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HuangHai 2 weeks ago
parent 03e781a2c5
commit 7ac38c0c0c
9 changed files with 94 additions and 997 deletions
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69
dsRagAnything/T1_TrainNeo4j.py
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import asyncio
import os
import shutil
from lightrag import LightRAG
from lightrag.kg.shared_storage import initialize_pipeline_status
from lightrag.utils import setup_logger
from raganything import RAGAnything, RAGAnythingConfig
from Util.RagUtil import create_llm_model_func, create_vision_model_func, create_embedding_func
async def main():
# 要处理的文件路径
file_path = "static/Txt/吉林动画学院一览表.pdf"
# 索引生成目录
WORKING_DIR = "./Topic/DongHua"
# 删除output目录下的所有文件
output_dir="./output"
shutil.rmtree(output_dir, ignore_errors=True)
os.makedirs(output_dir, exist_ok=True)
# 删除WORKING_DIR下的所有文件
shutil.rmtree(WORKING_DIR, ignore_errors=True)
os.makedirs(WORKING_DIR, exist_ok=True)
# 指定最终的索引生成目录，启动索引生成
config = RAGAnythingConfig(
working_dir=WORKING_DIR,
mineru_parse_method="auto",
enable_image_processing=True,
enable_table_processing=True,
enable_equation_processing=True,
)
# 自定义的大模型函数
llm_model_func = create_llm_model_func()
# 自定义的可视模型函数
vision_model_func = create_vision_model_func(llm_model_func)
# 自定义的嵌入函数
embedding_func = create_embedding_func()
# 为LightRAG设置日志记录器
setup_logger("lightrag", level="INFO")
lightrag_instance = LightRAG(
working_dir=WORKING_DIR,
llm_model_func=llm_model_func,
embedding_func=embedding_func
)
# 初始化数据库连接
await lightrag_instance.initialize_storages()
# 初始化文档处理的管道状态
await initialize_pipeline_status()
rag = RAGAnything(
config=config,
lightrag=lightrag_instance,
vision_model_func=vision_model_func,
)
await rag.process_document_complete(
file_path=file_path,
output_dir=output_dir,
parse_method="auto"
)
print("文档解析索引完成！")
if __name__ == "__main__":
asyncio.run(main())

928
dsRagAnything/Topic/DongHua/graph_chunk_entity_relation.graphml
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<node id="吉林动画学院">
<data key="d0">吉林动画学院</data>
<data key="d1">organization</data>
<data key="d2">吉林动画学院is an educational institution advertising a recruitment plan for research positions and listing the application conditions.</data>
<data key="d2">吉林动画学院is an educational institution focusing on animation and research, currently recruiting for research positions.</data>
<data key="d3">chunk-1f0c3c41a5d8258ec1b6226d3e655777</data>
<data key="d4">吉林动画学院一览表.pdf</data>
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</node>
<node id="科研岗位">
<data key="d0">科研岗位</data>
<data key="d1">category</data>
<data key="d2">科研岗位refers to research positions being offered by吉林动画学院, indicating the institution's focus on academic research.</data>
<data key="d2">科研岗位refers to research positions being recruited for, indicating the institution's focus on academic research.</data>
<data key="d3">chunk-1f0c3c41a5d8258ec1b6226d3e655777</data>
<data key="d4">吉林动画学院一览表.pdf</data>
<data key="d5">1751942790</data>
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</node>
<node id="招聘计划">
<data key="d0">招聘计划</data>
<data key="d1">event</data>
<data key="d2">招聘计划is the recruitment event organized by吉林动画学院to fill research positions.</data>
<data key="d2">招聘计划is the recruitment event or process being conducted by吉林动画学院for research positions.</data>
<data key="d3">chunk-1f0c3c41a5d8258ec1b6226d3e655777</data>
<data key="d4">吉林动画学院一览表.pdf</data>
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</node>
<node id="报名条件">
<data key="d0">报名条件</data>
<data key="d1">category</data>
<data key="d2">报名条件outlines the eligibility criteria and requirements for applicants to the research positions.</data>
