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kB\u001b[0m \u001b[31m1.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m98.2/98.2 kB\u001b[0m \u001b[31m5.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m56.8/56.8 kB\u001b[0m \u001b[31m3.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25h" ] } ] }, { "cell_type": "code", "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.preprocessing import LabelEncoder\n", "from sklearn.metrics import confusion_matrix, classification_report\n", "from imblearn.over_sampling import RandomOverSampler\n", "from datasets import Dataset\n", "from transformers import (\n", " AutoTokenizer,\n", " AutoModelForSequenceClassification,\n", " TrainingArguments,\n", " Trainer,\n", " pipeline,\n", " AutoModelForSeq2SeqLM\n", ")\n", "import torch\n", "from gtts import gTTS\n", "import IPython.display as ipd\n", "import warnings\n", "\n", "# Suppress warnings for cleaner output\n", "warnings.filterwarnings('ignore')\n", "sns.set_style(\"whitegrid\")" ], "metadata": { "id": "nHNUhRRR8y6K" }, "execution_count": 3, "outputs": [] }, { "cell_type": "code", "source": [ "final_df = pd.read_csv('/content/drive/MyDrive/CHATBOT DATA/Mental_Therapy_Chatbot_Dataset_Balanced.csv')\n", "final_df.head()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "id": "4A-AOQKy83Sh", "outputId": "333d819c-39f7-4927-b0d5-27f8694459d4" }, "execution_count": 4, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " text label source\n", "0 (I suffer from Major Depression/Anxiety/Fibrom... stress Reddit\n", "1 So what I am asking is someone or somebody's t... stress Reddit\n", "2 I have some tainted memories with my dad and h... stress 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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "final_df", "summary": "{\n \"name\": \"final_df\",\n \"rows\": 42000,\n \"fields\": [\n {\n \"column\": \"text\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2569,\n \"samples\": [\n \"\\\"The peaceful ambiance of the yoga class disrupted by noisy neighbors was frustrating.\\\"\",\n \"\\\"I am in control of my destiny, shaping my path to success.\\\"\",\n \"\\\"My computer crashed during a project.\\\"\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"label\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 7,\n \"samples\": [\n \"stress\",\n \"neutral\",\n \"ptsd_clinical_profile\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"source\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 5,\n \"samples\": [\n \"General Sentiment\",\n \"Prevalence Stats\",\n \"OCD Dataset\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 4 } ] }, { "cell_type": "code", "source": [ "# 1. Correct the typo in the 'label' column\n", "final_df['label'] = final_df['label'].replace(\"positive'\", 'positive')\n", "\n", "# 2. Separate features (X) and target (y)\n", "X = final_df[['text']]\n", "y = final_df['label']\n", "\n", "# 3. Initialize RandomOverSampler & Balance the dataset\n", "ros = RandomOverSampler(random_state=42)\n", "X_resampled, y_resampled = ros.fit_resample(X, y)\n", "\n", "# Create a new DataFrame from the resampled data\n", "final_df_resampled = pd.DataFrame(X_resampled, columns=['text'])\n", "final_df_resampled['label'] = y_resampled\n", "\n", "# 4. Perform a train-test split (80% training, 20% testing)\n", "X_train, X_test, y_train, y_test = train_test_split(\n", " final_df_resampled['text'],\n", " final_df_resampled['label'],\n", " test_size=0.2,\n", " random_state=42,\n", " stratify=final_df_resampled['label']\n", ")\n", "\n", "# 5. Label Encoding for Hugging Face\n", "le = LabelEncoder()\n", "y_train_encoded = le.fit_transform(y_train)\n", "y_test_encoded = le.transform(y_test)\n", "\n", "# Store label mapping to decode predictions later\n", "label_mapping = dict(zip(range(len(le.classes_)), le.classes_))\n", "num_labels = len(le.classes_)\n", "print(f\"Dataset Balanced! Total samples: {len(final_df_resampled)}\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "o5Pqy_-O827z", "outputId": "01bb23dc-ce84-44aa-90d4-5b4123a4039a" }, "execution_count": 5, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Dataset Balanced! Total samples: 42000\n" ] } ] }, { "cell_type": "code", "source": [ "plt.figure(figsize=(10, 6))\n", "sns.countplot(data=final_df_resampled, y='label', order=final_df_resampled['label'].value_counts().index, palette='viridis')\n", "plt.title('Balanced Distribution of Mental Health Labels (Post-Oversampling)')\n", "plt.xlabel('Count')\n", "plt.ylabel('Mental State / Label')\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 607 }, "id": "ZQDjEQyC9EJ6", "outputId": "e4242f58-6681-4eee-e25f-00bd5cfa3c95" }, "execution_count": 6, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "# Convert pandas data to HuggingFace Dataset objects\n", "train_dataset = Dataset.from_dict({\"text\": X_train.tolist(), \"label\": y_train_encoded.tolist()})\n", "test_dataset = Dataset.from_dict({\"text\": X_test.tolist(), \"label\": y_test_encoded.tolist()})\n", "\n", "# Load a lightweight model for CPU training (DistilBERT)\n", "model_name = \"distilbert-base-uncased\"\n", "tokenizer = AutoTokenizer.from_pretrained(model_name)\n", "\n", "def tokenize_function(examples):\n", " # Max length capped at 128 to keep CPU memory and training time low\n", " return tokenizer(examples[\"text\"], padding=\"max_length\", truncation=True, max_length=128)\n", "\n", "print(\"Tokenizing datasets...\")\n", "tokenized_train = train_dataset.map(tokenize_function, batched=True)\n", "tokenized_test = test_dataset.map(tokenize_function, batched=True)\n", "\n", "# Set format for PyTorch\n", "columns_to_keep = ['input_ids', 'attention_mask', 'label']\n", "tokenized_train.set_format(type='torch', columns=columns_to_keep)\n", "tokenized_test.set_format(type='torch', columns=columns_to_keep)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 261, "referenced_widgets": [ "bfb3e599882143fd99eabed1a8d87e8c", "e035bd639c984ab0994a7a3e37c18d06", "72215fa6396f43af8fb8a41fec4287ce", "c76eb75120244d249dcc544f0cc2b99a", "0b09928e9ed7461f8bad6733df1095cc", "a30880e4b8a64d22a9798a3344113a8b", "3be7f0dcd339400e8127e3be1a39aa82", "31bba2cedfc34840aa1dd750cd0ebd9f", "e3c4e13f3f0b4af8b2a20fdfbf41d36a", "7deff1bd26ae4eafae7b6908f258488f", "6e2521e82293409a97c45ae92733e27a", "61890faa130b4ddda0f889d4f6129dce", "55e69718cd9a43299a017ef8af764087", "5e88a219fa9b4db5bc14740336cc3a7f", "bc58824b9d0146dd885fb81c2a06b72e", "e65870519d80439ab1dc6cdecee95417", "25c78618cfb74d5f953501410a25173a", "4b0a42ded88a4c94ac9ee620377fd854", "850f0c4e9825425687df7dae1392f910", "44d18bd14cfb420eab7915ae31be057b", 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"9ebe81b202304f93870ffd122005dfbb", "f30b3b0c0f464058a1c1d83354802898", "523bec6db5ad432b8871a57445e623cc", "0b37ecd26c3744d19ed187c88a9ceef4", "b236ab000e7546ceb9c7e3451aaee101", "b442eb76c1b04980a20a99ff8f9f2a15", "af2ea6326cfd47589ce4b99fcc2a3fce", "0e1dc56f19974b7b927e1226cc7f2ec1", "29c58255559a4769afebef07203d482d", "907f0c6426754721a922febf7d07101a", "89ed901f4bd44f738c37cbdc72cf007a", "08344c2ab10641bcb207a22cd2b35584", "1dbb5ff7bd1145978f991823d3c552b8", "6e5d268362c143279defd728f0d42653", "124b7a98aec740d1b33bec11bccd6ac8", "e1c470f03ab341c7957625c6fe300c8a", "0ab497a852984b9ab72fd27ed62fc288", "8ed4a71fbd14476d98b943145fd5cc24", "a67e954094b24ffaa74f9dba2d500d57" ] }, "id": "eKEQ2lsz9Ekt", "outputId": "be0fc15e-0f9b-4bbc-c11f-2ce6ed26f0cb" }, "execution_count": 7, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "config.json: 0%| | 0.00/483 [00:00" ], "text/html": [ "\n", "
