Upload First Demo Files

BERT_2_SINGLE_LABELED_GUI.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2eeb050fabb6cbe9ec021174801ead547fedec0fab47e73a7f4367b9aa405579
+size 358203938

app.py

@@ -0,0 +1,45 @@
+import torch
+from transformers import AutoTokenizer, AutoModelForSequenceClassification
+from deep_translator import GoogleTranslator
+import gradio as gr
+
+MODEL_DIR = "symptom_classifier"
+
+device = torch.device("cpu")
+
+tokenizer = AutoTokenizer.from_pretrained(MODEL_DIR)
+model = AutoModelForSequenceClassification.from_pretrained(MODEL_DIR)
+model.to(device)
+model.eval()
+
+translator = GoogleTranslator(source='tr', target='en')
+
+def analyze(text):
+    text_en = translator.translate(text)
+
+    inputs = tokenizer(text_en, return_tensors="pt").to(device)
+
+    with torch.no_grad():
+        outputs = model(**inputs)
+        probs = torch.nn.functional.softmax(outputs.logits, dim=1)[0]
+
+    best_idx = torch.argmax(probs).item()
+    label = model.config.id2label[best_idx]
+
+    return label
+
+with gr.Blocks() as demo:
+
+    gr.Markdown("# NeuroSymptom AI")
+    gr.Markdown("Türkçe belirti girin, model tahmin yapsın.")
+
+    input_box = gr.Textbox(label="Türkçe Belirti")
+    output_box = gr.Textbox(label="Tahmin")
+
+    btn = gr.Button("Demo Çalıştır")
+    btn.click(analyze, input_box, output_box)
+
+    gr.Markdown("## Uygulamayı İndir")
+    gr.File("BERT_2_SINGLE_LABELED_GUI.zip")
+
+demo.launch()

requirements.txt

@@ -0,0 +1,4 @@
+torch
+transformers
+deep-translator
+gradio

symptom_classifier/config.json

@@ -0,0 +1,144 @@
+{
+  "activation": "gelu",
+  "architectures": [
+    "DistilBertForSequenceClassification"
+  ],
+  "attention_dropout": 0.1,
+  "dim": 768,
+  "dropout": 0.1,
+  "dtype": "float32",
+  "hidden_dim": 3072,
+  "id2label": {
+    "0": "headache",
+    "1": "dizziness",
+    "2": "fatigue",
+    "3": "blurred_vision",
+    "4": "runny_nose",
+    "5": "blocked_nose",
+    "6": "itchy_nose",
+    "7": "shortness_of_breath",
+    "8": "coughing",
+    "9": "sneezing",
+    "10": "pressure_in_ears",
+    "11": "pressure_in_face",
+    "12": "low_fever",
+    "13": "high_fever",
+    "14": "diarrhea",
+    "15": "nausea",
+    "16": "vomiting",
+    "17": "stomach_cramps",
+    "18": "stomach_pain",
+    "19": "occasional_muscle_ache",
+    "20": "sore_throat",
+    "21": "chest_tightness",
+    "22": "itchy_eyes",
+    "23": "watery_eyes",
+    "24": "rashes",
+    "25": "swelling_of_skin",
+    "26": "redness_of_skin",
+    "27": "throat_pain",
+    "28": "itchy_skin",
+    "29": "dry_skin",
+    "30": "blisters",
+    "31": "dandruff",
+    "32": "thickened_skin",
+    "33": "raised_bumps_on_skin",
+    "34": "blotchy_skin",
+    "35": "redness_in_eyes",
+    "36": "sensitivity_to_light",
+    "37": "swelling_eyes",
+    "38": "double_vision",
+    "39": "seeing_faded_colors",
+    "40": "difficulty_seeing_in_the_dark",
+    "41": "constant_weight_loss",
+    "42": "pain_or_numbness_at_hands_and_feet",
+    "43": "frequent_urination",
+    "44": "slow_healing_of_cuts_and_bruises",
+    "45": "constant_hunger",
+    "46": "burning_skin",
+    "47": "constipation",
+    "48": "low_back_pain",
+    "49": "ear_pain",
+    "50": "hearing_loss",
+    "51": "melancholy",
+    "52": "loss_of_apetite",
+    "53": "lack_of_sleep",
+    "54": "palpitation",
+    "55": "pale_skin",
+    "56": "pain_during_urination",
+    "57": "groin_pain"
+  },
+  "initializer_range": 0.02,
+  "label2id": {
+    "blisters": 30,
+    "blocked_nose": 5,
+    "blotchy_skin": 34,
+    "blurred_vision": 3,
+    "burning_skin": 46,
+    "chest_tightness": 21,
+    "constant_hunger": 45,
+    "constant_weight_loss": 41,
+    "constipation": 47,
+    "coughing": 8,
+    "dandruff": 31,
+    "diarrhea": 14,
+    "difficulty_seeing_in_the_dark": 40,
+    "dizziness": 1,
+    "double_vision": 38,
+    "dry_skin": 29,
+    "ear_pain": 49,
+    "fatigue": 2,
+    "frequent_urination": 43,
+    "groin_pain": 57,
+    "headache": 0,
+    "hearing_loss": 50,
+    "high_fever": 13,
+    "itchy_eyes": 22,
+    "itchy_nose": 6,
+    "itchy_skin": 28,
+    "lack_of_sleep": 53,
+    "loss_of_apetite": 52,
+    "low_back_pain": 48,
+    "low_fever": 12,
+    "melancholy": 51,
+    "nausea": 15,
+    "occasional_muscle_ache": 19,
+    "pain_during_urination": 56,
+    "pain_or_numbness_at_hands_and_feet": 42,
+    "pale_skin": 55,
+    "palpitation": 54,
+    "pressure_in_ears": 10,
+    "pressure_in_face": 11,
+    "raised_bumps_on_skin": 33,
+    "rashes": 24,
+    "redness_in_eyes": 35,
+    "redness_of_skin": 26,
+    "runny_nose": 4,
+    "seeing_faded_colors": 39,
+    "sensitivity_to_light": 36,
+    "shortness_of_breath": 7,
+    "slow_healing_of_cuts_and_bruises": 44,
+    "sneezing": 9,
+    "sore_throat": 20,
+    "stomach_cramps": 17,
+    "stomach_pain": 18,
+    "swelling_eyes": 37,
+    "swelling_of_skin": 25,
+    "thickened_skin": 32,
+    "throat_pain": 27,
+    "vomiting": 16,
+    "watery_eyes": 23
+  },
+  "max_position_embeddings": 512,
+  "model_type": "distilbert",
+  "n_heads": 12,
+  "n_layers": 6,
+  "pad_token_id": 0,
+  "problem_type": "single_label_classification",
+  "qa_dropout": 0.1,
+  "seq_classif_dropout": 0.2,
+  "sinusoidal_pos_embds": false,
+  "tie_weights_": true,
+  "transformers_version": "4.57.1",
+  "vocab_size": 30522
+}

