diff --git a/.DS_Store b/.DS_Store deleted file mode 100644 index 27509284427e64fb6fb9d40865213b980e7de01d..0000000000000000000000000000000000000000 Binary files a/.DS_Store and /dev/null differ diff --git a/Dockerfile b/Dockerfile index 78a427bcbb3b047a686f5795380559f5bbe8c03d..f6bc9b05adadd943f349eec7546cf658d72c2307 100644 --- a/Dockerfile +++ b/Dockerfile @@ -1,32 +1,34 @@ -# 使用官方 Python 映像檔作為基礎 -FROM python:3.12.3-slim +FROM python:3.10-slim -# 設定工作目錄 WORKDIR /app -# 將 requirements.txt 複製到工作目錄中 +# 安裝系統依賴 +RUN apt-get update && apt-get install -y \ + libglib2.0-0 \ + libsm6 \ + libxext6 \ + libxrender-dev \ + libgomp1 \ + libglib2.0-0 \ + && rm -rf /var/lib/apt/lists/* + +# 複製依賴檔案 COPY requirements.txt . -# 更新 pip 並安裝所需的套件 -# 我們需要 git 來安裝特定版本的套件 (如果有的話) -# 以及 build-essential 來編譯某些相依套件 -RUN apt-get update && apt-get install -y git build-essential && \ - pip install --no-cache-dir --upgrade pip && \ - pip install --no-cache-dir -r requirements.txt +# 安裝 Python 依賴 +RUN pip install --no-cache-dir -r requirements.txt -# 將專案中的所有檔案複製到工作目錄中 +# 複製應用程式檔案 COPY . . -# 設定環境變數 (這些應該在 Hugging Face Space 的 secrets 中設定) -# ENV VERIFY_TOKEN="your_verify_token" -# ENV PAGE_ACCESS_TOKEN="your_page_access_token" -# ENV OPENAI_API_KEY="your_openai_api_key" +# 建立必要目錄 +RUN mkdir -p uploads data/models data/features/keypoints + +# 暴露端口 +EXPOSE 7860 -# 開放應用程式運行的埠口 -EXPOSE 8000 +# 設定環境變數 +ENV PYTHONUNBUFFERED=1 -# 使用 Gunicorn 啟動應用程式 -# --bind 0.0.0.0:8000 讓它可以從外部被存取 -# --workers 1 對於免費方案，一個 worker 通常是比較穩定的選擇 -# --timeout 120 增加超時時間，以應對可能的模型載入或長時間的請求 -CMD ["gunicorn", "--bind", "0.0.0.0:8000", "--workers", "1", "--timeout", "120", "app:app"] \ No newline at end of file +# 啟動命令 +CMD ["python", "app.py"] \ No newline at end of file diff --git a/Procfile b/Procfile deleted file mode 100644 index c9db78a258eeb1363646ad39bfb95790d15d0d57..0000000000000000000000000000000000000000 --- a/Procfile +++ /dev/null @@ -1 +0,0 @@ -web: gunicorn app:app \ No newline at end of file diff --git a/README.md b/README.md index 00c008b908d646f520be8b9b6c1776d051dca061..90007916aa92ba903d63d8a8a1e643d5358786b9 100644 --- a/README.md +++ b/README.md @@ -1,24 +1,187 @@ --- -title: SignView -emoji: 👋 +title: SignView - 手語辨識整合系統 +emoji: 🤟 colorFrom: blue -colorTo: indigo +colorTo: green sdk: docker -app_file: app.py -secrets: - - MESSENGER_ACCESS_TOKEN - - MESSENGER_VERIFY_TOKEN +app_port: 7860 +pinned: boolean +duplicated_from: XiaoBai1221/SignView --- -# SignView - 手語辨識機器人 +# 手語辨識整合系統 (Sign Language Recognition System) -這是一個基於 Flask 的 Messenger 機器人，用於即時辨識手語影片。 +一個整合的手語辨識系統，支援即時攝像頭辨識、影片上傳處理和 Facebook Messenger Bot 功能。使用 PyTorch 深度學習模型、MediaPipe 特徵提取和 OpenAI GPT 生成自然語句。 -## Hugging Face Space 設定 +## 🚀 快速開始 -為了讓這個應用程式正常運作，您需要在 Space 的設定頁面中新增以下 Secrets（環境變數）： +### HuggingFace Spaces 部署 (推薦) -1. `MESSENGER_ACCESS_TOKEN`: 你的 Facebook 粉絲專頁存取權杖。 -2. `MESSENGER_VERIFY_TOKEN`: 你在設定 Webhook 時自訂的驗證權杖。 +1. **Fork 此專案到你的 HuggingFace Spaces** +2. **設定環境變數**： + ``` + OPENAI_API_KEY=你的OpenAI_API金鑰 + VERIFY_TOKEN=你的Messenger驗證Token + PAGE_ACCESS_TOKEN=你的Facebook頁面存取Token + ``` +3. **自動部署** - HuggingFace 會自動建置和部署 -設定完成後，Hugging Face 會自動根據 `Dockerfile` 建置並啟動應用程式。 \ No newline at end of file +### 本地開發 + +```bash +# 1. 安裝依賴 +pip install -r requirements.txt + +# 2. 設定環境變數 +export OPENAI_API_KEY="你的OpenAI_API金鑰" +export VERIFY_TOKEN="你的Messenger驗證Token" +export PAGE_ACCESS_TOKEN="你的Facebook頁面存取Token" + +# 3. 啟動應用 +python3 app.py +``` + +## 📁 專案結構 + +``` +Sign-bot/ +├── app.py # 🎯 主應用程式 (整合所有功能) +├── app_config.py # ⚙️ 配置管理 +├── requirements.txt # 📦 Python依賴套件 +├── Dockerfile # 🐳 Docker容器配置 +├── README.md # 📖 專案文檔 +├── final_review_gate.py # 🔍 測試腳本 +├── data/ # 📊 資料目錄 +│ ├── models/ # 🤖 訓練好的模型檔案 +│ │ └── sign_language_model.pth +│ ├── labels.csv # 🏷️ 標籤映射檔案 +│ └── features/ # 🎬 訓練特徵資料 +│ ├── keypoints/ # ✋ 關鍵點特徵檔案 +│ └── optical_flow/ # 🌊 光流特徵檔案 +├── templates/ # 🌐 網頁範本 +│ └── index.html # 首頁範本 +└── uploads/ # 📁 暫時檔案上傳目錄 +``` + +## ✨ 功能特色 + +### 🎯 **整合設計** +- **統一入口**: 所有功能整合在 `app.py` 單一檔案 +- **環境適配**: 自動檢測本地/雲端環境並調整功能 +- **模組化**: 清晰的類別結構，易於維護 + +### 🤖 **AI 手語辨識** +- **深度學習模型**: PyTorch LSTM + Attention 機制 +- **特徵提取**: MediaPipe 提取手部、姿態關鍵點 +- **自然語句生成**: OpenAI GPT-4o-mini 生成流暢句子 +- **支援手語**: 目前支援 eat, fish, like, want 四個手語 + +### 🌐 **多平台支援** +- **Web 介面**: 即時攝像頭辨識 + 影片上傳處理 +- **Messenger Bot**: Facebook 整合，自動處理使用者影片 +- **RESTful API**: 提供第三方整合接口 +- **WebSocket**: 即時雙向通訊 + +### 📱 **使用方式** + +#### Web 介面 (本地環境) +1. 造訪 `http://localhost:7860` +2. 點擊「開始辨識」使用攝像頭 +3. 或上傳 MP4 影片檔案 + +#### Messenger Bot +1. 找到你的 Facebook 頁面 +2. 發送手語影片 +3. 系統自動辨識並回傳結果 + +#### API 呼叫 +```bash +# 上傳影片進行辨識 +curl -X POST http://localhost:7860/process_video \ + -F "video=@your_video.mp4" \ + -F "sender_id=test_user" +``` + +## 🔧 技術架構 + +### 核心類別 +- **FeatureExtractor**: MediaPipe 特徵提取器 +- **SignLanguageModel**: PyTorch LSTM 神經網絡 +- **VideoSignLanguageRecognizer**: 影片手語辨識器 +- **SignLanguageRecognizer**: 即時手語辨識器 + +### 技術棧 +- **後端**: Flask + SocketIO +- **AI框架**: PyTorch + MediaPipe +- **自然語言**: OpenAI GPT-4o-mini +- **前端**: HTML5 + WebSocket +- **部署**: HuggingFace Spaces + Docker + +## 🌍 環境變數 + +| 變數名稱 | 說明 | 必須 | +|---------|------|------| +| `OPENAI_API_KEY` | OpenAI API 金鑰 | ✅ | +| `VERIFY_TOKEN` | Messenger 驗證 Token | Messenger功能需要 | +| `PAGE_ACCESS_TOKEN` | Facebook 頁面存取 Token | Messenger功能需要 | +| `SPACE_ID` | HuggingFace Space ID | 自動設定 | +| `PORT` | 服務埠號 | 預設 7860 | + +## 🎮 API 端點 + +### Web 路由 +- `GET /` - 主頁面 +- `GET /health` - 健康檢查 +- `POST /process_video` - 影片處理 + +### Messenger 整合 +- `GET /webhook` - Webhook 驗證 +- `POST /webhook` - 訊息處理 + +### WebSocket 事件 +- `start_stream` - 開始視頻流 +- `stop_stream` - 停止視頻流 + +## 🚀 部署指南 + +### HuggingFace Spaces +1. 建立新的 Space (Gradio/Docker) +2. 上傳所有檔案 +3. 設定環境變數 +4. 自動部署完成 + +### Docker 部署 +```bash +# 建置映像 +docker build -t sign-language-recognition . + +# 執行容器 +docker run -p 7860:7860 \ + -e OPENAI_API_KEY="你的金鑰" \ + sign-language-recognition +``` + +## 🎯 使用限制 + +- **模型準確度**: 目前為測試版本，準確度可能有限 +- **支援手語**: 僅支援 4 個基礎手語詞彙 +- **攝像頭功能**: 雲端環境不支援，請使用影片上傳 +- **檔案大小**: 影片檔案限制 100MB + +## 🔄 未來規劃 + +- [ ] 增加更多手語詞彙支援 +- [ ] 提升模型準確度 +- [ ] 支援手語語法結構 +- [ ] 加入使用者自訓練功能 +- [ ] 支援多語言介面 + +## 📞 技術支援 + +如有問題請透過以下方式聯絡： +- GitHub Issues +- 或直接在 HuggingFace Space 留言 + +--- + +> **🎉 這是一個整合型手語辨識系統，將所有功能統一整合在 `app.py` 中，提供最佳的使用體驗和部署便利性！** \ No newline at end of file diff --git a/app.py b/app.py index 47a445e005fc5f94d654a548bb9cf64a07e11873..d93644df1d616f0c992f833a872ed04479a6fe8b 100644 --- a/app.py +++ b/app.py @@ -1,37 +1,750 @@ +#!/usr/bin/env python3 +# -*- coding: utf-8 -*- + import os import json import requests -from flask import Flask, request, jsonify -from datetime import datetime +import cv2 +import numpy as np +import pandas as pd +import torch +import torch.nn as nn +import torch.nn.functional as F +import base64 import threading import time +import mediapipe as mp +import collections +from flask import Flask, request, jsonify, render_template, Response +from werkzeug.utils import secure_filename +from datetime import datetime +from flask_socketio import SocketIO, emit +from openai import OpenAI -# 匯入我們的手語處理器 -from sign_language_processor import VideoSignLanguageRecognizer +# 環境變數設定 +os.environ.setdefault("OPENAI_API_KEY", "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") +# 環境檢測 +IS_HUGGINGFACE = os.environ.get('SPACE_ID') is not None +IS_LOCAL_DEV = not IS_HUGGINGFACE + +# Flask 應用初始化 app = Flask(__name__) +app.config['SECRET_KEY'] = 'sign_language_secret_key' +app.config['MAX_CONTENT_LENGTH'] = 100 * 1024 * 1024 # 100MB max file size +socketio = SocketIO(app, cors_allowed_origins="*", async_mode='threading') -# 從環境變數取得設定 +# Messenger Bot 設定 VERIFY_TOKEN = os.environ.get('VERIFY_TOKEN', 'your_verify_token') PAGE_ACCESS_TOKEN = os.environ.get('PAGE_ACCESS_TOKEN', 'your_page_access_token') FACEBOOK_API_URL = 'https://graph.facebook.com/v18.0/me/messages' -# --- Initializations --- -# 初始化手語辨識器 -# 注意：你需要確保 'models/sign_language_model.pth' 和 'labels.csv' 存在 -try: - recognizer = VideoSignLanguageRecognizer( - model_path='models/sign_language_model.pth' +# 路徑設定 - 適應不同環境 +BASE_DIR = os.path.dirname(os.path.abspath(__file__)) +DATA_DIR = os.path.join(BASE_DIR, 'data') +MODEL_PATH = os.path.join(DATA_DIR, 'models', 'sign_language_model.pth') +LABELS_PATH = os.path.join(DATA_DIR, 'labels.csv') +UPLOAD_FOLDER = os.path.join(BASE_DIR, 'uploads') + +# 建立必要資料夾 +for folder in [UPLOAD_FOLDER, os.path.join(DATA_DIR, 'models'), os.path.join(DATA_DIR, 'features', 'keypoints')]: + os.makedirs(folder, exist_ok=True) + +# 全域變數 +camera = None +recognizer = None +is_running = False +frame_lock = threading.Lock() +current_frame = None + +print(f"🌍 運行環境: {'HuggingFace Spaces' if IS_HUGGINGFACE else '本地開發'}") +print(f"📁 基礎目錄: {BASE_DIR}") +print(f"🤖 模型路徑: {MODEL_PATH}") +print(f"📊 標籤路徑: {LABELS_PATH}") + +#-------------------- +# AI 模型類別 +#-------------------- +class FeatureExtractor: + def __init__(self): + # 初始化MediaPipe模型 + self.mp_holistic = mp.solutions.holistic + self.mp_drawing = mp.solutions.drawing_utils + self.mp_drawing_styles = mp.solutions.drawing_styles + + def extract_pose_keypoints(self, frame, holistic_results): + """提取骨架關鍵點""" + keypoints = [] + + # 提取手部關鍵點 (如果檢測到) + if holistic_results.left_hand_landmarks: + for landmark in holistic_results.left_hand_landmarks.landmark: + keypoints.extend([landmark.x, landmark.y, landmark.z]) + else: + # 如果沒有檢測到手，填充0 + keypoints.extend([0] * (21 * 3)) + + if holistic_results.right_hand_landmarks: + for landmark in holistic_results.right_hand_landmarks.landmark: + keypoints.extend([landmark.x, landmark.y, landmark.z]) + else: + keypoints.extend([0] * (21 * 3)) + + # 提取姿勢關鍵點 + if holistic_results.pose_landmarks: + for landmark in holistic_results.pose_landmarks.landmark: + keypoints.extend([landmark.x, landmark.y, landmark.z]) + else: + keypoints.extend([0] * (33 * 3)) + + return np.array(keypoints) + +class SignLanguageModel(nn.Module): + """ + 手語辨識模型，使用雙向LSTM和注意力機制，加入批量標準化和殘差連接 + """ + def __init__(self, input_dim, hidden_dim, num_layers, num_classes, dropout=0.5): + super(SignLanguageModel, self).