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| import gradio as gr | |
| import os | |
| import shutil | |
| import json | |
| from ml import VacancyAnalyzer | |
| class GlobalState: | |
| """ | |
| Class to store global variables | |
| """ | |
| result_file_path = os.path.join(os.path.dirname(__file__), 'result/archive.json') | |
| result_dir = os.path.join(os.path.dirname(__file__), 'result') | |
| bert_path = os.path.join(os.path.dirname(__file__), 'tiny.pt') | |
| conv_classes = {0: 'low', | |
| 1: 'middle', | |
| 2: 'high' | |
| } | |
| default_data = {'id': 'a0000', | |
| 'emp_brand': '', | |
| 'mandatory': '', | |
| 'additional': '', | |
| 'comp_stages': '', | |
| 'work_conditions': '', | |
| 'conversion': 0, | |
| 'conversion_class': 'unknown' | |
| } | |
| data = None | |
| def cid(txt): | |
| GlobalState.data['id'] = txt | |
| def cbrand(txt): | |
| GlobalState.data['emp_brand'] = txt | |
| def cmand(txt): | |
| GlobalState.data['mandatory'] = txt | |
| def cadd(txt): | |
| GlobalState.data['additional'] = txt | |
| def ccomp(txt): | |
| GlobalState.data['comp_stages'] = txt | |
| def ccond(txt): | |
| GlobalState.data['work_conditions'] = txt | |
| def submit(chk): | |
| # print(GlobalState.data) | |
| return gr.update("Run!", visible=True) | |
| def append_to_json(_dict, path): | |
| with open(path, 'ab+') as f: | |
| f.seek(0, 2) | |
| if f.tell() == 0: | |
| f.write(json.dumps([_dict]).encode()) | |
| else: | |
| f.seek(-1, 2) | |
| f.truncate() | |
| f.write(' , '.encode()) | |
| f.write(json.dumps(_dict).encode()) | |
| f.write(']'.encode()) | |
| def predict(btn): | |
| analyzer = VacancyAnalyzer(GlobalState.bert_path, GlobalState.data) | |
| status, result = analyzer.classify() | |
| gr.Info(status) | |
| if result != 'unknown': | |
| result = GlobalState.conv_classes[int(result[0])] | |
| out_2 = f'Predicted by vacancy description conversion - {result}' | |
| GlobalState.data['conversion_class'] = result | |
| fid = GlobalState.result_file_path | |
| append_to_json(GlobalState.data, fid) | |
| GlobalState.data = GlobalState.default_data | |
| link = GlobalState.result_file_path | |
| return gr.update(value=out_2), gr.update(link="/file=" + link, visible=True) | |
| def save(btn): | |
| link = GlobalState.result_file_path | |
| return gr.update(link="/file=" + link) | |
| def main(): | |
| # shutil.rmtree(os.path.join(os.path.dirname(__file__), 'result/'), ignore_errors=True) | |
| try: | |
| os.mkdir(os.path.join(os.path.dirname(__file__), 'result/')) | |
| except FileExistsError: | |
| pass | |
| GlobalState.data = GlobalState.default_data | |
| with gr.Blocks() as demo: | |
| with gr.Tab("Load"): | |
| with gr.Row(): | |
| gr.Markdown( | |
| """ | |
| # Input the text description of the position | |
| # 👾👾👾 Then press **Run!** 👾👾👾 | |
| """) | |
| with gr.Row(): | |
| with gr.Column(): | |
| with gr.Row(): | |
| brand = gr.Textbox(label='Company name', value=None) | |
| with gr.Row(): | |
| vid = gr.Textbox(label='Position id', value=None) | |
| with gr.Row(): | |
| req = gr.Textbox(label='Mandatory') | |
| with gr.Column(): | |
| with gr.Row(): | |
| add = gr.Textbox(label='Additional') | |
| with gr.Row(): | |
| comp = gr.Textbox(label='Competition stage') | |
| with gr.Row(): | |
| cond = gr.Textbox(label='Work conditions') | |
| with gr.Column(): | |
| with gr.Row(): | |
| with gr.Column(): | |
| ready = gr.Checkbox(label='Data Filled') | |
| with gr.Column(): | |
| process_button = gr.Button("Run!", visible=False, interactive=True) | |
| with gr.Row(): | |
| output_2 = gr.Textbox(label='LLM Result') | |
| with gr.Row(): | |
| download_button = gr.Button("JSON Archive", visible=False) | |
| brand.change(cbrand, inputs=[brand]) | |
| vid.change(cid, inputs=[vid]) | |
| req.change(cmand, inputs=[req]) | |
| add.change(cadd, inputs=[add]) | |
| comp.change(ccomp, inputs=[comp]) | |
| cond.change(ccond, inputs=[cond]) | |
| ready.change(submit, inputs=[ready], outputs=[process_button]) | |
| process_button.click(predict, inputs=[process_button], outputs=[output_2, download_button], | |
| show_progress='full') | |
| download_button.click(save, inputs=[download_button], outputs=[download_button]) | |
| demo.launch(allowed_paths=[GlobalState.result_dir]) | |
| if __name__ == "__main__": | |
| main() | |