Spaces:
Sleeping
Sleeping
Commit
·
60ffe25
1
Parent(s):
76b3814
initial commit
Browse files- Dockerfile +20 -0
- main.py +97 -0
- pictogram_vocab.json +4034 -0
- requirements.txt +10 -0
Dockerfile
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# Step 1: Use an official Python runtime as a parent image
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FROM python:3.9-slim
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# Step 2: Set the working directory
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WORKDIR /app
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# Step 3: Copy the requirements file into the container
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COPY requirements.txt /app/
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# Step 4: Install any dependencies
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RUN pip install --no-cache-dir -r requirements.txt
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# Step 5: Copy the rest of the application code
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COPY . /app/
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# Step 6: Expose the port that FastAPI will run on
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EXPOSE 8000
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# Step 7: Command to run the FastAPI app using Uvicorn
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CMD ["uvicorn", "main:app", "--host", "0.0.0.0", "--port", "8000"]
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main.py
ADDED
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@@ -0,0 +1,97 @@
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from PIL import Image
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from fastapi import FastAPI
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from pydantic import BaseModel
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from transformers import MBartForConditionalGeneration, MBartTokenizerFast
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import torch
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import requests, json, base64
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from io import BytesIO
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# Define the input schema
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class TranslationRequest(BaseModel):
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src: str
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language: str
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# Initialize FastAPI app
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app = FastAPI()
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# Load the model and tokenizer
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model_path = "feedlight42/mbart25-text2picto"
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device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
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model = MBartForConditionalGeneration.from_pretrained(model_path)
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tokenizer = MBartTokenizerFast.from_pretrained(model_path)
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model = model.to(device)
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# Load the pictogram dictionary from the JSON file
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with open('pictogram_vocab.json', 'r') as f:
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pictogram_dict = json.load(f)
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# Fetch a pictogram image from the ARASAAC API