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EpochTraining LossValidation Loss
10.0002840.000174

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\n" 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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "=======================================================\n", "📄 CALIBRATED CLASSIFICATION REPORT\n", "=======================================================\n", " precision recall f1-score support\n", "\n", " global_statistics 0.92 0.92 0.92 1200\n", " negative 0.92 0.92 0.92 1200\n", " neutral 0.94 0.92 0.93 1200\n", " ocd_clinical_profile 0.92 0.93 0.92 1200\n", " positive 0.92 0.90 0.91 1200\n", "ptsd_clinical_profile 0.91 0.93 0.92 1200\n", " stress 0.91 0.93 0.92 1200\n", "\n", " accuracy 0.92 8400\n", " macro avg 0.92 0.92 0.92 8400\n", " weighted avg 0.92 0.92 0.92 8400\n", "\n" ] } ] }, { "cell_type": "code", "source": [ "export_dir = \"therapy_brain_v1\"\n", "\n", "# Save the model and tokenizer to a local folder\n", "model.save_pretrained(export_dir)\n", "tokenizer.save_pretrained(export_dir)\n", "\n", "print(f\"✅ Mental State Classifier successfully saved to '{export_dir}'\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 66, "referenced_widgets": [ "92849f23a02347a9b636c18e1ea735f5", "6e8a77bafbce4c548d397a484085450c", "e72e7656e0994e7fb7e5ecc1b017b412", "6c03752e64114bc0a459edf4c3588f78", "40b51628afa14367a7b34be8241cbd14", "c09627a175284e66a029371999306479", "f228b16b4c4a432d845252c1e5dabcf7", "8dbbc5d1ac5543deb28fdcee95b0febb", "336b62829fea4ed8ba1e4fa2c1d4ea98", "a4aebd5bba6949f6bd0690177f760f6e", "8b86be399c1f4210b71e668a613cd928" ] }, "id": "qMaIjxKW9I2r", "outputId": "60879a0e-89fa-4898-b337-d415a5f1da6e" }, "execution_count": 10, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "Writing model shards: 0%| | 0/1 [00:00" ], "text/html": [ "\n", " \n", " " ] }, "metadata": {}, "execution_count": 15 } ] }, { "cell_type": "code", "source": [ "'''\n", "def voice_to_voice_session(audio_path):\n", " \"\"\"Takes an audio file, transcribes it, and generates an audio response.\"\"\"\n", " print(\"=\"*50)\n", " print(\"🎤 Listening to user audio...\")\n", "\n", " # 1. Voice to Text\n", " user_text = speech_to_text(audio_path)\n", " print(f\"📝 USER (Transcribed): '{user_text}'\")\n", "\n", " # 2. Analyze state\n", " pred = state_classifier(user_text)[0]\n", " label_idx = int(pred['label'].split('_')[-1]) if '_' in pred['label'] else pred['label']\n", " mental_state = label_mapping.get(label_idx, \"neutral\")\n", "\n", " print(f\"🧠 DIAGNOSIS: {mental_state.upper()} (Confidence: {pred['score']:.2f})\")\n", "\n", " # 3. Generate text reply\n", " bot_reply = generate_response(user_text, mental_state)\n", " print(f\"🤖 THERAPIST is speaking... (Check audio player below)\")\n", " print(\"=\"*50)\n", "\n", " # 4. Generate audio reply\n", " return text_to_speech(bot_reply)\n", "\n", "# --- TEST ---\n", "# Using the dummy audio generated in Cell 13\n", "v2v_audio = voice_to_voice_session(\"sample_user_audio.wav\")\n", "v2v_audio\n", "'''" ], "metadata": { "id": "gqjJdjxQ9wol", "colab": { "base_uri": "https://localhost:8080/", "height": 105 }, "outputId": "5f12bef6-4c0f-4e60-f729-fd150fc86412" }, "execution_count": 16, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "'\\ndef voice_to_voice_session(audio_path):\\n \"\"\"Takes an audio file, transcribes it, and generates an audio response.