<data key="d2">报名条件refers to the application requirements or qualifications needed for the research positions.</data>
<data key="d3">chunk-1f0c3c41a5d8258ec1b6226d3e655777</data>
<data key="d4">吉林动画学院一览表.pdf</data>
<data key="d5">1751942790</data>
</node>
<node id="Jilin Animation Institute Research Position Recruitment Details (table)">
<data key="d0">Jilin Animation Institute Research Position Recruitment Details (table)</data>
<data key="d1">table</data>
<data key="d2">This table outlines job openings for research roles (Engineer, Mechanic, AI Algorithmist) at Jilin Animation Institute, detailing required qualifications, technical skills, and vacancies. It reflects the institute's focus on advanced digital technologies (game engines, robotics, AI) and industry-aligned research, with 10 openings each for Engine/AI roles and 8 for Bionic Mechanics.</data>
<data key="d3">chunk-77d0b910bdef022f65960f6783be7296</data>
<data key="d4">吉林动画学院一览表.pdf</data>
<data key="d5">1751942807</data>
</node>
<node id="Jilin Animation Institute">
<data key="d0">Jilin Animation Institute</data>
<data key="d1">organization</data>
<data key="d2">Jilin Animation Institute is an academic institution focused on animation and technology, currently recruiting for research positions requiring high-level technical skills.&lt;SEP&gt;Jilin Animation Institute is an educational institution focused on animation and digital media, currently recruiting for specialized research positions.</data>
<data key="d3">chunk-77d0b910bdef022f65960f6783be7296&lt;SEP&gt;chunk-98ee901f07eee5a5a7c0b8c9c2c7bda1</data>
<data key="d4">吉林动画学院一览表.pdf</data>
<data key="d5">1751942956</data>
</node>
<node id="Engine Engineer">
<data key="d0">Engine Engineer</data>
<data key="d1">category</data>
<data key="d2">Engine Engineer is a recruitment position requiring expertise in game engines like Unreal Engine and Unity, with 10 vacancies.</data>
<data key="d3">chunk-77d0b910bdef022f65960f6783be7296</data>
<data key="d4">吉林动画学院一览表.pdf</data>
<data key="d5">1751942956</data>
</node>
<node id="Smart Bionic Mechanic">
<data key="d0">Smart Bionic Mechanic</data>
<data key="d1">category</data>
<data key="d2">Smart Bionic Mechanic is a recruitment position focused on mechanical design and robotics, with 8 vacancies.</data>
<data key="d3">chunk-77d0b910bdef022f65960f6783be7296</data>
<data key="d4">吉林动画学院一览表.pdf</data>
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</node>
<node id="AI Algorithm Engineer">
<data key="d0">AI Algorithm Engineer</data>
<data key="d1">category</data>
<data key="d2">AI Algorithm Engineer is a recruitment position specializing in AI, computer vision, and graphics, with 10 vacancies.</data>
<data key="d3">chunk-77d0b910bdef022f65960f6783be7296</data>
<data key="d4">吉林动画学院一览表.pdf</data>
<data key="d5">1751942956</data>
</node>
<node id="Unreal Engine">
<data key="d0">Unreal Engine</data>
<data key="d1">category</data>
<data key="d2">A game engine platform mentioned as required experience for Engine Engineer position.&lt;SEP&gt;Game engine required for Technical Art TD position.</data>
<data key="d3">chunk-77d0b910bdef022f65960f6783be7296&lt;SEP&gt;chunk-98ee901f07eee5a5a7c0b8c9c2c7bda1</data>
<data key="d4">吉林动画学院一览表.pdf</data>
<data key="d5">1751942956</data>
</node>
<node id="Unity">
<data key="d0">Unity</data>
<data key="d1">category</data>
<data key="d2">A game engine platform mentioned as required experience for Engine Engineer position.</data>
<data key="d3">chunk-77d0b910bdef022f65960f6783be7296</data>
<data key="d4">吉林动画学院一览表.pdf</data>
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</node>
<node id="ThreeJS">
<data key="d0">ThreeJS</data>
<data key="d1">category</data>
<data key="d2">A JavaScript library mentioned as relevant experience for Engine Engineer position.</data>