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def fetch_pictogram(picto_id):
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url = f"https://api.arasaac.org/v1/pictograms/{picto_id}"
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response = requests.get(url)
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return Image.open(BytesIO(response.content))
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# Generate an image from a sequence of pictogram IDs
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def create_pictogram_image(pictogram_ids):
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pictogram_images = []
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for picto_id in pictogram_ids:
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picto_image = fetch_pictogram(picto_id)
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if picto_image:
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pictogram_images.append(picto_image)
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# Concatenate all pictogram images
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widths, heights = zip(*(i.size for i in pictogram_images))
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total_width = sum(widths)
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max_height = max(heights)
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final_image = Image.new('RGB', (total_width, max_height))
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x_offset = 0
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for img in pictogram_images:
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final_image.paste(img, (x_offset, 0))
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x_offset += img.size[0]
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return final_image
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@app.post("/translate")
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def translate(request: TranslationRequest):
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"""
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Translate text to target language and generate pictogram tokens.
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"""
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inputs = tokenizer(request.src, return_tensors="pt", padding=True, truncation=True).to(device)
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# Generate translation
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translated_tokens = model.generate(**inputs)
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tgt_sentence = tokenizer.decode(translated_tokens[0], skip_special_tokens=True)
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# Process the translated sentence and map words to pictograms
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words = tgt_sentence.split() # Split sentence into words
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pictogram_ids = [pictogram_dict.get(word.lower(), None) for word in words]
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pictogram_ids = [picto_id for picto_id in pictogram_ids if picto_id is not None] # Remove None values
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# Check if there are pictogram IDs
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if pictogram_ids:
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# Generate the pictogram image
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final_image = create_pictogram_image(pictogram_ids)