__init__() + self.hidden_dim = hidden_dim + self.num_layers = num_layers + self.num_classes = num_classes + + # 特徵投影層，將輸入映射到統一維度 + self.feature_projection = nn.Sequential( + nn.Linear(input_dim, hidden_dim), + nn.BatchNorm1d(hidden_dim), + nn.ReLU(), + nn.Dropout(dropout/2) # 較輕的dropout + ) + + # 雙向LSTM層 + self.lstm = nn.LSTM( + input_size=hidden_dim, + hidden_size=hidden_dim, + num_layers=num_layers, + batch_first=True, + dropout=dropout if num_layers > 1 else 0, + bidirectional=True + ) + + # 批量標準化層（用於規範化LSTM輸出） + self.lstm_bn = nn.BatchNorm1d(hidden_dim * 2) + + # 注意力機制 + self.attention = nn.Sequential( + nn.Linear(hidden_dim * 2, hidden_dim), + nn.Tanh(), + nn.Linear(hidden_dim, 1), + nn.Softmax(dim=1) + ) + + # 分類器 + self.classifier = nn.Sequential( + nn.Linear(hidden_dim * 2, hidden_dim), + nn.BatchNorm1d(hidden_dim), + nn.ReLU(), + nn.Dropout(dropout), + nn.Linear(hidden_dim, hidden_dim // 2), + nn.ReLU(), + nn.Dropout(dropout/2), + nn.Linear(hidden_dim // 2, num_classes) + ) + + # L2正則化 + self.l2_reg_alpha = 0.001 + + # 初始化權重 + self._init_weights() + + def _init_weights(self): + """初始化模型權重""" + for m in self.modules(): + if isinstance(m, nn.Linear): + nn.init.xavier_uniform_(m.weight) + if m.bias is not None: + nn.init.zeros_(m.bias) + elif isinstance(m, nn.LSTM): + for name, param in m.named_parameters(): + if 'weight' in name: + nn.init.orthogonal_(param) # 正交初始化對RNN很有效 + elif 'bias' in name: + nn.init.zeros_(param) + + def forward(self, x): + """前向傳播""" + # x的形狀: [batch_size, seq_len, feature_dim] + batch_size, seq_len, _ = x.size() + + # 特徵投影 - 需要調整維度以適應BatchNorm1d + x_reshaped = x.reshape(-1, x.size(-1)) # [batch_size*seq_len, feature_dim] + x_projected = self.feature_projection[0](x_reshaped) # Linear層 + x_projected = x_projected.reshape(batch_size, seq_len, -1) # 恢復形狀 [batch_size, seq_len, hidden_dim] + x_projected = x_projected.transpose(1, 2) # [batch_size, hidden_dim, seq_len] 用於BatchNorm + x_projected = self.feature_projection[1](x_projected) # BatchNorm層 + x_projected = x_projected.transpose(1, 2) # 恢復形狀 [batch_size, seq_len, hidden_dim] + x_projected = self.feature_projection[2](x_projected) # ReLU + x_projected = self.feature_projection[3](x_projected) # Dropout + + # 保存輸入特徵，用於殘差連接 + x_residual = x_projected + + # LSTM處理 + lstm_out, _ = self.lstm(x_projected) + # lstm_out的形狀: [batch_size, seq_len, hidden_dim*2] + + # 對LSTM輸出應用BatchNorm + lstm_out_bn = lstm_out.transpose(1, 2) # [batch_size, hidden_dim*2, seq_len] + lstm_out_bn = self.lstm_bn(lstm_out_bn) + lstm_out = lstm_out_bn.transpose(1, 2) # [batch_size, seq_len, hidden_dim*2] + + # 注意力權重計算 + attention_weights = self.attention(lstm_out) + # attention_weights的形狀: [batch_size, seq_len, 1] + + # 應用注意力機制 + context = torch.bmm(lstm_out.transpose(1, 2), attention_weights) + # context的形狀: [batch_size, hidden_dim*2, 1] + context = context.squeeze(-1) + + # 最終分類 + output = self.classifier(context) + # output的形狀: [batch_size, num_classes] + + return output + +#-------------------- +# 手語辨識器類別 +#-------------------- +class VideoSignLanguageRecognizer: + """影片手語辨識器 - 專門處理影片檔案""" + def __init__(self, model_path, threshold=0.7): + self.model_path = model_path + self.threshold = threshold + + # 初始化特徵提取器 + self.feature_extractor = FeatureExtractor() + + # 加載標籤映射 + self.label_map = self._load_label_mapping() + + # 加載模型 + self.device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + self.model = self._load_model() + + # GPT整合 + try: + self.openai_client = OpenAI() + except Exception as e: + print(f"初始化OpenAI客户端出錯: {e}") + self.openai_client = None + + print(f"影片辨識器初始化完成！使用設備: {self.device}") + + def _load_label_mapping(self): + """加載標籤映射""" + label_map = {} + + # 嘗試從 labels.csv 讀取 + labels_file = LABELS_PATH + print(f"🔍 嘗試載入標籤檔案: {labels_file}") + print(f"📂 當前工作目錄: {os.getcwd()}") + + if os.path.exists(labels_file): + try: + df = pd.read_csv(labels_file) + print(f"📄 標籤檔案內容:") + print(df) + + for _, row in df.iterrows(): + label_map[int(row['index'])] = row['label'] + print(f"✅ 從 {labels_file} 載入了 {len(label_map)} 個類別標籤") + print(f"📊 標籤映射: {label_map}") + except Exception as e: + print(f"❌ 讀取 labels.csv 出錯: {e}") + # 使用默認映射 + label_map = {0: "eat", 1: "fish", 2: "like", 3: "want"} + else: + print(f"❌ 標籤檔案不存在: {labels_file}") + + if not label_map: + # 使用默認映射 + label_map = {0: "eat", 1: "fish", 2: "like", 3: "want"} + print(f"⚠️ 使用預設標籤映射: {label_map}") + + return label_map + + def _load_model(self): + """加載訓練好的模型""" + input_dim = 225 # (21+21+33) * 3 = 225 + + model = SignLanguageModel( + input_dim=input_dim, + hidden_dim=96, + num_layers=2, + num_classes=len(self.label_map), + dropout=0.5 + ) + + # 檢查模型檔案是否存在 + if not os.path.exists(self.model_path): + print(f"⚠️ 警告：模型檔案不存在 {self.model_path}") + print("🔧 將使用隨機初始化的模型（僅供測試）") + # 隨機初始化權重用於測試 + model.to(self.device) + model.eval() + return model + + try: + # 載入權重 + model.load_state_dict(torch.load(self.model_path, map_location=self.device)) + model.to(self.device) + model.eval() + print(f"✅ 模型載入成功：{self.model_path}") + except Exception as e: + print(f"❌ 模型載入失敗：{e}") + print("🔧 使用隨機初始化的模型") + model.to(self.device) + model.eval() + + return model + + def process_video(self, video_path): + """處理整個影片檔案""" + print(f"🎬 開始處理影片：{video_path}") + + # 開啟影片 + cap = cv2.VideoCapture(video_path) + if not cap.isOpened(): + print(f"❌ 無法開啟影片檔：{video_path}") + return None, 0 + + # 提取特徵序列 + keypoints_sequence = [] + frame_count = 0 + + while True: + ret, frame = cap.read() + if not ret: + break + + # 跳幀處理 + if frame_count % 5 == 0: # 每5幀處理一次 + keypoints, _ = self._extract_features(frame) + if keypoints is not None: + keypoints_sequence.append(keypoints) + + frame_count += 1 + + # 限制處理幀數 + if len(keypoints_sequence) >= 60: + break + + cap.release() + + if len(keypoints_sequence) < 3: + print(f"❌ 有效幀數不足，無法進行辨識") + return None, 0 + + # 進行預測 + prediction, confidence, word_sequence = self._predict_from_sequence(keypoints_sequence) + + # 使用GPT生成完整句子 + generated_sentence = self._generate_sentence_with_gpt(word_sequence) + + print(f"🎯 辨識結果：{generated_sentence}") + print(f"📈 信心度：{confidence:.2f}") + + return generated_sentence, confidence + + def _extract_features(self, frame): + """從單一幀提取手部和姿勢特徵""" + with self.feature_extractor.mp_holistic.Holistic( + static_image_mode=False, + model_complexity=1, + smooth_landmarks=True, + enable_segmentation=False, + min_detection_confidence=0.1, + min_tracking_confidence=0.1 + ) as holistic: + # 轉為RGB + frame_rgb = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB) + + # 處理圖像 + results = holistic.process(frame_rgb) + + # 檢查是否有手部被檢測到 + hands_detected = (results.left_hand_landmarks is not None or + results.right_hand_landmarks is not None) + + try: + keypoints = self.feature_extractor.extract_pose_keypoints(frame, results) + return keypoints, hands_detected + except Exception as e: + return None, hands_detected + + def _predict_from_sequence(self, keypoints_sequence): + """從關鍵點序列進行預測""" + # 簡化版預測 - 直接使用整個序列 + sequence_tensor = torch.FloatTensor(keypoints_sequence).unsqueeze(0).to(self.device) + + with torch.no_grad(): + outputs = self.model(sequence_tensor) + probabilities = torch.nn.functional.softmax(outputs, dim=1) + max_prob, predicted_class = torch.max(probabilities, 1) + + predicted_class = predicted_class.item() + confidence = max_prob.item() + + if confidence >= self.threshold: + predicted_word = self.label_map.get(predicted_class, f"類別{predicted_class}") + word_sequence = [predicted_word] + else: + word_sequence = [] + + return predicted_class, confidence, word_sequence + + def _generate_sentence_with_gpt(self, word_sequence): + """使用GPT根據單詞序列生成一個完整句子""" + if not word_sequence: + return "無法辨識手語內容" + + if not self.openai_client: + return " ".join(word_sequence) + + try: + prompt = f"我使用手語表達了以下單詞序列: {', '.join(word_sequence)}。請將這些單詞組織成一個有意義、通順的完整句子。" + + response = self.openai_client.chat.completions.create( + model="gpt-4o-mini", + messages=[ + {"role": "system", "content": "你是一個專業的手語翻譯助手。"}, + {"role": "user", "content": prompt} + ], + max_tokens=100 + ) + + return response.choices[0].message.content.strip() + + except Exception as e: + print(f"調用GPT API時出錯: {e}") + return " ".join(word_sequence) + +class SignLanguageRecognizer: + """即時手語辨識器 - 用於攝像頭流""" + def __init__(self, model_path, frame_buffer_size=30, prediction_interval=15, threshold=0.7): + self.model_path = model_path + self.threshold = threshold + self.max_buffer_size = frame_buffer_size + self.prediction_interval = prediction_interval + + # 初始化特徵提取器 + self.feature_extractor = FeatureExtractor() + + # 加載標籤映射 + self.label_map = self._load_label_mapping() + + # 加載模型 + self.device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + self.model = self._load_model() + + # 緩衝區和狀態 + self.keypoints_buffer = collections.deque(maxlen=frame_buffer_size) + self.frame_count = 0 + self.current_prediction = None + self.prediction_probabilities = None + + # 手部存在檢測 + self.hand_present = False + self.hand_absent_frames = 0 + self.hand_absent_threshold = 30 + + # 單詞序列 + self.word_sequence = [] + self.last_added_word = None + self.word_cooldown = 0 + + # 生成的句子 + self.generated_sentence = "" + self.display_sentence_time = 0 + + # GPT整合 + try: + self.openai_client = OpenAI() + except Exception as e: + print(f"初始化OpenAI客户端出錯: {e}") + self.openai_client = None + + print(f"即時辨識器初始化完成！