{"id":20694832,"url":"https://github.com/touhi99/n-gram-language-model","last_synced_at":"2025-04-22T19:59:09.761Z","repository":{"id":209349984,"uuid":"168054268","full_name":"touhi99/N-gram-Language-model","owner":"touhi99","description":"Programming for NLP Project - Implement a basic n-gram language model and generate sentence using beam search","archived":false,"fork":false,"pushed_at":"2020-03-10T14:32:16.000Z","size":1263,"stargazers_count":12,"open_issues_count":0,"forks_count":5,"subscribers_count":2,"default_branch":"master","last_synced_at":"2025-03-29T18:21:57.093Z","etag":null,"topics":["beam-search","ngram","ngram-language-model","perplexity"],"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/touhi99.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}},"created_at":"2019-01-28T23:20:59.000Z","updated_at":"2025-01-17T10:11:30.000Z","dependencies_parsed_at":"2023-11-26T21:28:22.809Z","dependency_job_id":"39df1c42-ec5b-4c99-8d21-01c94dc96686","html_url":"https://github.com/touhi99/N-gram-Language-model","commit_stats":null,"previous_names":["touhi99/n-gram-language-model"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/touhi99%2FN-gram-Language-model","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/touhi99%2FN-gram-Language-model/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/touhi99%2FN-gram-Language-model/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/touhi99%2FN-gram-Language-model/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/touhi99","download_url":"https://codeload.github.com/touhi99/N-gram-Language-model/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":250315977,"owners_count":21410473,"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":["beam-search","ngram","ngram-language-model","perplexity"],"created_at":"2024-11-17T00:06:51.522Z","updated_at":"2025-04-22T19:59:09.742Z","avatar_url":"https://github.com/touhi99.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"## N-gram Language Model\r\n\r\n### Data\r\n- train_shakespeare.txt (train file)\r\n- dev_shakespeare.txt (test file)\r\n- new_shakespeare.txt (generated file, based on bigram, beam size 30)\r\n\r\n### Files\r\n- main.py\r\n- corpus.py\r\n- lm.py\r\n- beam.py\r\n- test_ngram.py\r\n\r\n### Model\r\n- trained_model_ngram.pkl (Saved after training)\r\n\r\n### Requirement\r\n\t`pip install docopt`\r\n\t`pip install click`\r\n\r\n\r\n### How-to\r\n\r\n`python\r\n  main.py train [--n \u003cn\u003e] [--path \u003cpath\u003e]\r\n  main.py generate [--lines \u003cn\u003e] \r\n  main.py perplexity [--path \u003cpath\u003e]\r\n  main.py common [--number \u003cn\u003e]\r\n  main.py testcase\r\n  main.py --help`\r\n\r\n`Options:\r\n  --n \u003cn\u003e     \t\tNumber of n-gram\r\n  --path \u003cpath\u003e     Train/Test file path\r\n  --lines \u003cn\u003e\t\tNo. of lines to be generated\r\n  --number \u003cn\u003e\t\tNo. of n-gram to show\r\n  --help     \t\tShow this screen`\r\n\r\n`python test_ngram.py`","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftouhi99%2Fn-gram-language-model","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftouhi99%2Fn-gram-language-model","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftouhi99%2Fn-gram-language-model/lists"}