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# Convert image to base64
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img_byte_arr = BytesIO()
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final_image.save(img_byte_arr, format='PNG')
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img_byte_arr.seek(0)
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encoded_image = base64.b64encode(img_byte_arr.read()).decode('utf-8')
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return {
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"src": request.src,
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"tgt": tgt_sentence,
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"pictograms": pictogram_ids,
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"image_base64": encoded_image
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}
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else:
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# Return a response without an image if no pictogram IDs are found
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return {
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"src": request.src,
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"tgt": tgt_sentence,
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"pictograms": pictogram_ids,
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"image_base64": None # No image if no pictograms were found
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}
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pictogram_vocab.json
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|
| 1 |
+
{
|
| 2 |
+
"toi": 6625,
|
| 3 |
+
"pouvoir": 35949,
|
| 4 |
+
"je_ne_sais_plus": 7180,
|
| 5 |
+
"alors_que": 11377,
|
| 6 |
+
"écouter": 28659,
|
| 7 |
+
"un": 2627,
|
| 8 |
+
"ville": 2704,
|
| 9 |
+
"pas_d'accord": 5504,
|
| 10 |
+
"quelqu'un": 37779,
|
| 11 |
+
"de": 7074,
|
| 12 |
+
"nord": 8178,
|
| 13 |
+
"son": 12272,
|
| 14 |
+
"dire": 9693,
|
| 15 |
+
"entendre": 6572,
|
| 16 |
+
"les": 8477,
|
| 17 |
+
"quand": 32874,
|
| 18 |
+
"ils": 7032,
|
| 19 |
+
"parler": 6517,
|
| 20 |
+
"nous": 31672,
|
| 21 |
+
"le": 8476,
|
| 22 |
+
"avoir": 32761,
|
| 23 |
+
"que": 11351,
|
| 24 |
+
"elle": 7028,
|
| 25 |
+
"comme": 35431,
|
| 26 |
+
"non": 5525,
|
| 27 |
+
"et": 11399,
|
| 28 |
+
"au": 11709,
|
| 29 |
+
"voir": 6564,
|
| 30 |
+
"celui-là": 7095,
|
| 31 |
+
"être": 36480,
|
| 32 |
+
"oui": 5584,
|
| 33 |
+
"me": 6632,
|
| 34 |
+
"savoir": 16885,
|
| 35 |
+
"mon": 12264,
|
| 36 |
+
"famille": 38351,
|
| 37 |
+
"une": 8474,
|
| 38 |
+
"pièce": 27093,
|
| 39 |
+
"une_autre_fois": 37163,
|
| 40 |
+
"passé": 9839,
|
| 41 |
+
"quoi": 22620,
|
| 42 |
+
"exact": 34641,
|
| 43 |
+
"parce_que": 11348,
|
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| 1923 |
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| 1924 |
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| 1925 |
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| 1926 |
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| 1927 |
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| 1928 |
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| 1929 |
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| 1938 |
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| 1939 |
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| 1940 |
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| 1942 |
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| 1943 |
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| 1944 |
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| 1946 |