<data key="d3">chunk-77d0b910bdef022f65960f6783be7296</data>
<data key="d4">吉林动画学院一览表.pdf</data>
<data key="d5">1751942956</data>
</node>
<node id="SolidWorks">
<data key="d0">SolidWorks</data>
<data key="d1">category</data>
<data key="d2">3D modeling software required for Smart Bionic Mechanic position.</data>
<data key="d3">chunk-77d0b910bdef022f65960f6783be7296</data>
<data key="d4">吉林动画学院一览表.pdf</data>
<data key="d5">1751942956</data>
</node>
<node id="Fusion 360">
<data key="d0">Fusion 360</data>
<data key="d1">category</data>
<data key="d2">3D modeling software required for Smart Bionic Mechanic position.</data>
<data key="d3">chunk-77d0b910bdef022f65960f6783be7296</data>
<data key="d4">吉林动画学院一览表.pdf</data>
<data key="d5">1751942956</data>
</node>
<node id="Arduino">
<data key="d0">Arduino</data>
<data key="d1">category</data>
<data key="d2">Hardware platform preferred for Smart Bionic Mechanic position.</data>
<data key="d3">chunk-77d0b910bdef022f65960f6783be7296</data>
<data key="d4">吉林动画学院一览表.pdf</data>
<data key="d5">1751942956</data>
</node>
<node id="Raspberry Pi">
<data key="d0">Raspberry Pi</data>
<data key="d1">category</data>
<data key="d2">Hardware platform preferred for Smart Bionic Mechanic position.</data>
<data key="d3">chunk-77d0b910bdef022f65960f6783be7296</data>
<data key="d4">吉林动画学院一览表.pdf</data>
<data key="d5">1751942956</data>
</node>
<node id="PLC">
<data key="d0">PLC</data>
<data key="d1">category</data>
<data key="d2">Industrial control system mentioned for Smart Bionic Mechanic position.</data>
<data key="d3">chunk-77d0b910bdef022f65960f6783be7296</data>
<data key="d4">吉林动画学院一览表.pdf</data>
<data key="d5">1751942956</data>
</node>
<node id="Python">
<data key="d0">Python</data>
<data key="d1">category</data>
<data key="d2">Programming language required for AI Algorithm Engineer position.&lt;SEP&gt;Programming language required for Technical Art TD plugin development.</data>
<data key="d3">chunk-77d0b910bdef022f65960f6783be7296&lt;SEP&gt;chunk-98ee901f07eee5a5a7c0b8c9c2c7bda1</data>
<data key="d4">吉林动画学院一览表.pdf</data>
<data key="d5">1751942956</data>
</node>
<node id="PyTorch">
<data key="d0">PyTorch</data>
<data key="d1">category</data>
<data key="d2">Deep learning framework required for AI Algorithm Engineer position.</data>
<data key="d3">chunk-77d0b910bdef022f65960f6783be7296</data>
<data key="d4">吉林动画学院一览表.pdf</data>
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</node>
<node id="ComfyUI">
<data key="d0">ComfyUI</data>
<data key="d1">category</data>
<data key="d2">AI workflow tool preferred for AI Algorithm Engineer position.</data>
<data key="d3">chunk-77d0b910bdef022f65960f6783be7296</data>
<data key="d4">吉林动画学院一览表.pdf</data>
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</node>
<node id="UE Engine">
<data key="d0">UE Engine</data>
<data key="d1">category</data>
<data key="d2">Game engine mentioned as preferred experience for AI Algorithm Engineer.</data>
<data key="d3">chunk-77d0b910bdef022f65960f6783be7296</data>
<data key="d4">吉林动画学院一览表.pdf</data>
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</node>
<node id="Blender">
<data key="d0">Blender</data>
<data key="d1">category</data>
<data key="d2">3D modeling software preferred for AI Algorithm Engineer position.&lt;SEP&gt;Open-source 3D creation suite required for Technical Art TD position.</data>
<data key="d3">chunk-77d0b910bdef022f65960f6783be7296&lt;SEP&gt;chunk-98ee901f07eee5a5a7c0b8c9c2c7bda1</data>
<data key="d4">吉林动画学院一览表.pdf</data>
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</node>
<node id="Computer Vision">
<data key="d0">Computer Vision</data>
<data key="d1">category</data>
<data key="d2">Technical field required for AI Algorithm Engineer position.</data>