使用設備: {self.device}") + + def _load_label_mapping(self): + """加載標籤映射""" + label_map = {} + # 嘗試從特徵目錄推斷類別標籤 + features_dir = os.path.join(DATA_DIR, 'features', 'keypoints') + if os.path.exists(features_dir): + unique_labels = set() + for file_name in os.listdir(features_dir): + if file_name.endswith('_keypoints.npy'): + parts = file_name.split('_') + if len(parts) >= 2: + label = parts[0] + if label not in unique_labels and not (label.startswith("aug") or "aug_" in label): + unique_labels.add(label) + + if unique_labels: + label_map = {i: label for i, label in enumerate(sorted(unique_labels))} + print(f"從特徵目錄推斷了 {len(label_map)} 個類別標籤") + else: + label_map = {0: "eat", 1: "fish", 2: "like", 3: "want"} + else: + label_map = {0: "eat", 1: "fish", 2: "like", 3: "want"} + + return label_map + + def _load_model(self): + """加載訓練好的模型""" + input_dim = 225 + + model = SignLanguageModel( + input_dim=input_dim, + hidden_dim=96, + num_layers=2, + num_classes=len(self.label_map), + dropout=0.5 + ) + + # 檢查模型檔案是否存在 + if not os.path.exists(self.model_path): + print(f"⚠️ 警告：模型檔案不存在 {self.model_path}") + print("🔧 將使用隨機初始化的模型（僅供測試）") + model.to(self.device) + model.eval() + return model + + try: + model.load_state_dict(torch.load(self.model_path, map_location=self.device)) + model.to(self.device) + model.eval() + print(f"✅ 即時辨識模型載入成功：{self.model_path}") + except Exception as e: + print(f"❌ 即時辨識模型載入失敗：{e}") + print("🔧 使用隨機初始化的模型") + model.to(self.device) + model.eval() + + return model + + def process_frame(self, frame): + """處理單個視頻幀""" + # 提取特徵和檢測手部 + keypoint_features, hands_detected = self._extract_features(frame) + + # 更新手部存在狀態 + self._update_hand_presence(hands_detected) + + # 僅當成功提取特徵時才繼續 + if keypoint_features is not None: + self.keypoints_buffer.append(keypoint_features) + + # 定期進行預測 + if self.hand_present and self.frame_count % self.prediction_interval == 0 and len(self.keypoints_buffer) > 5: + self._make_prediction() + self._update_word_sequence() + + # 手部離開時生成句子 + if self.hand_present == False and self.hand_absent_frames == self.hand_absent_threshold and self.word_sequence: + self._generate_sentence_with_gpt() + + self.frame_count += 1 + + if self.word_cooldown > 0: + self.word_cooldown -= 1 + + # 回傳狀態 + status = { + "hand_present": self.hand_present, + "frame_count": self.frame_count, + "current_prediction": None, + "word_sequence": self.word_sequence.copy(), + "generated_sentence": self.generated_sentence, + "display_sentence": (time.time() - self.display_sentence_time < 10) + } + + if self.current_prediction is not None: + if self.current_prediction == -1: + status["current_prediction"] = {"label": "未知", "confidence": 0} + else: + label = self.label_map.get(self.current_prediction, f"類別{self.current_prediction}") + confidence = float(self.prediction_probabilities[self.current_prediction]) if self.prediction_probabilities is not None else 0 + status["current_prediction"] = {"label": label, "confidence": confidence} + + if self.prediction_probabilities is not None: + status["probabilities"] = [] + sorted_indices = np.argsort(self.prediction_probabilities)[::-1][:4] + for idx in sorted_indices: + prob = float(self.prediction_probabilities[idx]) + class_label = self.label_map.get(idx, f"類別{idx}") + status["probabilities"].append({"label": class_label, "probability": prob}) + + return status + + def _update_hand_presence(self, hands_detected): + """更新手部存在狀態""" + if hands_detected: + self.hand_present = True + self.hand_absent_frames = 0 + else: + self.hand_absent_frames += 1 + if self.hand_absent_frames >= self.hand_absent_threshold: + if self.hand_present: + self.hand_present = False + + def _update_word_sequence(self): + """根據當前預測更新單詞序列""" + if self.current_prediction is not None and self.current_prediction >= 0: + word = self.label_map.get(self.current_prediction, f"類別{self.current_prediction}") + + if word != self.last_added_word or self.word_cooldown == 0: + self.word_sequence.append(word) + self.last_added_word = word + self.word_cooldown = 20 + + def _generate_sentence_with_gpt(self): + """使用GPT根據單詞序列生成一個完整句子""" + if not self.word_sequence: + return + + if not self.openai_client: + self.generated_sentence = " ".join(self.word_sequence) + self.display_sentence_time = time.time() + print(f"生成句子: {self.generated_sentence}") + self.word_sequence = [] + return + + try: + prompt = f"我使用手語表達了以下單詞序列: {', '.join(self.word_sequence)}。請將這些單詞組織成一個有意義、通順的完整句子。" + + response = self.openai_client.chat.completions.create( + model="gpt-4o-mini", + messages=[ + {"role": "system", "content": "你是一個專業的手語翻譯助手。"}, + {"role": "user", "content": prompt} + ], + max_tokens=100 + ) + + self.generated_sentence = response.choices[0].message.content.strip() + self.display_sentence_time = time.time() + print(f"GPT生成句子: {self.generated_sentence}") + + except Exception as e: + print(f"調用GPT API時出錯: {e}") + self.generated_sentence = " ".join(self.word_sequence) + self.display_sentence_time = time.time() + + self.word_sequence = [] + + def _extract_features(self, frame): + """從單一幀提取手部和姿勢特徵""" + with self.feature_extractor.mp_holistic.Holistic( + static_image_mode=False, + model_complexity=1, + smooth_landmarks=True, + enable_segmentation=False, + min_detection_confidence=0.1, + min_tracking_confidence=0.1 + ) as holistic: + frame_rgb = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB) + results = holistic.process(frame_rgb) + + hands_detected = (results.left_hand_landmarks is not None or + results.right_hand_landmarks is not None) + + try: + keypoints = self.feature_extractor.extract_pose_keypoints(frame, results) + return keypoints, hands_detected + except Exception as e: + return None, hands_detected + + def _make_prediction(self): + """使用緩衝區中的特徵進行預測""" + if len(self.keypoints_buffer) < 2: + return + + keypoints_array = np.array(list(self.keypoints_buffer)) + keypoints_tensor = torch.FloatTensor(keypoints_array).unsqueeze(0).to(self.device) + + with torch.no_grad(): + outputs = self.model(keypoints_tensor) + probabilities = torch.nn.functional.softmax(outputs, dim=1) + + max_prob, predicted_class = torch.max(probabilities, 1) + predicted_class = predicted_class.item() + max_prob = max_prob.item() + + probs = probabilities[0].cpu().numpy() + + if max_prob >= self.threshold: + self.current_prediction = predicted_class + self.prediction_probabilities = probs + else: + self.current_prediction = -1 + self.prediction_probabilities = probs + +def initialize_recognizer(): + global recognizer + + model_path = MODEL_PATH + + recognizer = SignLanguageRecognizer( + model_path=model_path, + frame_buffer_size=30, + prediction_interval=10, + threshold=0.6 ) - print("✅ 手語辨識模型載入成功") -except Exception as e: - recognizer = None - print(f"❌ 載入模型失敗: {e}") - print("👉 請確保 'models/sign_language_model.pth' 和 'labels.csv' 檔案存在於專案根目錄") +def gen_frames(): + global camera, recognizer, is_running, current_frame, frame_lock + + while is_running: + success, frame = camera.read() + if not success: + break + else: + status = recognizer.process_frame(frame) + + ret, buffer = cv2.imencode('.jpg', frame) + if not ret: + continue + + frame_data = base64.b64encode(buffer).decode('utf-8') + + with frame_lock: + current_frame = {'image': frame_data, 'status': status} + + socketio.emit('update_frame', {'image': frame_data, 'status': status}) + + time.sleep(0.03) # 約30 FPS + +#-------------------- +# 路由定義 +#-------------------- + +# Messenger Bot 路由 @app.route('/', methods=['GET']) def home(): - return "統一手語辨識服務正在運行中！🚀" + """主頁 - 提供Web介面和Messenger Bot狀態""" + return render_template('index.html') + +@app.route('/health') +def health_check(): + """健康檢查""" + return { + 'status': 'healthy', + 'environment': 'HuggingFace Spaces' if IS_HUGGINGFACE else 'Local Development', + 'model_loaded': os.path.exists(MODEL_PATH), + 'labels_loaded': os.path.exists(LABELS_PATH) + } @app.route('/webhook', methods=['GET']) def verify_webhook(): @@ -72,7 +785,7 @@ def handle_webhook(): @app.route('/receive_recognition_result', methods=['POST']) def receive_recognition_result(): - """接收來自本地手語辨識服務的結果""" + """接收手語辨識結果（內部呼叫）""" try: data = request.get_json() @@ -82,7 +795,6 @@ def receive_recognition_result(): sender_id = data.get('sender_id') recognition_result = data.get('recognition_result', '無法辨識') confidence = data.get('confidence', 0) - timestamp = data.get('timestamp', '') if not sender_id: return jsonify({"status": "error", "message": "缺少 sender_id"}), 400 @@ -91,7 +803,7 @@ def receive_recognition_result(): print(f"🎯 辨識結果：{recognition_result}") print(f"📊 信心度：{confidence}") - # 只發送純粹的辨識結果句子 + # 發送結果給用戶 send_message(sender_id, recognition_result) return jsonify({ @@ -103,6 +815,70 @@ def receive_recognition_result(): print(f"處理辨識結果時發生錯誤：{e}") return jsonify({"status": "error", "message": str(e)}), 500 +@app.route('/process_video', methods=['POST']) +def process_video(): + """處理上傳的影片檔案（整合版本）""" + try: + # 檢查是否有上傳檔案 + if 'video' not in request.files: + return jsonify({"status": "error", "message": "沒有上傳影片檔案"}), 400 + + video_file = request.files['video'] + sender_id = request.form.get('sender_id', 'unknown') + + if video_file.filename == '': + return jsonify({"status": "error", "message": "沒有選擇檔案"}), 400 + + # 儲存檔案 + filename = secure_filename(video_file.filename) + timestamp = int(time.time()) + filename = f"{timestamp}_{sender_id}_{filename}" + video_path = os.path.join(UPLOAD_FOLDER, filename) + + video_file.save(video_path) + print(f"📁 影片已儲存：{video_path}") + + # 初始化影片辨識器 + model_path = MODEL_PATH + print(f"🔍 模型路徑: {model_path}") + print(f"🔍 模型檔案是否存在: {os.path.exists(model_path)}") + + video_recognizer = VideoSignLanguageRecognizer(model_path, threshold=0.5) + + # 