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| 1947 |
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| 1948 |
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| 1950 |
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| 1956 |
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| 1957 |
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|
| 3725 |
+
"orgue": 26262,
|
| 3726 |
+
"strophe": 28251,
|
| 3727 |
+
"81": 29412,
|
| 3728 |
+
"bach": 35023,
|
| 3729 |
+
"cuivre": 35953,
|
| 3730 |
+
"trompettiste": 2607,
|
| 3731 |
+
"cor": 6234,
|
| 3732 |
+
"cours_de_musique": 35434,
|
| 3733 |
+
"jouer_de_la_flûte": 37327,
|
| 3734 |
+
"flûte": 25115,
|
| 3735 |
+
"écouter_de_la_musique": 35741,
|
| 3736 |
+
"harmonica": 5909,
|
| 3737 |
+
"accordéon": 5895,
|
| 3738 |
+
"conte": 2364,
|
| 3739 |
+
"conservatoire": 29907,
|
| 3740 |
+
"batucada": 34455,
|
| 3741 |
+
"percussion": 25658,
|
| 3742 |
+
"bidon_d’huile": 16747,
|
| 3743 |
+
"quel_temps_fait-il_?": 7223,
|
| 3744 |
+
"grange": 27810,
|
| 3745 |
+
"lac": 6022,
|
| 3746 |
+
"compagnie_de_théâtre": 38236,
|
| 3747 |
+
"chapeau_de_fête": 7815,
|
| 3748 |
+
"week-end": 32396,
|
| 3749 |
+
"quincaillerie": 6500,
|
| 3750 |
+
"danseuse": 24728,
|
| 3751 |
+
"content": 31923,
|
| 3752 |
+
"crevaison": 27972,
|
| 3753 |
+
"luge": 8710,
|
| 3754 |
+
"dromadaire": 7080,
|
| 3755 |
+
"dromadaires": 2305,
|
| 3756 |
+
"chameau": 8522,
|
| 3757 |
+
"faire_mousser": 36910,
|
| 3758 |
+
"rincer": 21345,
|
| 3759 |
+
"laver_les_dents": 31880,
|
| 3760 |
+
"cabine_téléphonique": 3258,
|
| 3761 |
+
"assurances": 16021,
|
| 3762 |
+
"honteux": 6922,
|
| 3763 |
+
"touriste": 28386,
|
| 3764 |
+
"donne": 32753,
|
| 3765 |
+
"chauffeur": 28435,
|
| 3766 |
+
"olives": 2874,
|
| 3767 |
+
"dattes": 11227,
|
| 3768 |
+
"faim": 35559,
|
| 3769 |
+
"mobylette": 7166,
|
| 3770 |
+
"oasis": 6159,
|
| 3771 |
+
"artiste_peintre": 2834,
|
| 3772 |
+
"éplucher": 38982,
|
| 3773 |
+
"assoir": 25082,
|
| 3774 |
+
"fours": 2426,
|
| 3775 |
+
"haut-parleur": 26628,
|
| 3776 |
+
"rang": 7102,
|
| 3777 |
+
"procession": 8470,
|
| 3778 |
+
"se_déconnecter": 27402,
|
| 3779 |
+
"bonbon": 8352,
|
| 3780 |
+
"aides_de_mobilité": 31360,
|
| 3781 |
+
"coin_calme": 32826,
|
| 3782 |
+
"sucrer": 5392,
|
| 3783 |
+
"jumelles": 7770,
|
| 3784 |
+
"pancréas": 28407,
|
| 3785 |
+
"entrées": 6203,
|
| 3786 |
+
"bouilli": 15359,
|
| 3787 |
+
"mordre": 37761,
|
| 3788 |
+
"oignon": 2323,
|
| 3789 |
+
"filet_de_porc": 29193,
|
| 3790 |
+
"charcuterie_de_dinde": 25700,
|
| 3791 |
+
"symptomes": 29165,
|
| 3792 |
+
"asie": 5390,
|
| 3793 |
+
"brésil": 8044,
|
| 3794 |
+
"islande": 21942,
|
| 3795 |
+
"asiatique": 5958,
|
| 3796 |
+
"défaire": 5440,
|
| 3797 |
+
"jardin_zoologique": 32418,
|
| 3798 |
+
"serbie": 22112,
|
| 3799 |
+
"serbe": 27311,
|
| 3800 |
+
"iran": 25169,
|
| 3801 |
+
"macédonien": 21974,
|
| 3802 |
+
"tomber_amoureux": 8995,
|
| 3803 |
+
"vietnam": 28071,
|
| 3804 |
+
"compagnon_de_voyage": 36870,
|
| 3805 |
+
"croate": 21572,
|
| 3806 |
+
"assis_par_terre": 11370,
|
| 3807 |
+
"impact": 35003,
|
| 3808 |
+
"costa_rica": 29726,
|
| 3809 |
+
"collier": 6988,
|
| 3810 |
+
"papier_hygiénique": 37261,
|
| 3811 |
+
"flash": 38381,
|
| 3812 |
+
"cube": 9115,
|
| 3813 |
+
"51": 29346,
|
| 3814 |
+
"vitrine": 5992,
|
| 3815 |
+
"juillet": 35931,
|
| 3816 |
+
"10:15": 29456,
|
| 3817 |
+
"il_y_va_": 31758,
|
| 3818 |
+
"éolienne": 25768,
|
| 3819 |
+
"bouche_d'égout": 17161,
|
| 3820 |
+
"fermer_la_fenêtre": 11212,
|
| 3821 |
+
"germe": 17183,
|
| 3822 |
+
"jardinier": 37765,
|
| 3823 |
+
"avoir_cha": 6952,
|
| 3824 |