<data key="d3">chunk-77d0b910bdef022f65960f6783be7296</data>
<data key="d4">吉林动画学院一览表.pdf</data>
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<node id="Computer Graphics">
<data key="d0">Computer Graphics</data>
<data key="d1">category</data>
<data key="d2">Technical field required for AI Algorithm Engineer position.</data>
<data key="d3">chunk-77d0b910bdef022f65960f6783be7296</data>
<data key="d4">吉林动画学院一览表.pdf</data>
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<node id="Deep Learning">
<data key="d0">Deep Learning</data>
<data key="d1">category</data>
<data key="d2">Technical field required for AI Algorithm Engineer position.</data>
<data key="d3">chunk-77d0b910bdef022f65960f6783be7296</data>
<data key="d4">吉林动画学院一览表.pdf</data>
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<node id="Digital Media Technology">
<data key="d0">Digital Media Technology</data>
<data key="d1">category</data>
<data key="d2">Academic field mentioned for Engine Engineer position.</data>
<data key="d3">chunk-77d0b910bdef022f65960f6783be7296</data>
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</node>
<node id="Mechanical Design">
<data key="d0">Mechanical Design</data>
<data key="d1">category</data>
<data key="d2">Academic field mentioned for Smart Bionic Mechanic position.</data>
<data key="d3">chunk-77d0b910bdef022f65960f6783be7296</data>
<data key="d4">吉林动画学院一览表.pdf</data>
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<node id="Control Engineering">
<data key="d0">Control Engineering</data>
<data key="d1">category</data>
<data key="d2">Academic field mentioned for Smart Bionic Mechanic position.</data>
<data key="d3">chunk-77d0b910bdef022f65960f6783be7296</data>
<data key="d4">吉林动画学院一览表.pdf</data>
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</node>
<node id="Robotics">
<data key="d0">Robotics</data>
<data key="d1">category</data>
<data key="d2">Academic field mentioned for Smart Bionic Mechanic position.</data>
<data key="d3">chunk-77d0b910bdef022f65960f6783be7296</data>
<data key="d4">吉林动画学院一览表.pdf</data>
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<node id="Industrial Design">
<data key="d0">Industrial Design</data>
<data key="d1">category</data>
<data key="d2">Academic field mentioned for Smart Bionic Mechanic position.</data>
<data key="d3">chunk-77d0b910bdef022f65960f6783be7296</data>
<data key="d4">吉林动画学院一览表.pdf</data>
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</node>
<node id="Jilin Animation Institute Research Position Recruitment Table (table)">
<data key="d0">Jilin Animation Institute Research Position Recruitment Table (table)</data>
<data key="d1">table</data>
<data key="d2">This table outlines job openings for technical roles at Jilin Animation Institute, detailing required qualifications and skills. It reflects the institute's emphasis on advanced technical expertise in animation and software development, supporting its academic focus on digital media and technology.</data>
<data key="d3">chunk-98ee901f07eee5a5a7c0b8c9c2c7bda1</data>
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</node>
<node id="技术美术TD">
<data key="d0">技术美术TD</data>
<data key="d1">category</data>
<data key="d2">技术美术TD is a job category requiring expertise in digital effects, animation, and proficiency in software like Maya, Blender, Nuke, Houdini, and Unreal Engine.</data>
<data key="d3">chunk-98ee901f07eee5a5a7c0b8c9c2c7bda1</data>
<data key="d4">吉林动画学院一览表.pdf</data>
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</node>
<node id="互联网全站开发工程师">
<data key="d0">互联网全站开发工程师</data>
<data key="d1">category</data>
<data key="d2">互联网全站开发工程师is a job category for full-stack web developers with expertise in Java, Vue, and frameworks like SpringMVC, mybatis, and SpringBoot.</data>