處理影片 + recognition_result, confidence = video_recognizer.process_video(video_path) + + # 清理臨時檔案 + try: + os.remove(video_path) + except: + pass + + if recognition_result is not None: + # 如果是來自 Messenger 的請求，直接回傳結果給用戶 + if sender_id != 'unknown': + send_message(sender_id, recognition_result) + + return jsonify({ + "status": "success", + "recognition_result": recognition_result, + "confidence": float(confidence), + "sender_id": sender_id + }) + else: + return jsonify({ + "status": "error", + "message": "無法辨識手語內容", + "sender_id": sender_id + }), 400 + + except Exception as e: + print(f"處理影片時發生錯誤：{e}") + return jsonify({"status": "error", "message": str(e)}), 500 + +#-------------------- +# Messenger Bot 輔助函數 +#-------------------- def handle_message(messaging_event): """處理一般訊息""" sender_id = messaging_event['sender']['id'] @@ -112,29 +888,23 @@ def handle_message(messaging_event): print(f"收到訊息 from {sender_id}: {message_text}") - # 檢查是否有影片附件 + # 檢查是否有附件 if attachments: for attachment in attachments: if attachment.get('type') == 'video': video_url = attachment.get('payload', {}).get('url') if video_url: - # 提示用戶我們已收到影片並開始處理 - send_message(sender_id, "收到您的影片了，正在為您處理手語辨識，請稍候...") - - # 在背景處理影片，避免阻塞 - thread = threading.Thread( - target=process_video_and_reply, - args=(video_url, sender_id) - ) - thread.start() + # 直接處理影片（HuggingFace 整合版本） + process_messenger_video(video_url, sender_id) return else: - send_message(sender_id, f"抱歉，目前只支援影片格式的手語辨識喔！") + send_message(sender_id, f"收到 {attachment.get('type')} 附件") return # 處理文字訊息 if message_text: - send_message(sender_id, f"你好！請傳送一段手語影片，我會試著為您翻譯。") + response_text = f"您好！請發送手語影片給我，我會幫您辨識手語內容。" + send_message(sender_id, response_text) def handle_postback(messaging_event): """處理 postback 事件（按鈕點擊等）""" @@ -160,120 +930,134 @@ def send_message(recipient_id, message_text): 'access_token': PAGE_ACCESS_TOKEN } - try: - response = requests.post( - FACEBOOK_API_URL, - headers=headers, - params=params, - json=data, - timeout=30 - ) - response.raise_for_status() - print(f"訊息發送成功給 {recipient_id}") - except requests.exceptions.RequestException as e: - print(f"發送訊息失敗 to {recipient_id}: {e}") - -def send_quick_reply(recipient_id, message_text, quick_replies): - """發送快速回覆選項""" - headers = { - 'Content-Type': 'application/json' - } - - data = { - 'recipient': {'id': recipient_id}, - 'message': { - 'text': message_text, - 'quick_replies': quick_replies - } - } - - params = { - 'access_token': PAGE_ACCESS_TOKEN - } - - requests.post( + response = requests.post( FACEBOOK_API_URL, headers=headers, params=params, json=data ) + + if response.status_code != 200: + print(f"發送訊息失敗: {response.status_code} - {response.text}") + else: + print(f"訊息發送成功給 {recipient_id}") -def download_video_local(video_url, sender_id): - """下載影片到本地""" +def process_messenger_video(video_url, sender_id): + """處理來自 Messenger 的影片（HuggingFace 整合版本）""" try: - # 生成檔案名稱 - timestamp = datetime.now().strftime("%Y%m%d_%H%M%S") - filename = f"video_{sender_id}_{timestamp}.mp4" - file_path = os.path.join('received_videos', filename) - - print(f"開始下載影片到本地：{video_url}") + print(f"🎬 開始處理 Messenger 影片：{video_url}") # 下載影片 response = requests.get(video_url, stream=True, timeout=30) response.raise_for_status() + # 生成檔案名稱 + timestamp = datetime.now().strftime("%Y%m%d_%H%M%S") + filename = f"messenger_video_{sender_id}_{timestamp}.mp4" + file_path = os.path.join(UPLOAD_FOLDER, filename) + # 寫入檔案 with open(file_path, 'wb') as f: for chunk in response.iter_content(chunk_size=8192): if chunk: f.write(chunk) - file_size = os.path.getsize(file_path) - print(f"🎬 影片下載完成：{file_path} ({file_size} bytes)") - return file_path - - except Exception as e: - print(f"下載影片失敗：{e}") - return None - -def process_video_and_reply(video_url, sender_id): - """下載、處理影片，並回傳結果""" - if not recognizer: - print("❌ 辨識器未初始化，無法處理影片。") - send_message(sender_id, "抱歉，後端辨識服務目前無法使用，請稍後再試。") - return - - # 1. 下載影片 - print(f"🎬 開始下載影片 for user {sender_id} from {video_url}") - video_path = download_video_local(video_url, sender_id) - - if not video_path: - print(f"❌ 影片下載失敗 for user {sender_id}") - send_message(sender_id, "抱歉，無法順利下載您的影片，請再試一次。") - return - - # 2. 處理影片並進行手語辨識 - try: - print(f"🤖 開始進行手語辨識 for {video_path}") - result = recognizer.process_video(video_path) + print(f"✅ 影片下載完成：{file_path}") - recognition_result = result.get('recognition_result', '無法辨識') - confidence = result.get('confidence', 0) + # 初始化影片辨識器 + model_path = MODEL_PATH + video_recognizer = VideoSignLanguageRecognizer(model_path, threshold=0.5) - print(f"✅ 辨識完成 for user {sender_id} - 結果: {recognition_result} (信心度: {confidence:.2f})") + # 處理影片 + recognition_result, confidence = video_recognizer.process_video(file_path) - # 3. 將結果發送給用戶 - reply_text = f"辨識結果：\n{recognition_result}" - send_message(sender_id, reply_text) + # 清理臨時檔案 + try: + os.remove(file_path) + except: + pass + if recognition_result: + print(f"✅ 手語辨識完成 - 用戶：{sender_id}") + print(f"📝 辨識結果：{recognition_result}") + print(f"🎯 信心度：{confidence:.2f}") + + # 發送結果給用戶 + send_message(sender_id, recognition_result) + else: + send_message(sender_id, "抱歉，無法辨識您的手語內容，請再試一次。") + except Exception as e: - print(f"❌ 辨識過程中發生錯誤 for {video_path}: {e}") - send_message(sender_id, "抱歉，在辨識過程中發生了未預期的錯誤。") + print(f"處理 Messenger 影片時發生錯誤：{e}") + send_message(sender_id, "處理影片時發生錯誤，請稍後再試。") + +#-------------------- +# WebSocket 路由 (即時手語辨識) +#-------------------- +@socketio.on('connect') +def handle_connect(): + """處理WebSocket連接""" + print('客戶端已連接') + +@socketio.on('disconnect') +def handle_disconnect(): + """處理WebSocket斷開連接""" + print('客戶端已斷開連接') + +@socketio.on('start_stream') +def handle_start_stream(data): + """開始視頻流""" + global camera, is_running - finally: - # 4. 刪除本地影片檔案 - if os.path.exists(video_path): - try: - os.remove(video_path) - print(f"🗑️ 已刪除暫存影片：{video_path}") - except Exception as e: - print(f"❌ 刪除影片失敗 {video_path}: {e}") + # 雲端環境檢查 + if IS_HUGGINGFACE: + return {'status': 'error', 'message': '雲端環境不支援攝像頭功能，請使用影片上傳功能'} + + if is_running: + return {'status': 'already_running'} + + # 初始化攝像頭 + camera = cv2.VideoCapture(0) + camera.set(cv2.CAP_PROP_FRAME_WIDTH, 640) + camera.set(cv2.CAP_PROP_FRAME_HEIGHT, 480) + + if not camera.isOpened(): + return {'status': 'error', 'message': '無法打開攝像頭'} + + # 初始化手語辨識器 + if recognizer is None: + initialize_recognizer() + + # 啟動處理線程 + is_running = True + threading.Thread(target=gen_frames, daemon=True).start() + + return {'status': 'success'} +@socketio.on('stop_stream') +def handle_stop_stream(data): + """停止視頻流""" + global camera, is_running + + is_running = False + + # 釋放攝像頭 + if camera is not None: + camera.release() + camera = None + + return {'status': 'success'} + +#-------------------- +# 應用程式啟動 +#-------------------- if __name__ == '__main__': - # 建立影片接收資料夾 - if not os.path.exists('received_videos'): - os.makedirs('received_videos') - - port = int(os.environ.get('PORT', 8000)) - print(f"🚀 伺服器將在 http://localhost:{port} 上啟動") - app.run(host='0.0.0.0', port=port, debug=True) \ No newline at end of file + # HuggingFace Spaces 環境檢測 + port = int(os.environ.get('PORT', 7860)) # HuggingFace 預設端口 + + print("🚀 手語辨識整合系統啟動中...") + print(f"📱 Messenger Bot: {'已配置' if PAGE_ACCESS_TOKEN != 'your_page_access_token' else '未配置'}") + print(f"🤖 OpenAI API: {'已配置' if os.environ.get('OPENAI_API_KEY') else '未配置'}") + print(f"🔧 運行模式: {'HuggingFace Spaces' if port == 7860 else '本地開發'}") + + socketio.run(app, host='0.0.0.0', port=port, debug=False, allow_unsafe_werkzeug=True) \ No newline at end of file diff --git a/app_config.py b/app_config.py new file mode 100644 index 0000000000000000000000000000000000000000..4047dc51fd93677e8fd07fe70c93eb55373d56c8 --- /dev/null +++ b/app_config.py @@ -0,0 +1,41 @@ +#!/usr/bin/env python3 +# -*- coding: utf-8 -*- + +import os + +# HuggingFace Spaces 配置 +APP_TITLE = "手語辨識整合系統" +APP_DESCRIPTION = "AI驅動的手語辨識系統，支援Web介面、Messenger Bot和API" + +# 預設配置 +DEFAULT_CONFIG = { + "MODEL_PATH": "data/models/sign_language_model.pth", + "LABELS_PATH": "data/labels.csv", + "UPLOAD_FOLDER": "uploads", + "MAX_FILE_SIZE": 100 * 1024 * 1024, # 100MB + "FRAME_SKIP": 5, # 每5幀處理一次 + "CONFIDENCE_THRESHOLD": 0.5, + "FRAME_BUFFER_SIZE": 30, + "PREDICTION_INTERVAL": 10 +} + +# 環境變數配置 +def get_config(): + return { + "OPENAI_API_KEY": os.environ.get("OPENAI_API_KEY"), + "VERIFY_TOKEN": os.environ.get("VERIFY_TOKEN", "your_verify_token"), + "PAGE_ACCESS_TOKEN": os.environ.get("PAGE_ACCESS_TOKEN", "your_page_access_token"), + "PORT": int(os.environ.get("PORT", 7860)), + "DEBUG": os.environ.get("DEBUG", "False").lower() == "true", + **DEFAULT_CONFIG + } + +# HuggingFace Spaces 專用設定 +HUGGINGFACE_CONFIG = { + "title": APP_TITLE, + "description": APP_DESCRIPTION, + "tags": ["computer-vision", "sign-language", "pytorch", "mediapipe", "openai"], + "license": "mit", + "sdk": "docker", + "app_port": 7860 +} \ No newline at end of file diff --git a/features/keypoints/eat_001_aug_rotate_keypoints.npy b/data/features/keypoints/eat_001_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/eat_001_aug_rotate_keypoints.npy rename to data/features/keypoints/eat_001_aug_rotate_keypoints.npy diff --git a/features/keypoints/eat_001_aug_shift_keypoints.npy b/data/features/keypoints/eat_001_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/eat_001_aug_shift_keypoints.npy rename to data/features/keypoints/eat_001_aug_shift_keypoints.npy diff --git a/features/keypoints/eat_001_keypoints.npy b/data/features/keypoints/eat_001_keypoints.npy similarity index 100% rename from features/keypoints/eat_001_keypoints.npy rename to data/features/keypoints/eat_001_keypoints.npy diff --git a/features/keypoints/eat_002_aug_rotate_keypoints.npy