+
"sauter_à_cloche-pied": 11365,
|
| 3825 |
+
"surbooker": 39086,
|
| 3826 |
+
"patient": 27933,
|
| 3827 |
+
"jouer_au_basket": 35749,
|
| 3828 |
+
"idole": 11470,
|
| 3829 |
+
"athlète": 3179,
|
| 3830 |
+
"coachs": 24693,
|
| 3831 |
+
"amie": 8486,
|
| 3832 |
+
"kebab": 36994,
|
| 3833 |
+
"jus": 11461,
|
| 3834 |
+
"basketteur": 5078,
|
| 3835 |
+
"photocopieur": 35383,
|
| 3836 |
+
"photocopier": 8587,
|
| 3837 |
+
"père-noël": 25297,
|
| 3838 |
+
"neveu": 30286,
|
| 3839 |
+
"rondelle": 8730,
|
| 3840 |
+
"chocolats": 2665,
|
| 3841 |
+
"vibration": 24547,
|
| 3842 |
+
"guitariste": 24095,
|
| 3843 |
+
"batteur": 8504,
|
| 3844 |
+
"violet": 34483,
|
| 3845 |
+
"lacet": 15363,
|
| 3846 |
+
"drap": 8367,
|
| 3847 |
+
"se_déplacer_en_fauteuil_roulant": 35715,
|
| 3848 |
+
"corbeau": 4619,
|
| 3849 |
+
"se_balade": 8651,
|
| 3850 |
+
"déguiser": 5986,
|
| 3851 |
+
"ballon_de_volley": 34114,
|
| 3852 |
+
"horreur": 10261,
|
| 3853 |
+
"calendrier_de_l'avent": 37985,
|
| 3854 |
+
"superposer": 34866,
|
| 3855 |
+
"bocal": 39114,
|
| 3856 |
+
"sels_de_bain": 32683,
|
| 3857 |
+
"jumeaux": 7115,
|
| 3858 |
+
"lampe_de_poche": 6138,
|
| 3859 |
+
"couette": 16297,
|
| 3860 |
+
"lavande": 2940,
|
| 3861 |
+
"craie": 16343,
|
| 3862 |
+
"tiroir": 24921,
|
| 3863 |
+
"fouiller": 37116,
|
| 3864 |
+
"orienter": 16825,
|
| 3865 |
+
"bien_ou_mal": 24607,
|
| 3866 |
+
"maquillage": 34745,
|
| 3867 |
+
"danseur": 11186,
|
| 3868 |
+
"mariage": 24887,
|
| 3869 |
+
"canari": 3004,
|
| 3870 |
+
"pizza": 2527,
|
| 3871 |
+
"rideau": 8344,
|
| 3872 |
+
"converger": 26817,
|
| 3873 |
+
"multiprise": 27097,
|
| 3874 |
+
"micro": 2912,
|
| 3875 |
+
"expulser": 11260,
|
| 3876 |
+
"faire_un_doigt_d'honneur": 36380,
|
| 3877 |
+
"bière": 2330,
|
| 3878 |
+
"vrille": 6933,
|
| 3879 |
+
"pansements": 3404,
|
| 3880 |
+
"perle": 36947,
|
| 3881 |
+
"penalty": 27021,
|
| 3882 |
+
"cassés": 4736,
|
| 3883 |
+
"lituanie": 21968,
|
| 3884 |
+
"ukraine": 27313,
|
| 3885 |
+
"pologne": 22051,
|
| 3886 |
+
"bruxelles": 23769,
|
| 3887 |
+
"concerts": 11584,
|
| 3888 |
+
"groupe_de_musique": 38948,
|
| 3889 |
+
"amoureuses": 11523,
|
| 3890 |
+
"camp_de_vacances": 25974,
|
| 3891 |
+
"bercer": 29754,
|
| 3892 |
+
"jouer_de_la_guitare": 38041,
|
| 3893 |
+
"violon": 2615,
|
| 3894 |
+
"transistor": 11354,
|
| 3895 |
+
"tourne-disque": 9085,
|
| 3896 |
+
"râteau": 6200,
|
| 3897 |
+
"chambre_implantable": 31316,
|
| 3898 |
+
"voleurs": 4674,
|
| 3899 |
+
"ressenti": 30197,
|
| 3900 |
+
"totalité": 32438,
|
| 3901 |
+
"psychiatrie": 38880,
|
| 3902 |
+
"carapace": 37057,
|
| 3903 |
+
"gériatrie": 25642,
|
| 3904 |
+
"chirurgie": 28019,
|
| 3905 |
+
"cardiologie": 38825,
|
| 3906 |
+
"#": 5095,
|
| 3907 |
+
"vibrer": 34025,
|
| 3908 |
+
"apalpador": 27017,
|
| 3909 |
+
"testament": 35629,
|
| 3910 |
+
"tambour": 2578,
|
| 3911 |
+
"bracelet": 8203,
|
| 3912 |
+
"pendentif": 28525,
|
| 3913 |
+
"bijouterie": 6534,
|
| 3914 |
+
"planète": 2829,
|
| 3915 |
+
"bowlings": 2283,
|
| 3916 |
+
"faire_ses_lacets": 17026,
|
| 3917 |
+
"bowling": 4579,
|
| 3918 |
+
"tirer_la_chasse_d'eau": 10184,
|
| 3919 |
+
"gardienne": 32957,
|
| 3920 |
+
"buts": 27234,
|
| 3921 |
+
"tongs": 3077,
|
| 3922 |
+
"transfert": 39072,
|
| 3923 |
+
"avorter": 14974,
|
| 3924 |
+
"maquereau": 37597,
|
| 3925 |
+
"achats": 9058,
|
| 3926 |
+
"mot_de_passe": 27691,
|
| 3927 |
+
"dérober": 22088,
|
| 3928 |
+
"connecter": 23967,
|
| 3929 |
+
"clé_anglaise": 2937,
|
| 3930 |
+
"tournevis": 2736,
|
| 3931 |
+
"ventilateur": 2612,
|
| 3932 |
+
"traire": 26260,
|
| 3933 |
+
"épi": 37691,
|
| 3934 |
+
"1er_janvier": 5071,
|