<data key="d3">chunk-98ee901f07eee5a5a7c0b8c9c2c7bda1</data>
<data key="d4">吉林动画学院一览表.pdf</data>
<data key="d5">1751942956</data>
</node>
<node id="Maya">
<data key="d0">Maya</data>
<data key="d1">category</data>
<data key="d2">3D animation software required for Technical Art TD position.</data>
<data key="d3">chunk-98ee901f07eee5a5a7c0b8c9c2c7bda1</data>
<data key="d4">吉林动画学院一览表.pdf</data>
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</node>
<node id="Nuke">
<data key="d0">Nuke</data>
<data key="d1">category</data>
<data key="d2">Compositing software required for Technical Art TD position.</data>
<data key="d3">chunk-98ee901f07eee5a5a7c0b8c9c2c7bda1</data>
<data key="d4">吉林动画学院一览表.pdf</data>
<data key="d5">1751942956</data>
</node>
<node id="Houdini">
<data key="d0">Houdini</data>
<data key="d1">category</data>
<data key="d2">3D animation software required for Technical Art TD position.</data>
<data key="d3">chunk-98ee901f07eee5a5a7c0b8c9c2c7bda1</data>
<data key="d4">吉林动画学院一览表.pdf</data>
<data key="d5">1751942956</data>
</node>
<node id="Mel">
<data key="d0">Mel</data>
<data key="d1">category</data>
<data key="d2">Scripting language required for Technical Art TD position.</data>
<data key="d3">chunk-98ee901f07eee5a5a7c0b8c9c2c7bda1</data>
<data key="d4">吉林动画学院一览表.pdf</data>
<data key="d5">1751942956</data>
</node>
<node id="Vue">
<data key="d0">Vue</data>
<data key="d1">category</data>
<data key="d2">JavaScript framework required for Full-stack Developer position.</data>
<data key="d3">chunk-98ee901f07eee5a5a7c0b8c9c2c7bda1</data>
<data key="d4">吉林动画学院一览表.pdf</data>
<data key="d5">1751942956</data>
</node>
<node id="Java">
<data key="d0">Java</data>
<data key="d1">category</data>
<data key="d2">Programming language required for Full-stack Developer position.</data>
<data key="d3">chunk-98ee901f07eee5a5a7c0b8c9c2c7bda1</data>
<data key="d4">吉林动画学院一览表.pdf</data>
<data key="d5">1751942956</data>
</node>
<node id="SpringMVC">
<data key="d0">SpringMVC</data>
<data key="d1">category</data>
<data key="d2">Java framework required for Full-stack Developer position.</data>
<data key="d3">chunk-98ee901f07eee5a5a7c0b8c9c2c7bda1</data>
<data key="d4">吉林动画学院一览表.pdf</data>
<data key="d5">1751942956</data>
</node>
<node id="MyBatis">
<data key="d0">MyBatis</data>
<data key="d1">category</data>
<data key="d2">Java persistence framework required for Full-stack Developer position.</data>
<data key="d3">chunk-98ee901f07eee5a5a7c0b8c9c2c7bda1</data>
<data key="d4">吉林动画学院一览表.pdf</data>
<data key="d5">1751942956</data>
</node>
<node id="SpringBoot">
<data key="d0">SpringBoot</data>
<data key="d1">category</data>
<data key="d2">Java framework required for Full-stack Developer position.</data>
<data key="d3">chunk-98ee901f07eee5a5a7c0b8c9c2c7bda1</data>
<data key="d4">吉林动画学院一览表.pdf</data>
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<data key="d6">8.0</data>
<data key="d7">吉林动画学院is offering research positions as part of its academic activities.</data>
<data key="d7">吉林动画学院is recruiting for research positions (科研岗位), showing its commitment to academic development.</data>
<data key="d8">academic recruitment,research focus</data>
<data key="d9">chunk-1f0c3c41a5d8258ec1b6226d3e655777</data>
<data key="d10">吉林动画学院一览表.pdf</data>
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</edge>
<edge source="吉林动画学院" target="招聘计划">
<data key="d6">9.0</data>
<data key="d7">吉林动画学院is conducting a recruitment plan to hire for research positions.</data>
<data key="d8">event organization,institutional hiring</data>
<data key="d9">chunk-1f0c3c41a5d8258ec1b6226d3e655777</data>
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<edge source="科研岗位" target="报名条件">
<data key="d6">8.0</data>