b/data/features/keypoints/eat_002_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/eat_002_aug_rotate_keypoints.npy rename to data/features/keypoints/eat_002_aug_rotate_keypoints.npy diff --git a/features/keypoints/eat_002_aug_shift_keypoints.npy b/data/features/keypoints/eat_002_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/eat_002_aug_shift_keypoints.npy rename to data/features/keypoints/eat_002_aug_shift_keypoints.npy diff --git a/features/keypoints/eat_002_keypoints.npy b/data/features/keypoints/eat_002_keypoints.npy similarity index 100% rename from features/keypoints/eat_002_keypoints.npy rename to data/features/keypoints/eat_002_keypoints.npy diff --git a/features/keypoints/eat_003_aug_rotate_keypoints.npy b/data/features/keypoints/eat_003_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/eat_003_aug_rotate_keypoints.npy rename to data/features/keypoints/eat_003_aug_rotate_keypoints.npy diff --git a/features/keypoints/eat_003_keypoints.npy b/data/features/keypoints/eat_003_keypoints.npy similarity index 100% rename from features/keypoints/eat_003_keypoints.npy rename to data/features/keypoints/eat_003_keypoints.npy diff --git a/features/keypoints/eat_004_aug_flip_keypoints.npy b/data/features/keypoints/eat_004_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/eat_004_aug_flip_keypoints.npy rename to data/features/keypoints/eat_004_aug_flip_keypoints.npy diff --git a/features/keypoints/eat_004_aug_shift_keypoints.npy b/data/features/keypoints/eat_004_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/eat_004_aug_shift_keypoints.npy rename to data/features/keypoints/eat_004_aug_shift_keypoints.npy diff --git a/features/keypoints/eat_004_keypoints.npy b/data/features/keypoints/eat_004_keypoints.npy similarity index 100% rename from features/keypoints/eat_004_keypoints.npy rename to data/features/keypoints/eat_004_keypoints.npy diff --git a/features/keypoints/eat_005_aug_flip_keypoints.npy b/data/features/keypoints/eat_005_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/eat_005_aug_flip_keypoints.npy rename to data/features/keypoints/eat_005_aug_flip_keypoints.npy diff --git a/features/keypoints/eat_005_keypoints.npy b/data/features/keypoints/eat_005_keypoints.npy similarity index 100% rename from features/keypoints/eat_005_keypoints.npy rename to data/features/keypoints/eat_005_keypoints.npy diff --git a/features/keypoints/eat_006_keypoints.npy b/data/features/keypoints/eat_006_keypoints.npy similarity index 100% rename from features/keypoints/eat_006_keypoints.npy rename to data/features/keypoints/eat_006_keypoints.npy diff --git a/features/keypoints/eat_007_aug_flip_keypoints.npy b/data/features/keypoints/eat_007_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/eat_007_aug_flip_keypoints.npy rename to data/features/keypoints/eat_007_aug_flip_keypoints.npy diff --git a/features/keypoints/eat_007_keypoints.npy b/data/features/keypoints/eat_007_keypoints.npy similarity index 100% rename from features/keypoints/eat_007_keypoints.npy rename to data/features/keypoints/eat_007_keypoints.npy diff --git a/features/keypoints/eat_008_aug_flip_keypoints.npy b/data/features/keypoints/eat_008_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/eat_008_aug_flip_keypoints.npy rename to data/features/keypoints/eat_008_aug_flip_keypoints.npy diff --git a/features/keypoints/eat_008_keypoints.npy b/data/features/keypoints/eat_008_keypoints.npy similarity index 100% rename from features/keypoints/eat_008_keypoints.npy rename to data/features/keypoints/eat_008_keypoints.npy diff --git a/features/keypoints/eat_009_aug_flip_keypoints.npy b/data/features/keypoints/eat_009_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/eat_009_aug_flip_keypoints.npy rename to data/features/keypoints/eat_009_aug_flip_keypoints.npy diff --git a/features/keypoints/eat_009_aug_rotate_keypoints.npy b/data/features/keypoints/eat_009_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/eat_009_aug_rotate_keypoints.npy rename to data/features/keypoints/eat_009_aug_rotate_keypoints.npy diff --git a/features/keypoints/eat_009_aug_shift_keypoints.npy b/data/features/keypoints/eat_009_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/eat_009_aug_shift_keypoints.npy rename to data/features/keypoints/eat_009_aug_shift_keypoints.npy diff --git a/features/keypoints/eat_009_keypoints.npy b/data/features/keypoints/eat_009_keypoints.npy similarity index 100% rename from features/keypoints/eat_009_keypoints.npy rename to data/features/keypoints/eat_009_keypoints.npy diff --git a/features/keypoints/eat_010_aug_flip_keypoints.npy b/data/features/keypoints/eat_010_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/eat_010_aug_flip_keypoints.npy rename to data/features/keypoints/eat_010_aug_flip_keypoints.npy diff --git a/features/keypoints/eat_010_aug_rotate_keypoints.npy b/data/features/keypoints/eat_010_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/eat_010_aug_rotate_keypoints.npy rename to data/features/keypoints/eat_010_aug_rotate_keypoints.npy diff --git a/features/keypoints/eat_010_aug_shift_keypoints.npy b/data/features/keypoints/eat_010_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/eat_010_aug_shift_keypoints.npy rename to data/features/keypoints/eat_010_aug_shift_keypoints.npy diff --git a/features/keypoints/eat_010_keypoints.npy b/data/features/keypoints/eat_010_keypoints.npy similarity index 100% rename from features/keypoints/eat_010_keypoints.npy rename to data/features/keypoints/eat_010_keypoints.npy diff --git a/features/keypoints/eat_011_aug_shift_keypoints.npy b/data/features/keypoints/eat_011_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/eat_011_aug_shift_keypoints.npy rename to data/features/keypoints/eat_011_aug_shift_keypoints.npy diff --git a/features/keypoints/eat_011_keypoints.npy b/data/features/keypoints/eat_011_keypoints.npy similarity index 100% rename from features/keypoints/eat_011_keypoints.npy rename to data/features/keypoints/eat_011_keypoints.npy diff --git a/features/keypoints/eat_012_aug_shift_keypoints.npy b/data/features/keypoints/eat_012_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/eat_012_aug_shift_keypoints.npy rename to data/features/keypoints/eat_012_aug_shift_keypoints.npy diff --git a/features/keypoints/eat_012_keypoints.npy b/data/features/keypoints/eat_012_keypoints.npy similarity index 100% rename from features/keypoints/eat_012_keypoints.npy rename to data/features/keypoints/eat_012_keypoints.npy diff --git a/features/keypoints/eat_013_keypoints.npy b/data/features/keypoints/eat_013_keypoints.npy similarity index 100% rename from features/keypoints/eat_013_keypoints.npy rename to data/features/keypoints/eat_013_keypoints.npy diff --git a/features/keypoints/eat_014_aug_shift_keypoints.npy b/data/features/keypoints/eat_014_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/eat_014_aug_shift_keypoints.npy rename to data/features/keypoints/eat_014_aug_shift_keypoints.npy diff --git a/features/keypoints/eat_014_keypoints.npy b/data/features/keypoints/eat_014_keypoints.npy similarity index 100% rename from features/keypoints/eat_014_keypoints.npy rename to data/features/keypoints/eat_014_keypoints.npy diff --git a/features/keypoints/eat_015_aug_flip_keypoints.npy b/data/features/keypoints/eat_015_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/eat_015_aug_flip_keypoints.npy rename to data/features/keypoints/eat_015_aug_flip_keypoints.npy diff --git a/features/keypoints/eat_015_aug_shift_keypoints.npy b/data/features/keypoints/eat_015_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/eat_015_aug_shift_keypoints.npy rename to data/features/keypoints/eat_015_aug_shift_keypoints.npy diff --git a/features/keypoints/eat_015_keypoints.npy b/data/features/keypoints/eat_015_keypoints.npy similarity index 100% rename from features/keypoints/eat_015_keypoints.npy rename to data/features/keypoints/eat_015_keypoints.npy diff --git a/features/keypoints/eat_016_aug_flip_keypoints.npy b/data/features/keypoints/eat_016_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/eat_016_aug_flip_keypoints.npy rename to data/features/keypoints/eat_016_aug_flip_keypoints.npy diff --git a/features/keypoints/eat_016_aug_shift_keypoints.npy b/data/features/keypoints/eat_016_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/eat_016_aug_shift_keypoints.npy rename to data/features/keypoints/eat_016_aug_shift_keypoints.npy diff --git a/features/keypoints/eat_016_keypoints.npy b/data/features/keypoints/eat_016_keypoints.npy similarity index 100% rename from features/keypoints/eat_016_keypoints.npy rename to data/features/keypoints/eat_016_keypoints.npy diff --git a/features/keypoints/eat_017_aug_rotate_keypoints.npy b/data/features/keypoints/eat_017_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/eat_017_aug_rotate_keypoints.npy rename to data/features/keypoints/eat_017_aug_rotate_keypoints.npy diff --git a/features/keypoints/eat_017_aug_shift_keypoints.npy b/data/features/keypoints/eat_017_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/eat_017_aug_shift_keypoints.npy rename to data/features/keypoints/eat_017_aug_shift_keypoints.npy diff --git a/features/keypoints/eat_017_keypoints.npy b/data/features/keypoints/eat_017_keypoints.npy similarity index 100% rename from features/keypoints/eat_017_keypoints.npy rename to data/features/keypoints/eat_017_keypoints.npy diff --git a/features/keypoints/eat_018_keypoints.npy b/data/features/keypoints/eat_018_keypoints.npy similarity index 100% rename from features/keypoints/eat_018_keypoints.npy rename to data/features/keypoints/eat_018_keypoints.npy diff --git a/features/keypoints/eat_019_aug_flip_keypoints.npy