| 3935 |
+
"coiffer": 26947,
|
| 3936 |
+
"w": 3045,
|
| 3937 |
+
"refus": 31859,
|
| 3938 |
+
"moule": 2918,
|
| 3939 |
+
"aller_à_pied": 3251,
|
| 3940 |
+
"radar": 37105,
|
| 3941 |
+
"gourmand": 8127,
|
| 3942 |
+
"crayons": 17016,
|
| 3943 |
+
"crayon_de_papier": 2440,
|
| 3944 |
+
"colorier": 2348,
|
| 3945 |
+
"mandala": 37897,
|
| 3946 |
+
"champignon": 8328,
|
| 3947 |
+
"couper_les_cheveux": 27696,
|
| 3948 |
+
"pierçing": 38510,
|
| 3949 |
+
"tolérer": 33000,
|
| 3950 |
+
"tatouage": 6227,
|
| 3951 |
+
"garde": 3342,
|
| 3952 |
+
"travail_d'équipe": 37543,
|
| 3953 |
+
"vestiaires": 14691,
|
| 3954 |
+
"botanique": 25650,
|
| 3955 |
+
"bourgeon": 11202,
|
| 3956 |
+
"elastique": 3016,
|
| 3957 |
+
"châtaignes": 3183,
|
| 3958 |
+
"arrosoir": 2817,
|
| 3959 |
+
"faciles": 4645,
|
| 3960 |
+
"planifier": 11706,
|
| 3961 |
+
"boîte_à_surprise": 8517,
|
| 3962 |
+
"trains": 2603,
|
| 3963 |
+
"arrêt_de_bus": 2499,
|
| 3964 |
+
"chausser": 14534,
|
| 3965 |
+
"prendre_le_courrier": 9025,
|
| 3966 |
+
"clarinette": 5964,
|
| 3967 |
+
"barcelone": 14832,
|
| 3968 |
+
"ibiza": 14850,
|
| 3969 |
+
"traversée": 10189,
|
| 3970 |
+
"gastronomique": 37789,
|
| 3971 |
+
"rongeur": 34864,
|
| 3972 |
+
"statue": 25588,
|
| 3973 |
+
"colonne": 31308,
|
| 3974 |
+
"égyptien": 8099,
|
| 3975 |
+
"taxi": 2580,
|
| 3976 |
+
"étoiles": 6978,
|
| 3977 |
+
"new_york": 21854,
|
| 3978 |
+
"irlandais": 21941,
|
| 3979 |
+
"sandales": 38440,
|
| 3980 |
+
"lecteur_vidéo": 26535,
|
| 3981 |
+
"ordinateur_portable": 7214,
|
| 3982 |
+
"noeud": 2946,
|
| 3983 |
+
"piranha": 29776,
|
| 3984 |
+
"néon": 7106,
|
| 3985 |
+
"énervé": 35539,
|
| 3986 |
+
"association_culturelle": 32344,
|
| 3987 |
+
"restaurant_japonais": 37080,
|
| 3988 |
+
"rabbin": 36037,
|
| 3989 |
+
"97": 29446,
|
| 3990 |
+
"94": 29440,
|
| 3991 |
+
"atmosphère": 10289,
|
| 3992 |
+
"montagne_russe": 4699,
|
| 3993 |
+
"congressiste": 9859,
|
| 3994 |
+
"aller_se_promener": 29951,
|
| 3995 |
+
"balade_à_vélo": 6045,
|
| 3996 |
+
"pion": 34167,
|
| 3997 |
+
"cerises": 37592,
|
| 3998 |
+
"tourte": 16651,
|
| 3999 |
+
"ciment_dentaire": 37497,
|
| 4000 |
+
"laboratoire_danalyse_de_l'eau": 24691,
|
| 4001 |
+
"trinquer": 37264,
|
| 4002 |
+
"inspiration": 37999,
|
| 4003 |
+
"aéroport": 6031,
|
| 4004 |
+
"6_janvier": 5072,
|
| 4005 |
+
"développement_durable": 33034,
|
| 4006 |
+
"inspecteur": 37324,
|
| 4007 |
+
"deuxième_étage": 27480,
|
| 4008 |
+
"miroir": 8573,
|
| 4009 |
+
"gardien_de_prison": 12353,
|
| 4010 |
+
"mamelle": 25518,
|
| 4011 |
+
"cuir": 5979,
|
| 4012 |
+
"couver": 38869,
|
| 4013 |
+
"boussole": 8045,
|
| 4014 |
+
"salle_de_soins": 16131,
|
| 4015 |
+
"cirque": 6450,
|
| 4016 |
+
"cauchemar": 24272,
|
| 4017 |
+
"malaise": 5442,
|
| 4018 |
+
"bêcher": 5952,
|
| 4019 |
+
"tunnel": 8972,
|
| 4020 |
+
"bonne_santé": 37797,
|
| 4021 |
+
"juges": 37669,
|
| 4022 |
+
"casserole": 11210,
|
| 4023 |
+
"brûlure": 10266,
|
| 4024 |
+
"tout-terrain": 3223,
|
| 4025 |
+
"présente": 31902,
|
| 4026 |
+
"loto_foot": 4729,
|
| 4027 |
+
"girafe": 2437,
|
| 4028 |
+
"trousse": 8575,
|
| 4029 |
+
"artisan": 22769,
|
| 4030 |
+
"clignoter": 31314,
|
| 4031 |
+
"faire_des_démarches": 22149,
|
| 4032 |
+
"clementine": 2483,
|
| 4033 |
+
"déshabillé": 34637
|
| 4034 |
+
}
|
requirements.txt
ADDED
|
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
fastapi==0.115.5
|
| 2 |
+
numpy==1.26.1
|
| 3 |
+
uvicorn==0.32.0
|
| 4 |
+
transformers==4.32.0
|
| 5 |
+
torch==2.0.1
|
| 6 |
+
sentencepiece==0.2.0
|
| 7 |
+
requests==2.32.3
|
| 8 |
+
pydantic==2.9.2
|
| 9 |
+
pillow==11.0.0
|
| 10 |
+
protobuf==3.20.3
|