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<edge source="Jilin Animation Institute Research Position Recruitment Details (table)" target="Mechanical Design">
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<edge source="Jilin Animation Institute" target="Engine Engineer">
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<data key="d10">吉林动画学院一览表.pdf</data>
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<edge source="Jilin Animation Institute" target="Smart Bionic Mechanic">
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<edge source="Jilin Animation Institute" target="AI Algorithm Engineer">
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<edge source="Jilin Animation Institute" target="技术美术TD">
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<edge source="Engine Engineer" target="ThreeJS">
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<edge source="Smart Bionic Mechanic" target="Fusion 360">
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<edge source="Smart Bionic Mechanic" target="Arduino">
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<data key="d7">Arduino is preferred for the Smart Bionic Mechanic position.</data>
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<edge source="Smart Bionic Mechanic" target="Raspberry Pi">
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<data key="d7">Raspberry Pi is preferred for the Smart Bionic Mechanic position.</data>
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<edge source="Smart Bionic Mechanic" target="PLC">
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<edge source="AI Algorithm Engineer" target="Python">
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<data key="d7">Python is required for the AI Algorithm Engineer position.</data>
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<edge source="AI Algorithm Engineer" target="PyTorch">
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<edge source="AI Algorithm Engineer" target="ComfyUI">
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<data key="d7">ComfyUI is preferred for the AI Algorithm Engineer position.</data>
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<edge source="AI Algorithm Engineer" target="UE Engine">
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<data key="d7">UE Engine is preferred for the AI Algorithm Engineer position.</data>
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<edge source="AI Algorithm Engineer" target="Blender">
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<data key="d7">Blender is preferred for the AI Algorithm Engineer position.</data>
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<edge source="AI Algorithm Engineer" target="Computer Vision">
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<edge source="AI Algorithm Engineer" target="Computer Graphics">
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<edge source="AI Algorithm Engineer" target="Deep Learning">
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<data key="d7">Deep Learning is a required field for the AI Algorithm Engineer position.</data>
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<edge source="Unreal Engine" target="Jilin Animation Institute Research Position Recruitment Table (table)">