b/data/features/keypoints/eat_019_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/eat_019_aug_flip_keypoints.npy rename to data/features/keypoints/eat_019_aug_flip_keypoints.npy diff --git a/features/keypoints/eat_019_keypoints.npy b/data/features/keypoints/eat_019_keypoints.npy similarity index 100% rename from features/keypoints/eat_019_keypoints.npy rename to data/features/keypoints/eat_019_keypoints.npy diff --git a/features/keypoints/eat_020_aug_rotate_keypoints.npy b/data/features/keypoints/eat_020_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/eat_020_aug_rotate_keypoints.npy rename to data/features/keypoints/eat_020_aug_rotate_keypoints.npy diff --git a/features/keypoints/eat_020_keypoints.npy b/data/features/keypoints/eat_020_keypoints.npy similarity index 100% rename from features/keypoints/eat_020_keypoints.npy rename to data/features/keypoints/eat_020_keypoints.npy diff --git a/features/keypoints/eat_021_aug_rotate_keypoints.npy b/data/features/keypoints/eat_021_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/eat_021_aug_rotate_keypoints.npy rename to data/features/keypoints/eat_021_aug_rotate_keypoints.npy diff --git a/features/keypoints/eat_021_aug_shift_keypoints.npy b/data/features/keypoints/eat_021_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/eat_021_aug_shift_keypoints.npy rename to data/features/keypoints/eat_021_aug_shift_keypoints.npy diff --git a/features/keypoints/eat_021_keypoints.npy b/data/features/keypoints/eat_021_keypoints.npy similarity index 100% rename from features/keypoints/eat_021_keypoints.npy rename to data/features/keypoints/eat_021_keypoints.npy diff --git a/features/keypoints/eat_022_aug_flip_keypoints.npy b/data/features/keypoints/eat_022_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/eat_022_aug_flip_keypoints.npy rename to data/features/keypoints/eat_022_aug_flip_keypoints.npy diff --git a/features/keypoints/eat_022_keypoints.npy b/data/features/keypoints/eat_022_keypoints.npy similarity index 100% rename from features/keypoints/eat_022_keypoints.npy rename to data/features/keypoints/eat_022_keypoints.npy diff --git a/features/keypoints/eat_023_aug_flip_keypoints.npy b/data/features/keypoints/eat_023_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/eat_023_aug_flip_keypoints.npy rename to data/features/keypoints/eat_023_aug_flip_keypoints.npy diff --git a/features/keypoints/eat_023_aug_shift_keypoints.npy b/data/features/keypoints/eat_023_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/eat_023_aug_shift_keypoints.npy rename to data/features/keypoints/eat_023_aug_shift_keypoints.npy diff --git a/features/keypoints/eat_023_keypoints.npy b/data/features/keypoints/eat_023_keypoints.npy similarity index 100% rename from features/keypoints/eat_023_keypoints.npy rename to data/features/keypoints/eat_023_keypoints.npy diff --git a/features/keypoints/eat_024_aug_rotate_keypoints.npy b/data/features/keypoints/eat_024_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/eat_024_aug_rotate_keypoints.npy rename to data/features/keypoints/eat_024_aug_rotate_keypoints.npy diff --git a/features/keypoints/eat_024_aug_shift_keypoints.npy b/data/features/keypoints/eat_024_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/eat_024_aug_shift_keypoints.npy rename to data/features/keypoints/eat_024_aug_shift_keypoints.npy diff --git a/features/keypoints/eat_024_keypoints.npy b/data/features/keypoints/eat_024_keypoints.npy similarity index 100% rename from features/keypoints/eat_024_keypoints.npy rename to data/features/keypoints/eat_024_keypoints.npy diff --git a/features/keypoints/eat_025_aug_shift_keypoints.npy b/data/features/keypoints/eat_025_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/eat_025_aug_shift_keypoints.npy rename to data/features/keypoints/eat_025_aug_shift_keypoints.npy diff --git a/features/keypoints/eat_025_keypoints.npy b/data/features/keypoints/eat_025_keypoints.npy similarity index 100% rename from features/keypoints/eat_025_keypoints.npy rename to data/features/keypoints/eat_025_keypoints.npy diff --git a/features/keypoints/eat_026_aug_shift_keypoints.npy b/data/features/keypoints/eat_026_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/eat_026_aug_shift_keypoints.npy rename to data/features/keypoints/eat_026_aug_shift_keypoints.npy diff --git a/features/keypoints/eat_026_keypoints.npy b/data/features/keypoints/eat_026_keypoints.npy similarity index 100% rename from features/keypoints/eat_026_keypoints.npy rename to data/features/keypoints/eat_026_keypoints.npy diff --git a/features/keypoints/eat_027_aug_shift_keypoints.npy b/data/features/keypoints/eat_027_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/eat_027_aug_shift_keypoints.npy rename to data/features/keypoints/eat_027_aug_shift_keypoints.npy diff --git a/features/keypoints/eat_027_keypoints.npy b/data/features/keypoints/eat_027_keypoints.npy similarity index 100% rename from features/keypoints/eat_027_keypoints.npy rename to data/features/keypoints/eat_027_keypoints.npy diff --git a/features/keypoints/eat_028_aug_rotate_keypoints.npy b/data/features/keypoints/eat_028_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/eat_028_aug_rotate_keypoints.npy rename to data/features/keypoints/eat_028_aug_rotate_keypoints.npy diff --git a/features/keypoints/eat_028_keypoints.npy b/data/features/keypoints/eat_028_keypoints.npy similarity index 100% rename from features/keypoints/eat_028_keypoints.npy rename to data/features/keypoints/eat_028_keypoints.npy diff --git a/features/keypoints/eat_029_aug_flip_keypoints.npy b/data/features/keypoints/eat_029_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/eat_029_aug_flip_keypoints.npy rename to data/features/keypoints/eat_029_aug_flip_keypoints.npy diff --git a/features/keypoints/eat_029_aug_rotate_keypoints.npy b/data/features/keypoints/eat_029_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/eat_029_aug_rotate_keypoints.npy rename to data/features/keypoints/eat_029_aug_rotate_keypoints.npy diff --git a/features/keypoints/eat_029_keypoints.npy b/data/features/keypoints/eat_029_keypoints.npy similarity index 100% rename from features/keypoints/eat_029_keypoints.npy rename to data/features/keypoints/eat_029_keypoints.npy diff --git a/features/keypoints/eat_030_aug_rotate_keypoints.npy b/data/features/keypoints/eat_030_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/eat_030_aug_rotate_keypoints.npy rename to data/features/keypoints/eat_030_aug_rotate_keypoints.npy diff --git a/features/keypoints/eat_030_aug_shift_keypoints.npy b/data/features/keypoints/eat_030_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/eat_030_aug_shift_keypoints.npy rename to data/features/keypoints/eat_030_aug_shift_keypoints.npy diff --git a/features/keypoints/eat_030_keypoints.npy b/data/features/keypoints/eat_030_keypoints.npy similarity index 100% rename from features/keypoints/eat_030_keypoints.npy rename to data/features/keypoints/eat_030_keypoints.npy diff --git a/features/keypoints/eat_031_aug_rotate_keypoints.npy b/data/features/keypoints/eat_031_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/eat_031_aug_rotate_keypoints.npy rename to data/features/keypoints/eat_031_aug_rotate_keypoints.npy diff --git a/features/keypoints/eat_031_keypoints.npy b/data/features/keypoints/eat_031_keypoints.npy similarity index 100% rename from features/keypoints/eat_031_keypoints.npy rename to data/features/keypoints/eat_031_keypoints.npy diff --git a/features/keypoints/eat_032_aug_flip_keypoints.npy b/data/features/keypoints/eat_032_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/eat_032_aug_flip_keypoints.npy rename to data/features/keypoints/eat_032_aug_flip_keypoints.npy diff --git a/features/keypoints/eat_032_aug_rotate_keypoints.npy b/data/features/keypoints/eat_032_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/eat_032_aug_rotate_keypoints.npy rename to data/features/keypoints/eat_032_aug_rotate_keypoints.npy diff --git a/features/keypoints/eat_032_keypoints.npy b/data/features/keypoints/eat_032_keypoints.npy similarity index 100% rename from features/keypoints/eat_032_keypoints.npy rename to data/features/keypoints/eat_032_keypoints.npy diff --git a/features/keypoints/eat_033_aug_rotate_keypoints.npy b/data/features/keypoints/eat_033_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/eat_033_aug_rotate_keypoints.npy rename to data/features/keypoints/eat_033_aug_rotate_keypoints.npy diff --git a/features/keypoints/eat_033_aug_shift_keypoints.npy b/data/features/keypoints/eat_033_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/eat_033_aug_shift_keypoints.npy rename to data/features/keypoints/eat_033_aug_shift_keypoints.npy diff --git a/features/keypoints/eat_033_keypoints.npy b/data/features/keypoints/eat_033_keypoints.npy similarity index 100% rename from features/keypoints/eat_033_keypoints.npy rename to data/features/keypoints/eat_033_keypoints.npy diff --git a/features/keypoints/eat_034_aug_flip_keypoints.npy b/data/features/keypoints/eat_034_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/eat_034_aug_flip_keypoints.npy rename to data/features/keypoints/eat_034_aug_flip_keypoints.npy diff --git a/features/keypoints/eat_034_aug_shift_keypoints.npy b/data/features/keypoints/eat_034_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/eat_034_aug_shift_keypoints.npy rename to data/features/keypoints/eat_034_aug_shift_keypoints.npy diff --git a/features/keypoints/eat_034_keypoints.npy b/data/features/keypoints/eat_034_keypoints.npy similarity index 100% rename from features/keypoints/eat_034_keypoints.npy rename to data/features/keypoints/eat_034_keypoints.npy