symptom_classifier/model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8d62a90324b437a7d298e5c0f007ceb805f5f115acce561d2105e1e9c0f973ef
+size 268004832

symptom_classifier/special_tokens_map.json

@@ -0,0 +1,7 @@
+{
+  "cls_token": "[CLS]",
+  "mask_token": "[MASK]",
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "unk_token": "[UNK]"
+}

symptom_classifier/symptom_list.txt

@@ -0,0 +1,58 @@
+headache
+dizziness
+fatigue
+blurred_vision
+runny_nose
+blocked_nose
+itchy_nose
+shortness_of_breath
+coughing
+sneezing
+pressure_in_ears
+pressure_in_face
+low_fever
+high_fever
+diarrhea
+nausea
+vomiting
+stomach_cramps
+stomach_pain
+occasional_muscle_ache
+sore_throat
+chest_tightness
+itchy_eyes
+watery_eyes
+rashes
+swelling_of_skin
+redness_of_skin
+throat_pain
+itchy_skin
+dry_skin
+blisters
+dandruff
+thickened_skin
+raised_bumps_on_skin
+blotchy_skin
+redness_in_eyes
+sensitivity_to_light
+swelling_eyes
+double_vision
+seeing_faded_colors
+difficulty_seeing_in_the_dark
+constant_weight_loss
+pain_or_numbness_at_hands_and_feet
+frequent_urination
+slow_healing_of_cuts_and_bruises
+constant_hunger
+burning_skin
+constipation
+low_back_pain
+ear_pain
+hearing_loss
+melancholy
+loss_of_apetite
+lack_of_sleep
+palpitation
+pale_skin
+pain_during_urination
+groin_pain

symptom_classifier/tokenizer_config.json

@@ -0,0 +1,56 @@
+{
+  "added_tokens_decoder": {
+    "0": {
+      "content": "[PAD]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "100": {
+      "content": "[UNK]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "101": {
+      "content": "[CLS]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "102": {
+      "content": "[SEP]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "103": {
+      "content": "[MASK]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "clean_up_tokenization_spaces": false,
+  "cls_token": "[CLS]",
+  "do_lower_case": true,
+  "extra_special_tokens": {},
+  "mask_token": "[MASK]",
+  "model_max_length": 512,
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "DistilBertTokenizer",
+  "unk_token": "[UNK]"
+}