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"content": "Table Analysis:\nImage Path: images/a03eeba449d117f0758e34ba7cb2d93e9fc3ae168c6ff3bfbe375b2f42955e50.jpg\nCaption: None\nStructure: <html><body><table><tr><td>序号</td><td>招聘岗位</td><td>招聘 招聘条件 人数</td></tr><tr><td>1</td><td>引擎工程师</td><td>1.博士学历、学位，计算机、数字媒体技术等相关专业； 2.有Unreal Engine、Unity、ThreeJS 引擎开发经验； 3.扎实的编程基本功，对算法和数据结构、设计模式有深入的理解； 4.精通C#、C++，熟悉 HybridCLR热更； 10 5.思维严谨，逻辑清晰，具备独立解决问题的能力； 6.有较强的学习能力，对前沿技术敏感； 7.积极主动，热爱游戏，有良好的沟通能力和团队协作能力。</td></tr><tr><td>2</td><td>智能仿生机械师</td><td>1.博士学历、学位，机械设计、机电一体化、控制工程、机器人、工业设计等相关专业； 2.熟练掌握机械结构设计，熟悉各类机械驱动装置； 3.具备基础电控知识，能独立搭建基本电机驱动与传感器系统； 4.会使用 3D 机械建模软件（如 SolidWorks、Fusion 360）及常用机械加工工具； 8 5.具备一定编程能力，结合 Arduino、Raspberry Pi、PLC 等进行智能机械控制者优先； 6.相关仿生机械装配、动效制作或机器人项目经验；有影视道具机械、主题公园机械装置、动态雕塑等项 目经验更佳；</td></tr><tr><td>3</td><td>AI 算法工程师</td><td>7.有物理特效实体毛发装配、皮肤蒙皮、灯光或声效等经验优先考虑。 1．博士学历、学位，计算机相关专业； 2．在计算机视觉、计算机图形学、深度学习等任一领域有学术论文发表； 3.任一研究方向：智能图像生成与编辑、数字人技术或引擎动画技术； 4．深度参与纵向科研项目的优先； 10 5.具备 python/pytorch/git 等相关的开发技能； 6.熟悉 ComfyUI 工作流/UE 引擎/Blender 建模等相近工具优先； 7.熟悉计算机图形学基础知识优先； 8.熟悉动漫游和影视动画等产业领域优先；</td></tr></table></body></html>\nFootnotes: None\n\nAnalysis: The table presents a structured recruitment plan for research positions at Jilin Animation Institute, organized into three columns: '序号' (Serial Number), '招聘岗位' (Recruitment Position), and '招聘条件人数' (Recruitment Conditions and Number of Openings). Each row details a specific job role, its requirements, and the number of vacancies. Key patterns include:\n1. **Educational Requirement**: All positions mandate a doctoral degree in relevant fields (e.g., Computer Science, Mechanical Design).\n2. **Technical Skills**: Roles emphasize specialized skills like Unreal Engine/Unity for Engine Engineers, 3D modeling for Smart Bionic Mechanics, and AI/ML for AI Algorithm Engineers.\n3. **Vacancy Distribution**: Engine Engineer and AI Algorithm Engineer have 10 openings each, while Smart Bionic Mechanic has 8, indicating higher demand for these roles.\n4. **Soft Skills**: All roles stress problem-solving, communication, and teamwork, aligning with research collaboration needs.\n5. **Industry Relevance**: Preferences for candidates with experience in gaming, animation, or film industries highlight the institute's focus on applied research in digital media.\n\nThe table supports the context by illustrating the institute's strategic hiring priorities in cutting-edge technologies (AI, game engines, robotics) to bolster its research capabilities in animation and digital media.",
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"content": "Table Analysis:\nImage Path: images/b71161cd26777a2658b3331ea64f9c8e44ebb092315bb9a40b5906aee0860356.jpg\nCaption: None\nStructure: <html><body><table><tr><td>4</td><td>技术美术 TD</td><td>1.博士学历、学位，数字特效、数字媒体、动画等相关专业； 2.熟悉 Maya、Blender、Nuke、Houdini、UE 等影视制作软件，熟悉动画、影视各环节制作流程及规范； 3.有独立解决问题能力，有较强的学习能力，对于动画、影视视效制作中的问题和报错可以分析和定位； 4.熟练掌握 Python、mel 等语言，能开发 Maya 和任意一种 Blender/Nuke/Houdini/UE 软件中的插件，命 令行工具； 5.对于影视全流程设计有自己的思考和总结； 6.有虚拟制片或动作捕捉系统相关之影视项目经验优先考虑。</td><td>10</td></tr><tr><td>5</td><td>互联网全站开发 工程师</td><td>1.博士学历、学位，计算机或其他相关专业毕业； 2.3年及以上软件开发工作经验； 3.有 Vue 实战项目经验、精通 Java 编程语言，熟练运用 SpringMVC,mybatis，SpringBoot 等 Java EE 框架，至少看过一个框架源码或 jdk 源码； 5.具其有较强的爱辑维以系统分析和文档编写能力，良好的编程风格，能快速学习和掌握新技术； 6.具备较强的自学能力，团队精神及抗压能力，思路清晰，善于思考，能独立分析和解决问题； 7.具有集群环境搭建经验，具有性能调优经验； 8.具备丰富的 Javascript、HTML5、CSS3 编程经验。</td><td>8</td></tr></table></body></html>\nFootnotes: None\n\nAnalysis: The table provides a detailed recruitment plan for research positions at Jilin Animation Institute, listing specific job roles, requirements, and available positions. The table is organized into four columns: Position Number, Job Title, Job Requirements, and Number of Openings. Key data points include the demand for high-level technical skills in animation and software development, with an emphasis on doctoral qualifications and specific technical proficiencies. Patterns show a preference for candidates with practical experience and problem-solving abilities. The data highlights the institute's focus on advanced digital media and software development skills, aligning with its animation and technology-oriented academic environment.",
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