{"id":20780296,"url":"https://github.com/vremold/dtem","last_synced_at":"2025-04-30T20:34:00.941Z","repository":{"id":45784365,"uuid":"494985040","full_name":"Vremold/DTEM","owner":"Vremold","description":"Developer Technical Expertise Mining","archived":false,"fork":false,"pushed_at":"2024-02-06T02:57:30.000Z","size":26517,"stargazers_count":11,"open_issues_count":0,"forks_count":2,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-04-30T20:33:36.416Z","etag":null,"topics":["github","gnn","graphcodebert","roberta"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/Vremold.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2022-05-22T07:04:40.000Z","updated_at":"2024-01-31T16:02:20.000Z","dependencies_parsed_at":"2024-02-06T03:48:07.315Z","dependency_job_id":null,"html_url":"https://github.com/Vremold/DTEM","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Vremold%2FDTEM","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Vremold%2FDTEM/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Vremold%2FDTEM/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Vremold%2FDTEM/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Vremold","download_url":"https://codeload.github.com/Vremold/DTEM/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":251777793,"owners_count":21642227,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["github","gnn","graphcodebert","roberta"],"created_at":"2024-11-17T13:33:14.718Z","updated_at":"2025-04-30T20:34:00.915Z","avatar_url":"https://github.com/Vremold.png","language":"Python","readme":"# Introduction\nThis repository is the code submitted for paper **Automatic Representation of Developers' Technical Expertise Based on GitHub Social Network**\n\n# How to Run\nBelow shows the repository structure. The correspondence between the table results in the paper and the code can be roughly found through the  comments in the directory trees.\n```\n.\n├── Comparisons\n│   └── experiments\n│       ├── alpha\t\t# run this to get the result compared with Dev2Vec, in Table 6, SimDeveloper/Dev2Vec Method\n│       ├── beta\t\t# run this to get performance without watch in Table 6\n│       └── gamma\t\t# run this to get the result of GAT Method results in Table 7. \n├── GHCrawler # run this to get the dataset in the research scope\n│   └── export\n├── GNN # run code here to get the detailed GNN performance in table 3 \u0026 table 4\n│   ├── DataPreprocess\n│   ├── HGT\n│   │   └── pretrained\n│   ├── HetGAT\n│   │   ├── bin\n│   │   └── pretrained\n│   ├── HetGCN\n│   │   └── pretrained\n│   ├── HetSAGE\n│   │   ├── bin\n│   │   └── pretrained\n│   ├── RGCN\n│   │   ├── bin\n│   │   └── pretrained\n│   └── Visualize\n├── NodeFeatureInitializer # run code here to get initial technical expertise embedding of Issue, PR, Repository nodes.\n│   ├── IssueEmbedding\n│   ├── PREmbedding\n│   ├── RepositoryCodeEmbedding\n│   ├── RepositoryEmbedding\n│   ├── export\n│   └── parser\n│       ├── tree-sitter-c-sharp\n│       ├── tree-sitter-go\n│       ├── tree-sitter-java\n│       ├── tree-sitter-javascript\n│       ├── tree-sitter-php\n│       ├── tree-sitter-python\n│       └── tree-sitter-ruby\n├── RecommendationTasks # run code here to get performance in 4 downstream recommendation tasks which is shown in table 6 \u0026 table 7\n│   ├── ContributionRepo\n│   │   └── metric\n│   ├── ContributionRepo_CF\n│   │   └── metric\n│   ├── PRReviewer\n│   │   └── metric\n│   ├── PRReviewer_CF\n│   │   └── metric\n│   ├── RepoMaintainer\n│   │   └── metric\n│   ├── RepoMaintainer_CF\n│   │   └── metric\n│   ├── SimDeveloper\n│   │   └── metric\n│   ├── SimDeveloper_CF\n│   │   └── metric\n│   └── TopicEmbedding # the baseline method in table 6 \u0026 table 7\n├── T-Test # run code here to get the t-test result in table 5\n│   ├── user_contribute_repository\n│   └── user_join_repository\n└── imgs\n```\n\n## \n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fvremold%2Fdtem","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fvremold%2Fdtem","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fvremold%2Fdtem/lists"}