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| import gradio as gr | |
| import torch | |
| from kuidastaltsutadalaamat.trainllm import load_model, load_tokenizer | |
| from kuidastaltsutadalaamat.inference import llm_generate | |
| from kuidastaltsutadalaamat.data import LazyTokenizingInferenceDataset | |
| from kuidastaltsutadalaamat.promptops import * | |
| accel = None | |
| device = torch.device("cuda" if torch.cuda.is_available() else "cpu") | |
| model = load_model("mphi/smugri4-1808-ep3-tmptest", device, accelerator=accel, attention="eager") #eager for cpu | |
| model.eval() | |
| tokenizer = load_tokenizer("mphi/smugri4-1808-ep3-tmptest", accelerator=accel) | |
| languages = ["English", | |
| "English, bible", | |
| "English, dictionary", | |
| "English, speech", | |
| "Erzya", | |
| "Erzya, bible", | |
| "Erzya, dictionary", | |
| "Estonian", | |
| "Estonian, Amb, dictionary", | |
| "Estonian, Ann, dictionary", | |
| "Estonian, Aud, dictionary", | |
| "Estonian, Hag, dictionary", | |
| "Estonian, Han, dictionary", | |
| "Estonian, Hii, emm, dictionary", | |
| "Estonian, Hii, käi, dictionary", | |
| "Estonian, Hii, phl, dictionary", | |
| "Estonian, Hii, rei, dictionary", | |
| "Estonian, Hiiu, dictionary", | |
| "Estonian, Hjn, dictionary", | |
| "Estonian, Hljr, dictionary", | |
| "Estonian, Hmd, dictionary", | |
| "Estonian, Hää, dictionary", | |
| "Estonian, Iisi, dictionary", | |
| "Estonian, Iisk, dictionary", | |
| "Estonian, Iisr, dictionary", | |
| "Estonian, Jjn, dictionary", | |
| "Estonian, Jmd, dictionary", | |
| "Estonian, Juu, dictionary", | |
| "Estonian, Jõer, dictionary", | |
| "Estonian, Jõh, dictionary", | |
| "Estonian, Jür, dictionary", | |
| "Estonian, Kad, dictionary", | |
| "Estonian, Kihnu, dictionary", | |
| "Estonian, Kjn, dictionary", | |
| "Estonian, Kodi, dictionary", | |
| "Estonian, Kos, dictionary", | |
| "Estonian, Kse, dictionary", | |
| "Estonian, Kuuk, dictionary", | |
| "Estonian, Kuur, dictionary", | |
| "Estonian, Lng, dictionary", | |
| "Estonian, Lüg, dictionary", | |
| "Estonian, Mar, dictionary", | |
| "Estonian, Mih, dictionary", | |
| "Estonian, Muhu, dictionary", | |
| "Estonian, Mul, hel, dictionary", | |
| "Estonian, Mul, hls, dictionary", | |
| "Estonian, Mul, krk, dictionary", | |
| "Estonian, Mul, trv, dictionary", | |
| "Estonian, Mulgi", | |
| "Estonian, Mulgi, dictionary", | |
| "Estonian, Mär, dictionary", | |
| "Estonian, Pjg, dictionary", | |
| "Estonian, Plt, dictionary", | |
| "Estonian, Ranna, dictionary", | |
| "Estonian, Rap, dictionary", | |
| "Estonian, Rid, dictionary", | |
| "Estonian, Saa, dictionary", | |
| "Estonian, Saa, jäm, dictionary", | |
| "Estonian, Saa, kaa, dictionary", | |
| "Estonian, Saa, khk, dictionary", | |
| "Estonian, Saa, kär, dictionary", | |
| "Estonian, Saa, mus, dictionary", | |
| "Estonian, Saa, pha, dictionary", | |
| "Estonian, Saa, pöi, dictionary", | |
| "Estonian, Seto", | |
| "Estonian, Seto, dictionary", | |
| "Estonian, Trm, dictionary", | |
| "Estonian, Trt, nõo, dictionary", | |
| "Estonian, Trt, ote, dictionary", | |
| "Estonian, Trt, puh, dictionary", | |
| "Estonian, Trt, ran, dictionary", | |
| "Estonian, Tõs, dictionary", | |
| "Estonian, Tür, dictionary", | |
| "Estonian, Vair, dictionary", | |
| "Estonian, Var, dictionary", | |
| "Estonian, Vig, dictionary", | |
| "Estonian, Vjg, dictionary", | |
| "Estonian, Vng, dictionary", | |
| "Estonian, Vän, dictionary", | |
| "Estonian, bible", | |
| "Estonian, dictionary", | |