\"\"\"\\n print(\"=\"*50)\\n print(\"🎤 Listening to user audio...\")\\n\\n # 1. Voice to Text\\n user_text = speech_to_text(audio_path)\\n print(f\"📝 USER (Transcribed): \\'{user_text}\\'\")\\n\\n # 2. Analyze state\\n pred = state_classifier(user_text)[0]\\n label_idx = int(pred[\\'label\\'].split(\\'_\\')[-1]) if \\'_\\' in pred[\\'label\\'] else pred[\\'label\\']\\n mental_state = label_mapping.get(label_idx, \"neutral\")\\n\\n print(f\"🧠 DIAGNOSIS: {mental_state.upper()} (Confidence: {pred[\\'score\\']:.2f})\")\\n\\n # 3. Generate text reply\\n bot_reply = generate_response(user_text, mental_state)\\n print(f\"🤖 THERAPIST is speaking... (Check audio player below)\")\\n print(\"=\"*50)\\n\\n # 4. Generate audio reply\\n return text_to_speech(bot_reply)\\n\\n# --- TEST ---\\n# Using the dummy audio generated in Cell 13\\nv2v_audio = voice_to_voice_session(\"sample_user_audio.wav\")\\nv2v_audio\\n'" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" } }, "metadata": {}, "execution_count": 16 } ] }, { "cell_type": "code", "source": [ "import os\n", "\n", "# 1. Save your fine-tuned model (Diagnostician)\n", "# (You already have this, but let's keep it organized)\n", "distilbert_path = \"./models/therapy_brain_v1\"\n", "model.save_pretrained(distilbert_path)\n", "tokenizer.save_pretrained(distilbert_path)\n", "print(f\"✅ Diagnostician saved to {distilbert_path}\")\n", "\n", "# 2. Save the BlenderBot model (The Brain)\n", "blenderbot_path = \"./models/blenderbot_local\"\n", "chat_model.save_pretrained(blenderbot_path)\n", "chat_tokenizer.save_pretrained(blenderbot_path)\n", "print(f\"✅ Brain (BlenderBot) saved to {blenderbot_path}\")\n", "\n", "# 3. Save the Whisper model (The Ears)\n", "whisper_path = \"./models/whisper_local\"\n", "# For pipelines, we save the model, tokenizer, and feature extractor\n", "asr_pipeline.model.save_pretrained(whisper_path)\n", "asr_pipeline.tokenizer.save_pretrained(whisper_path)\n", "asr_pipeline.feature_extractor.save_pretrained(whisper_path)\n", "print(f\"✅ Ears (Whisper) saved to {whisper_path}\")\n", "\n", "print(\"🎉 ALL MODELS EXPORTED SUCCESSFULLY!\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 182, "referenced_widgets": [ "425271aff708435683a1a36a9ed53ed4", "5f37295c496e4db8bc425f2629805dad", "5c4585d87abf4af4ac58f181c943cba6", "dff6c842851f4ef792f75a8ab9967863", "97d7ee95e0c7429383c37e7715501a64", "470073e12ac6465b9f653461df627135", "dd8db8803e404881a4b37ae73cf2612b", "e3e3eb85050c45bba420d04ba6d10069", "f06296cceff64c0ba3b19997e4d71f0d", "af019a6a845f4f39b8022d66e4f5a866", "07cf5ce75373470cb237302d1ab0d07b", "7075020fa9344a8f84466777a53f1d99", "36fd59aa87f6423a8eaf7c941478f061", "fafae3cabb0d433a95fac234a77c870b", "9a89af4946de482eaff745f7b2c535f6", "22724e4715b149d3805a26ca9618d628", "c265633b70d0475faa99fca61a2d68d4", "b5cea0d7e02a48639bad813f85b3ed1b", "503ae82165dc4e5fb34683f13d871101", "acfe4acc9b554b28aac818b0edae41d8", "18faaf4ea12d44698bc4838e9bcb747f", "ef949eef291346c196be5b823457efa2", "9f698a4f7a86425fa6c1d61657caa4d0", "27b9d4dea8774e5ebd34f10163c752e7", "90c185c6b4e9465882d8f177f616e21c", "b158d85416834bb49690476cdfddc6a0", "db3c177fa1864db6b0a1d700137a157a", "8b55538d7d92410fa627eb7ebf106623", "eef48643cbc941488c68018b39967443", "827762a4ec3b4658bed4cf0dbc6fe353", "529f1a177abd4e268147461872f2400e", "3786bf64bd06400e9bc6cf5453317d77", "0d1352e6db45449ca450d38434d376f2" ] }, "id": "XHXjL_1lNtQB", "outputId": "1f90285c-9588-48ae-f014-0192aa1922dc" }, "execution_count": 17, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "Writing model shards: 0%| | 0/1 [00:00