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{
"cells": [
{
"cell_type": "markdown",
"id": "538a6c6a",
"metadata": {},
"source": [
"# ChatCalledQuest demo\n",
"\n",
"The ccq module is thought as Geografia's backend engine and is aimed to translate from written spoken-italian to written LIS-glossed texts (comprensione) and viceversa (produzione).\n",
"\n",
"Sign Language don't have an exact written counterpart since its simultaneous/non-linear gesture/facial expression structure, thus the adoption of gloss-level intermediate representation of the sign message (basically a simplified version of the spoken language) .\n",
" \n",
" "
]
},
{
"cell_type": "markdown",
"id": "4db96029",
"metadata": {},
"source": [
"### LIS <--> iTA Scheme : from beloved Ilenia"
]
},
{
"attachments": {
"schema_lis_ilenia-2.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "f456d24f",
"metadata": {},
"source": [
"![schema_lis_ilenia-2.png](attachment:schema_lis_ilenia-2.png)"
]
},
{
"cell_type": "markdown",
"id": "333fdcf3",
"metadata": {},
"source": [
"## Comprensione : gloss2spoken examples\n",
"\n",
"plain string as input"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f6c3cbe9",
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"os.environ['TOKENIZERS_PARALLELISM']='false'\n",
"import spacy\n",
"import spacy_transformers\n",
"import ccq, config\n",
"import importlib"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e73136b0",
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"importlib.reload(ccq)\n",
"engine = ccq.CCQ()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "dbe3f699",
"metadata": {},
"outputs": [],
"source": [
"affirmative_spoken = 'Luca va in Spagna la prossima estate'\n",
"engine.translate(affirmative_spoken, direction='spoken2gloss')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "487719bf",
"metadata": {},
"outputs": [],
"source": [
"affirmative_spoken2 = 'Stasera voglio bere una birra'\n",
"engine.translate(affirmative_spoken2, direction='spoken2gloss')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "72eaf720",
"metadata": {},
"outputs": [],
"source": [
"negative_spoken = 'Luca non va in Spagna la prossima estate'\n",
"engine.translate(negative_spoken, direction='spoken2gloss')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "319a6382",
"metadata": {},
"outputs": [],
"source": [
"closed_interrogative_spoken = 'Luca va in Spagna la prossima estate?'\n",
"engine.translate(closed_interrogative_spoken, direction='spoken2gloss')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ffeafe91",
"metadata": {},
"outputs": [],
"source": [
"open_interrogative_spoken = 'Dove andrà Luca la prossima estate?'\n",
"engine.translate(open_interrogative_spoken, direction='spoken2gloss')"
]
},
{
"cell_type": "markdown",
"id": "8912bca9",
"metadata": {},
"source": [
"###### spoken2gloss fail test"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "fe87dca4",
"metadata": {},
"outputs": [],
"source": [
"fail_spoken = open_interrogative_spoken*3\n",
"engine.translate(fail_spoken, direction='spoken2gloss')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e979fc55",
"metadata": {},
"outputs": [],
"source": [
"fail_spoken = 'ciao Lucia, sei strana con questa punteggiatura.'\n",
"engine.translate(fail_spoken, direction='spoken2gloss')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ab24aec6",
"metadata": {},
"outputs": [],
"source": [
"fail_spoken = 'Luca, Antonio, Paolo e Marco vanno al mare'\n",
"engine.translate(fail_spoken, direction='spoken2gloss')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0f438fc8",
"metadata": {},
"outputs": [],
"source": [
"fail_spoken = 'Luca, Paolo e Marco vanno al mare'\n",
"engine.translate(fail_spoken, direction='spoken2gloss')"
]
},
{
"cell_type": "markdown",
"id": "fc0e9344",
"metadata": {},
"source": [
"## Produzione : gloss2spoken examples\n",
"\n",
"In here it is assumed as input a list containing space/punct separated word tokens and their relative possible attribute.\n",
"\n",
"The current possible (and required if the corresponding token is present) attributes are:\n",
"\n",
"- subject\n",