| "Estonian, Äks, dictionary", | |
| "Finnish", | |
| "Finnish, bible", | |
| "Finnish, dictionary", | |
| "French", | |
| "German", | |
| "Hill Mari", | |
| "Hill Mari, bible", | |
| "Hungarian", | |
| "Hungarian, bible", | |
| "Inari Sami", | |
| "Inari Sami, dictionary", | |
| "Izhorian", | |
| "Izhorian, Alamaluuga, speech", | |
| "Izhorian, Mehmet", | |
| "Izhorian, Soikkola", | |
| "Izhorian, Soikkola, speech", | |
| "Izhorian, speech", | |
| "Kazym Khanty", | |
| "Kazym Khanty, 2000", | |
| "Kazym Khanty, 2013", | |
| "Kildin Sami", | |
| "Kildin Sami, Orth1", | |
| "Kildin Sami, Orth1, dictionary", | |
| "Kildin Sami, Orth2", | |
| "Kildin Sami, Orth2, dictionary", | |
| "Komi-Permyak", | |
| "Komi-Permyak, bible", | |
| "Komi-Zyrian", | |
| "Komi-Zyrian, bible", | |
| "Komi-Zyrian, dictionary", | |
| "Kven", | |
| "Kven, dictionary", | |
| "Latvian", | |
| "Latvian, bible", | |
| "Latvian, dictionary", | |
| "Livonian, Idaliivi, ft", | |
| "Livonian, Ira, ft", | |
| "Livonian, Lääneliivi, ft", | |
| "Livonian, Standard", | |
| "Livonian, Standard, dictionary", | |
| "Livvi", | |
| "Livvi, Impilahti", | |
| "Livvi, Kondushi", | |
| "Livvi, Kotkozero", | |
| "Livvi, Nekkula", | |
| "Livvi, Newwritten", | |
| "Livvi, Oldwritten", | |
| "Livvi, Rypushkalitsa", | |
| "Livvi, Salmi", | |
| "Livvi, Syamozero", | |
| "Livvi, Tulmozero", | |
| "Livvi, Vedlozero", | |
| "Livvi, Vidlitsa", | |
| "Livvi, bible", | |
| "Ludian", | |
| "Ludian, Central", | |
| "Ludian, Miikul", | |
| "Ludian, Miikul, dictionary", | |
| "Ludian, Mikhailovskoye", | |
| "Ludian, Newwritten", | |
| "Ludian, Northern", | |
| "Ludian, Southern", | |
| "Lule Sami", | |
| "Lule Sami, dictionary", | |
| "Mansi, Obs", | |
| "Mansi, Sosv", | |
| "Mansi, Unk", | |
| "Mansi, Unk, bible", | |
| "Mansi, Verh", | |
| "Meadow Mari", | |
| "Meadow Mari, bible", | |
| "Meadow Mari, dictionary", | |
| "Meänkieli", | |
| "Moksha", | |
| "Moksha, bible", | |
| "Northern Sami", | |
| "Northern Sami, dictionary", | |
| "Norwegian", | |
| "Norwegian, bible", | |
| "Norwegian, dictionary", | |
| "Pite Sami", | |
| "Priur Khanty", | |
| "Proper Karelian", | |
| "Proper Karelian, Dyorzha", | |
| "Proper Karelian, Ilomantsi", | |
| "Proper Karelian, Keret", | |
| "Proper Karelian, Kestenga", | |
| "Proper Karelian, Kontokki", | |
| "Proper Karelian, Korbiselga", | |
| "Proper Karelian, Myandyselga", | |
| "Proper Karelian, Newwritten", | |
| "Proper Karelian, Newwrittentver", | |
| "Proper Karelian, Oldwritten", | |
| "Proper Karelian, Oldwrittentver", | |
| "Proper Karelian, Oulanga", | |
| "Proper Karelian, Padany", | |
| "Proper Karelian, Panozero", | |
| "Proper Karelian, Poduzhemye", | |
| "Proper Karelian, Porosozero", | |
| "Proper Karelian, Reboly", | |
| "Proper Karelian, Rugozero", | |
| "Proper Karelian, Suistamo", | |
| "Proper Karelian, Suoyarvi", | |
| "Proper Karelian, Suvi", | |
| "Proper Karelian, Tikhtozero", | |
| "Proper Karelian, Tikhvin", | |
| "Proper Karelian, Tolmachi", | |
| "Proper Karelian, Tunguda", | |
| "Proper Karelian, Uhta", | |
| "Proper Karelian, Valdai", | |
| "Proper Karelian, Vesyegonsk", | |
| "Proper Karelian, Viena", | |
| "Proper Karelian, Voknavolok", | |
| "Proper Karelian, Vychetaibola", | |
| "Proper Karelian, Yushkozero", | |
| "Proper Karelian, bible", | |
| "Russian", | |
| "Russian, bible", | |
| "Russian, dictionary", | |
| "Russian, speech", | |
| "Shur Khanty", | |
| "Shur Khanty, 2013", | |
| "Shur Khanty, bible", | |
| "Skolt Sami", | |
| "Skolt Sami, dictionary", | |