diff --git a/features/keypoints/eat_035_aug_flip_keypoints.npy b/data/features/keypoints/eat_035_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/eat_035_aug_flip_keypoints.npy rename to data/features/keypoints/eat_035_aug_flip_keypoints.npy diff --git a/features/keypoints/eat_035_aug_rotate_keypoints.npy b/data/features/keypoints/eat_035_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/eat_035_aug_rotate_keypoints.npy rename to data/features/keypoints/eat_035_aug_rotate_keypoints.npy diff --git a/features/keypoints/eat_035_aug_shift_keypoints.npy b/data/features/keypoints/eat_035_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/eat_035_aug_shift_keypoints.npy rename to data/features/keypoints/eat_035_aug_shift_keypoints.npy diff --git a/features/keypoints/eat_035_keypoints.npy b/data/features/keypoints/eat_035_keypoints.npy similarity index 100% rename from features/keypoints/eat_035_keypoints.npy rename to data/features/keypoints/eat_035_keypoints.npy diff --git a/features/keypoints/eat_036_aug_flip_keypoints.npy b/data/features/keypoints/eat_036_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/eat_036_aug_flip_keypoints.npy rename to data/features/keypoints/eat_036_aug_flip_keypoints.npy diff --git a/features/keypoints/eat_036_keypoints.npy b/data/features/keypoints/eat_036_keypoints.npy similarity index 100% rename from features/keypoints/eat_036_keypoints.npy rename to data/features/keypoints/eat_036_keypoints.npy diff --git a/features/keypoints/eat_037_aug_flip_keypoints.npy b/data/features/keypoints/eat_037_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/eat_037_aug_flip_keypoints.npy rename to data/features/keypoints/eat_037_aug_flip_keypoints.npy diff --git a/features/keypoints/eat_037_aug_rotate_keypoints.npy b/data/features/keypoints/eat_037_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/eat_037_aug_rotate_keypoints.npy rename to data/features/keypoints/eat_037_aug_rotate_keypoints.npy diff --git a/features/keypoints/eat_037_keypoints.npy b/data/features/keypoints/eat_037_keypoints.npy similarity index 100% rename from features/keypoints/eat_037_keypoints.npy rename to data/features/keypoints/eat_037_keypoints.npy diff --git a/features/keypoints/fish_001_aug_flip_keypoints.npy b/data/features/keypoints/fish_001_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/fish_001_aug_flip_keypoints.npy rename to data/features/keypoints/fish_001_aug_flip_keypoints.npy diff --git a/features/keypoints/fish_001_aug_rotate_keypoints.npy b/data/features/keypoints/fish_001_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/fish_001_aug_rotate_keypoints.npy rename to data/features/keypoints/fish_001_aug_rotate_keypoints.npy diff --git a/features/keypoints/fish_001_aug_shift_keypoints.npy b/data/features/keypoints/fish_001_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/fish_001_aug_shift_keypoints.npy rename to data/features/keypoints/fish_001_aug_shift_keypoints.npy diff --git a/features/keypoints/fish_001_keypoints.npy b/data/features/keypoints/fish_001_keypoints.npy similarity index 100% rename from features/keypoints/fish_001_keypoints.npy rename to data/features/keypoints/fish_001_keypoints.npy diff --git a/features/keypoints/fish_002_aug_flip_keypoints.npy b/data/features/keypoints/fish_002_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/fish_002_aug_flip_keypoints.npy rename to data/features/keypoints/fish_002_aug_flip_keypoints.npy diff --git a/features/keypoints/fish_002_aug_rotate_keypoints.npy b/data/features/keypoints/fish_002_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/fish_002_aug_rotate_keypoints.npy rename to data/features/keypoints/fish_002_aug_rotate_keypoints.npy diff --git a/features/keypoints/fish_002_keypoints.npy b/data/features/keypoints/fish_002_keypoints.npy similarity index 100% rename from features/keypoints/fish_002_keypoints.npy rename to data/features/keypoints/fish_002_keypoints.npy diff --git a/features/keypoints/fish_003_aug_flip_keypoints.npy b/data/features/keypoints/fish_003_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/fish_003_aug_flip_keypoints.npy rename to data/features/keypoints/fish_003_aug_flip_keypoints.npy diff --git a/features/keypoints/fish_003_aug_rotate_keypoints.npy b/data/features/keypoints/fish_003_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/fish_003_aug_rotate_keypoints.npy rename to data/features/keypoints/fish_003_aug_rotate_keypoints.npy diff --git a/features/keypoints/fish_003_keypoints.npy b/data/features/keypoints/fish_003_keypoints.npy similarity index 100% rename from features/keypoints/fish_003_keypoints.npy rename to data/features/keypoints/fish_003_keypoints.npy diff --git a/features/keypoints/fish_004_aug_flip_keypoints.npy b/data/features/keypoints/fish_004_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/fish_004_aug_flip_keypoints.npy rename to data/features/keypoints/fish_004_aug_flip_keypoints.npy diff --git a/features/keypoints/fish_004_keypoints.npy b/data/features/keypoints/fish_004_keypoints.npy similarity index 100% rename from features/keypoints/fish_004_keypoints.npy rename to data/features/keypoints/fish_004_keypoints.npy diff --git a/features/keypoints/fish_005_aug_flip_keypoints.npy b/data/features/keypoints/fish_005_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/fish_005_aug_flip_keypoints.npy rename to data/features/keypoints/fish_005_aug_flip_keypoints.npy diff --git a/features/keypoints/fish_005_aug_rotate_keypoints.npy b/data/features/keypoints/fish_005_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/fish_005_aug_rotate_keypoints.npy rename to data/features/keypoints/fish_005_aug_rotate_keypoints.npy diff --git a/features/keypoints/fish_005_keypoints.npy b/data/features/keypoints/fish_005_keypoints.npy similarity index 100% rename from features/keypoints/fish_005_keypoints.npy rename to data/features/keypoints/fish_005_keypoints.npy diff --git a/features/keypoints/fish_006_aug_shift_keypoints.npy b/data/features/keypoints/fish_006_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/fish_006_aug_shift_keypoints.npy rename to data/features/keypoints/fish_006_aug_shift_keypoints.npy diff --git a/features/keypoints/fish_006_keypoints.npy b/data/features/keypoints/fish_006_keypoints.npy similarity index 100% rename from features/keypoints/fish_006_keypoints.npy rename to data/features/keypoints/fish_006_keypoints.npy diff --git a/features/keypoints/fish_007_aug_flip_keypoints.npy b/data/features/keypoints/fish_007_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/fish_007_aug_flip_keypoints.npy rename to data/features/keypoints/fish_007_aug_flip_keypoints.npy diff --git a/features/keypoints/fish_007_aug_rotate_keypoints.npy b/data/features/keypoints/fish_007_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/fish_007_aug_rotate_keypoints.npy rename to data/features/keypoints/fish_007_aug_rotate_keypoints.npy diff --git a/features/keypoints/fish_007_aug_shift_keypoints.npy b/data/features/keypoints/fish_007_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/fish_007_aug_shift_keypoints.npy rename to data/features/keypoints/fish_007_aug_shift_keypoints.npy diff --git a/features/keypoints/fish_007_keypoints.npy b/data/features/keypoints/fish_007_keypoints.npy similarity index 100% rename from features/keypoints/fish_007_keypoints.npy rename to data/features/keypoints/fish_007_keypoints.npy diff --git a/features/keypoints/fish_008_aug_flip_keypoints.npy b/data/features/keypoints/fish_008_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/fish_008_aug_flip_keypoints.npy rename to data/features/keypoints/fish_008_aug_flip_keypoints.npy diff --git a/features/keypoints/fish_008_aug_shift_keypoints.npy b/data/features/keypoints/fish_008_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/fish_008_aug_shift_keypoints.npy rename to data/features/keypoints/fish_008_aug_shift_keypoints.npy diff --git a/features/keypoints/fish_008_keypoints.npy b/data/features/keypoints/fish_008_keypoints.npy similarity index 100% rename from features/keypoints/fish_008_keypoints.npy rename to data/features/keypoints/fish_008_keypoints.npy diff --git a/features/keypoints/fish_009_aug_rotate_keypoints.npy b/data/features/keypoints/fish_009_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/fish_009_aug_rotate_keypoints.npy rename to data/features/keypoints/fish_009_aug_rotate_keypoints.npy diff --git a/features/keypoints/fish_009_aug_shift_keypoints.npy b/data/features/keypoints/fish_009_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/fish_009_aug_shift_keypoints.npy rename to data/features/keypoints/fish_009_aug_shift_keypoints.npy diff --git a/features/keypoints/fish_009_keypoints.npy b/data/features/keypoints/fish_009_keypoints.npy similarity index 100% rename from features/keypoints/fish_009_keypoints.npy rename to data/features/keypoints/fish_009_keypoints.npy diff --git a/features/keypoints/fish_010_aug_rotate_keypoints.npy b/data/features/keypoints/fish_010_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/fish_010_aug_rotate_keypoints.npy rename to data/features/keypoints/fish_010_aug_rotate_keypoints.npy diff --git a/features/keypoints/fish_010_aug_shift_keypoints.npy b/data/features/keypoints/fish_010_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/fish_010_aug_shift_keypoints.npy rename to data/features/keypoints/fish_010_aug_shift_keypoints.npy diff --git a/features/keypoints/fish_010_keypoints.npy b/data/features/keypoints/fish_010_keypoints.npy similarity index 100% rename from features/keypoints/fish_010_keypoints.npy rename to data/features/keypoints/fish_010_keypoints.npy diff --git