"- verb\n",
"- time"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3319d71f",
"metadata": {},
"outputs": [],
"source": [
"affirmative_gloss = [('prossimo','time'),('estate','time'),('luca','subject'),('spagna',''),('andare','verb')]\n",
"\n",
"engine.translate(affirmative_gloss, direction='gloss2spoken')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "94554f78",
"metadata": {},
"outputs": [],
"source": [
"engine.translate(closed_interrogative_spoken, direction='spoken2gloss')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0914f889",
"metadata": {},
"outputs": [],
"source": [
"negative_gloss = [('prossimo','time'),('estate','time'),('luca','subject'),('spagna',''),('andare','verb'),('no','')]\n",
"\n",
"engine.translate(negative_gloss, direction='gloss2spoken')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f1cf57a3",
"metadata": {},
"outputs": [],
"source": [
"open_interrogative_gloss = [('prossimo','time'),('estate','time'),('luca','subject'),('andare','verb'),('dove',''),('?','')]\n",
"\n",
"engine.translate(open_interrogative_gloss, direction='gloss2spoken')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "65abdc79",
"metadata": {},
"outputs": [],
"source": [
"closed_interrogative_gloss = [('prossimo','time'),('estate','time'),('spagna',''),('andare','verb'),('luca','subject'),('?','')]\n",
"\n",
"engine.translate(closed_interrogative_gloss, direction='gloss2spoken')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "39f5b780",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "bdbdf7db",
"metadata": {},
"source": [
"## zero.shot learning"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "dcb132c0",
"metadata": {},
"outputs": [],
"source": [
"from transformers import pipeline\n",
"classifier = pipeline(\"zero-shot-classification\",model=\"Jiva/xlm-roberta-large-it-mnli\", use_fast=True, multi_label=True) "
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "2edf1ee5",
"metadata": {},
"outputs": [],
"source": [
"# we will classify the following wikipedia entry about Sardinia\"\n",
"sequence_to_classify = \"La Sardegna è una regione italiana a statuto speciale di 1 592 730 abitanti con capoluogo Cagliari, la cui denominazione bilingue utilizzata nella comunicazione ufficiale è Regione Autonoma della Sardegna / Regione Autònoma de Sardigna.\"\n",
"# we can specify candidate labels in Italian:\n",
"candidate_labels = [\"geografia\", \"politica\", \"macchine\", \"cibo\", \"moda\"]\n",
"classifier(sequence_to_classify, candidate_labels)"
]
},
{
"cell_type": "markdown",
"id": "12a75a53",
"metadata": {},
"source": [
"# todos\n",
"\n",
"- extend & test failure management for gloss2spoken translation\n",
"\n",
"- abbellify gloss2spoken : add articles, conj, verb declination\n",
"\n",
"- the backend will be somehow linked to somekind of db storing image having with indexes glosses; The db will be most probably pretty limited in quantity and general in semantics terms (an image could have more than one index, and probably also an index could have more than one image) thus there will be a need for implementing also a word vector similarity engine (for synonims) and a zero-shot transformer (in order to exploit the contextual meaning of a sentence for the representantion of each word token)\n",
"\n",
"- cleaner code\n",
"\n",
"\n",
"# useful links\n",
"\n",
"- __nlp cheat sheet__\n",
"\n",
"https://github.com/janlukasschroeder/nlp-cheat-sheet-python\n",
"\n",
"- __spacy__\n",
" \n",
" https://spacy.io/models & https://spacy.io/models/it\n",
"\n",
"\n",
"- __transformers__ \n",
" - __italian zero-shot__ : https://huggingface.co/Jiva/xlm-roberta-large-it-mnli\n",
"\n",
" - __italian fill mask__ : https://huggingface.co/Musixmatch/umberto-wikipedia-uncased-v1\n",
"\n",
"- __stanford transformers--> stanza__\n",
"\n",
" https://github.com/stanfordnlp/stanza\n",
"\n",
"- __transformer + spacy : italian NER__\n",
" \n",
" https://huggingface.co/bullmount/it_nerIta_trf\n",
"\n",
" pip install https://huggingface.co/bullmount/it_nerIta_trf/resolve/main/it_nerIta_trf-any-py3-none-any.whl\n"
]
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