| "Southern Sami", | |
| "Southern Sami, dictionary", | |
| "Sred Khanty", | |
| "Surgut Khanty", | |
| "Surgut Khanty, 2000", | |
| "Surgut Khanty, 2013", | |
| "Swedish", | |
| "Udmurt", | |
| "Udmurt, bible", | |
| "Udmurt, dictionary", | |
| "Ume Sami", | |
| "Unk Khanty", | |
| "Vakh Khanty", | |
| "Vakh Khanty, 2013", | |
| "Veps", | |
| "Veps, Centraleastern", | |
| "Veps, Centralwestern", | |
| "Veps, Newwritten", | |
| "Veps, Northern", | |
| "Veps, Southern", | |
| "Veps, bible", | |
| "Votic, I", | |
| "Votic, Idavadja, ft", | |
| "Votic, J", | |
| "Votic, Ja", | |
| "Votic, K", | |
| "Votic, Ke", | |
| "Votic, Kõ", | |
| "Votic, L", | |
| "Votic, Li", | |
| "Votic, Lu", | |
| "Votic, Läänevadja, ft", | |
| "Votic, M", | |
| "Votic, P", | |
| "Votic, Po", | |
| "Votic, R", | |
| "Votic, Ra", | |
| "Votic, S", | |
| "Votic, Standard", | |
| "Votic, U", | |
| "Votic, Unk", | |
| "Votic, Unk, dictionary", | |
| "Votic, Unk, speech", | |
| "Votic, V", | |
| "Votic, dictionary", | |
| "Võro, Har, dictionary", | |
| "Võro, Kan, dictionary", | |
| "Võro, Krl, dictionary", | |
| "Võro, Lei, dictionary", | |
| "Võro, Lut, dictionary", | |
| "Võro, Plv, dictionary", | |
| "Võro, Räp, dictionary", | |
| "Võro, Rõu, dictionary", | |
| "Võro, Setom", | |
| "Võro, Sõnaq", | |
| "Võro, Sõnaq, dictionary", | |
| "Võro, Uma", | |
| "Võro, Urv, dictionary", | |
| "Võro, Vas, dictionary", | |
| "Võro, X" | |
| ] | |
| def run_inference(text, from_lang, to_lang, mode): | |
| entry = {"src_segm": text, "task": mode} | |
| if mode == "translate": | |
| entry.update({"src_lang": from_lang, "tgt_lang": to_lang}) | |
| prompt_format = PF_SMUGRI_MT | |
| else: | |
| prompt_format = PF_SMUGRI_LID | |
| ds = LazyTokenizingInferenceDataset([entry], tokenizer, prompt_format) | |
| tok = ds[0] | |
| output = llm_generate(model, tokenizer, tok, debug=False, max_len=512) | |
| return output[0] | |
| with gr.Blocks() as demo: | |
| text_input = gr.Textbox(label="Text", lines=6, placeholder="Enter text...") | |
| identify_btn = gr.Button("Identify language", interactive=False) | |
| with gr.Row(): | |
| from_dropdown = gr.Dropdown(choices=languages, label="From", value=None) | |
| to_dropdown = gr.Dropdown(choices=languages, label="To", value=None) | |
| translate_btn = gr.Button("Translate", interactive=False) | |
| output = gr.Textbox(label="Output", lines=6) | |
| def toggle_identify(text): | |
| return gr.update(interactive=bool(text.strip())) | |
| text_input.change(toggle_identify, [text_input], [identify_btn]) | |
| def toggle_translate(text, f, t): | |
| return gr.update(interactive=bool(text.strip() and f and t)) | |
| text_input.change(toggle_translate, [text_input, from_dropdown, to_dropdown], [translate_btn]) | |
| from_dropdown.change(toggle_translate, [text_input, from_dropdown, to_dropdown], [translate_btn]) | |
| to_dropdown.change(toggle_translate, [text_input, from_dropdown, to_dropdown], [translate_btn]) | |
| identify_btn.click( | |
| fn=lambda text: run_inference(text, None, None, mode="identify"), | |
| inputs=[text_input], | |
| outputs=[from_dropdown], | |
| ).then( | |
| lambda *args: gr.update(interactive=bool(text_input.value.strip() and from_dropdown.value and to_dropdown.value)), | |
| [], [translate_btn] | |
| ) | |
| translate_btn.click( | |
| fn=lambda text, f, t: run_inference(text, f, t, mode="translate"), | |
| inputs=[text_input, from_dropdown, to_dropdown], | |
| outputs=[output] | |
| ) | |
| if __name__ == "__main__": | |
| demo.launch() | |