scale bar indicating 30 µm is visible in the bottom right corner alongside the instrument name Nova NanoSEM. The text immediately preceding the image mentions \"tribochemical components,\" providing context for the observed surface oxidation.",
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"caption": "This micrograph displays a central, light-colored circular region surrounded by a darker, textured background, with visible surface scratches and scattered debris. A red scale bar labeled \"50 um\" appears in the bottom right corner to indicate magnification. The image is situated within a document comparing the friction and wear behavior of high-entropy alloys and traditional alloys.",
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"caption": "This scanning electron micrograph displays a textured surface with dark, scattered patches, annotated by a yellow arrow and the text \"Sliding direction\" pointing upward. Technical parameters at the bottom indicate a magnification of 500 x, a high voltage of 20.0 kV, and a detector type of BSED, with a scale bar of 200 µm. The image is labeled \"Nova NanoSEM\" in the bottom right corner and is contextually linked to surrounding text discussing wear in Ti-based conventional alloys.",
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"caption": "The image presents a microscopic close-up of a dark, granular material surface, illuminated primarily from the left side against a dark background. A large, roughly circular region with a highly textured, rough appearance dominates the center, resembling a wear scar or specific microstructural phase. While the image contains no internal text or axes, the surrounding document text references a \"Ti-based conventional alloy,\" indicating this is likely a micrograph used in a tribological or materials science analysis.",
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"caption": "The image displays a close-up, likely microscopic view of a circular surface area characterized by a grey, granular texture with visible horizontal striations and scratches across the center. The central region is bounded by a darker, irregular ring, resembling a wear track or scar typically examined in tribological analysis. Small bright reflections are visible near the upper left edge of the circular boundary, contrasting with the darker surrounding area.",
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"caption": "The image displays a Raman spectroscopy graph with the x-axis labeled \"Raman Shift(cm⁻¹)\" ranging from 0 to 2200 and the y-axis labeled \"Intensity(A.U.)\". A legend in the top right identifies a green line as \"Conventional\" and a red line as \"HEA\". The red HEA curve exhibits peaks labeled NbO₂, Cr₂O₃, and TiO₂, while the green Conventional curve shows a lower-intensity peak labeled Nb₂O₅ and two subsequent peaks aligned with the Cr₂O and TiO₂ positions by vertical dashed lines.",
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"caption": "The image displays the header banner for the \"Chinese Journal of Engineering\" set against a solid reddish-brown background. On the left side are two circular logos: the first depicts a building with the text \"University of Science and Technology Beijing 1952,\" and the second shows a stylized bird with the text \"Chinese Journal of Engineering.\" To the right of these emblems, the journal title is printed in large white Chinese characters \"工程科学学报\" followed by the English translation \"Chinese Journal of Engineering\" underneath. The surrounding text indicates this header belongs to a 2021 publication featuring research on high entropy alloy coatings.",
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"caption": "The image presents two schematic diagrams labeled a and b detailing a laser cladding process and a mechanical test setup. Diagram a illustrates \"Four channels for powder particles blowing\" onto a \"Substrate\" via a nozzle, forming a \"Coating\" with a specified \"Laser spot diameter : 1.5 mm\" and an indicated \"Scanning path.\" Diagram b depicts a yellow \"Tensile sample\" positioned over a \"Coating\" within a \"Trapezoidal groove\" on the \"Substrate,\" visualizing the configuration for the tensile test described in the subsequent text to confirm bonding force.",
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"caption": "This composite figure presents five micrographs labeled a through e that detail the cross-sectional microstructure of a material system. Panel a serves as a low-magnification overview (500 µm scale) explicitly labeling the \"Coating,\" \"Interface,\" \"Substrate,\" and \"Heat-affect zone,\" with dashed white boxes outlining areas shown in higher detail in the other panels. Panels b and c offer intermediate magnifications (100 µm and 40 µm scales) of the interface region, while panels d and e show fine microstructural details at a 20 µm scale. The surrounding text fragment \"e and substrate respectively\" implies that panel e depicts the substrate microstructure mentioned in the study.",
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