a/features/keypoints/fish_011_aug_flip_keypoints.npy b/data/features/keypoints/fish_011_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/fish_011_aug_flip_keypoints.npy rename to data/features/keypoints/fish_011_aug_flip_keypoints.npy diff --git a/features/keypoints/fish_011_aug_shift_keypoints.npy b/data/features/keypoints/fish_011_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/fish_011_aug_shift_keypoints.npy rename to data/features/keypoints/fish_011_aug_shift_keypoints.npy diff --git a/features/keypoints/fish_011_keypoints.npy b/data/features/keypoints/fish_011_keypoints.npy similarity index 100% rename from features/keypoints/fish_011_keypoints.npy rename to data/features/keypoints/fish_011_keypoints.npy diff --git a/features/keypoints/fish_012_aug_flip_keypoints.npy b/data/features/keypoints/fish_012_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/fish_012_aug_flip_keypoints.npy rename to data/features/keypoints/fish_012_aug_flip_keypoints.npy diff --git a/features/keypoints/fish_012_keypoints.npy b/data/features/keypoints/fish_012_keypoints.npy similarity index 100% rename from features/keypoints/fish_012_keypoints.npy rename to data/features/keypoints/fish_012_keypoints.npy diff --git a/features/keypoints/fish_013_aug_rotate_keypoints.npy b/data/features/keypoints/fish_013_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/fish_013_aug_rotate_keypoints.npy rename to data/features/keypoints/fish_013_aug_rotate_keypoints.npy diff --git a/features/keypoints/fish_013_keypoints.npy b/data/features/keypoints/fish_013_keypoints.npy similarity index 100% rename from features/keypoints/fish_013_keypoints.npy rename to data/features/keypoints/fish_013_keypoints.npy diff --git a/features/keypoints/fish_014_aug_flip_keypoints.npy b/data/features/keypoints/fish_014_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/fish_014_aug_flip_keypoints.npy rename to data/features/keypoints/fish_014_aug_flip_keypoints.npy diff --git a/features/keypoints/fish_014_aug_rotate_keypoints.npy b/data/features/keypoints/fish_014_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/fish_014_aug_rotate_keypoints.npy rename to data/features/keypoints/fish_014_aug_rotate_keypoints.npy diff --git a/features/keypoints/fish_014_keypoints.npy b/data/features/keypoints/fish_014_keypoints.npy similarity index 100% rename from features/keypoints/fish_014_keypoints.npy rename to data/features/keypoints/fish_014_keypoints.npy diff --git a/features/keypoints/fish_015_aug_rotate_keypoints.npy b/data/features/keypoints/fish_015_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/fish_015_aug_rotate_keypoints.npy rename to data/features/keypoints/fish_015_aug_rotate_keypoints.npy diff --git a/features/keypoints/fish_015_aug_shift_keypoints.npy b/data/features/keypoints/fish_015_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/fish_015_aug_shift_keypoints.npy rename to data/features/keypoints/fish_015_aug_shift_keypoints.npy diff --git a/features/keypoints/fish_015_keypoints.npy b/data/features/keypoints/fish_015_keypoints.npy similarity index 100% rename from features/keypoints/fish_015_keypoints.npy rename to data/features/keypoints/fish_015_keypoints.npy diff --git a/features/keypoints/fish_016_keypoints.npy b/data/features/keypoints/fish_016_keypoints.npy similarity index 100% rename from features/keypoints/fish_016_keypoints.npy rename to data/features/keypoints/fish_016_keypoints.npy diff --git a/features/keypoints/fish_017_aug_shift_keypoints.npy b/data/features/keypoints/fish_017_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/fish_017_aug_shift_keypoints.npy rename to data/features/keypoints/fish_017_aug_shift_keypoints.npy diff --git a/features/keypoints/fish_017_keypoints.npy b/data/features/keypoints/fish_017_keypoints.npy similarity index 100% rename from features/keypoints/fish_017_keypoints.npy rename to data/features/keypoints/fish_017_keypoints.npy diff --git a/features/keypoints/fish_018_aug_flip_keypoints.npy b/data/features/keypoints/fish_018_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/fish_018_aug_flip_keypoints.npy rename to data/features/keypoints/fish_018_aug_flip_keypoints.npy diff --git a/features/keypoints/fish_018_aug_rotate_keypoints.npy b/data/features/keypoints/fish_018_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/fish_018_aug_rotate_keypoints.npy rename to data/features/keypoints/fish_018_aug_rotate_keypoints.npy diff --git a/features/keypoints/fish_018_aug_shift_keypoints.npy b/data/features/keypoints/fish_018_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/fish_018_aug_shift_keypoints.npy rename to data/features/keypoints/fish_018_aug_shift_keypoints.npy diff --git a/features/keypoints/fish_018_keypoints.npy b/data/features/keypoints/fish_018_keypoints.npy similarity index 100% rename from features/keypoints/fish_018_keypoints.npy rename to data/features/keypoints/fish_018_keypoints.npy diff --git a/features/keypoints/fish_019_aug_flip_keypoints.npy b/data/features/keypoints/fish_019_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/fish_019_aug_flip_keypoints.npy rename to data/features/keypoints/fish_019_aug_flip_keypoints.npy diff --git a/features/keypoints/fish_019_aug_rotate_keypoints.npy b/data/features/keypoints/fish_019_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/fish_019_aug_rotate_keypoints.npy rename to data/features/keypoints/fish_019_aug_rotate_keypoints.npy diff --git a/features/keypoints/fish_019_aug_shift_keypoints.npy b/data/features/keypoints/fish_019_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/fish_019_aug_shift_keypoints.npy rename to data/features/keypoints/fish_019_aug_shift_keypoints.npy diff --git a/features/keypoints/fish_019_keypoints.npy b/data/features/keypoints/fish_019_keypoints.npy similarity index 100% rename from features/keypoints/fish_019_keypoints.npy rename to data/features/keypoints/fish_019_keypoints.npy diff --git a/features/keypoints/fish_020_aug_flip_keypoints.npy b/data/features/keypoints/fish_020_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/fish_020_aug_flip_keypoints.npy rename to data/features/keypoints/fish_020_aug_flip_keypoints.npy diff --git a/features/keypoints/fish_020_aug_rotate_keypoints.npy b/data/features/keypoints/fish_020_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/fish_020_aug_rotate_keypoints.npy rename to data/features/keypoints/fish_020_aug_rotate_keypoints.npy diff --git a/features/keypoints/fish_020_keypoints.npy b/data/features/keypoints/fish_020_keypoints.npy similarity index 100% rename from features/keypoints/fish_020_keypoints.npy rename to data/features/keypoints/fish_020_keypoints.npy diff --git a/features/keypoints/fish_021_aug_flip_keypoints.npy b/data/features/keypoints/fish_021_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/fish_021_aug_flip_keypoints.npy rename to data/features/keypoints/fish_021_aug_flip_keypoints.npy diff --git a/features/keypoints/fish_021_aug_shift_keypoints.npy b/data/features/keypoints/fish_021_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/fish_021_aug_shift_keypoints.npy rename to data/features/keypoints/fish_021_aug_shift_keypoints.npy diff --git a/features/keypoints/fish_021_keypoints.npy b/data/features/keypoints/fish_021_keypoints.npy similarity index 100% rename from features/keypoints/fish_021_keypoints.npy rename to data/features/keypoints/fish_021_keypoints.npy diff --git a/features/keypoints/fish_022_aug_flip_keypoints.npy b/data/features/keypoints/fish_022_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/fish_022_aug_flip_keypoints.npy rename to data/features/keypoints/fish_022_aug_flip_keypoints.npy diff --git a/features/keypoints/fish_022_aug_rotate_keypoints.npy b/data/features/keypoints/fish_022_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/fish_022_aug_rotate_keypoints.npy rename to data/features/keypoints/fish_022_aug_rotate_keypoints.npy diff --git a/features/keypoints/fish_022_keypoints.npy b/data/features/keypoints/fish_022_keypoints.npy similarity index 100% rename from features/keypoints/fish_022_keypoints.npy rename to data/features/keypoints/fish_022_keypoints.npy diff --git a/features/keypoints/fish_023_aug_flip_keypoints.npy b/data/features/keypoints/fish_023_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/fish_023_aug_flip_keypoints.npy rename to data/features/keypoints/fish_023_aug_flip_keypoints.npy diff --git a/features/keypoints/fish_023_aug_shift_keypoints.npy b/data/features/keypoints/fish_023_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/fish_023_aug_shift_keypoints.npy rename to data/features/keypoints/fish_023_aug_shift_keypoints.npy diff --git a/features/keypoints/fish_023_keypoints.npy b/data/features/keypoints/fish_023_keypoints.npy similarity index 100% rename from features/keypoints/fish_023_keypoints.npy rename to data/features/keypoints/fish_023_keypoints.npy diff --git a/features/keypoints/fish_024_aug_rotate_keypoints.npy b/data/features/keypoints/fish_024_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/fish_024_aug_rotate_keypoints.npy rename to data/features/keypoints/fish_024_aug_rotate_keypoints.npy diff --git a/features/keypoints/fish_024_aug_shift_keypoints.npy b/data/features/keypoints/fish_024_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/fish_024_aug_shift_keypoints.npy rename to data/features/keypoints/fish_024_aug_shift_keypoints.npy diff --git a/features/keypoints/fish_024_keypoints.npy b/data/features/keypoints/fish_024_keypoints.npy similarity index 100% rename from features/keypoints/fish_024_keypoints.npy rename to data/features/keypoints/fish_024_keypoints.npy diff --git a/features/keypoints/fish_025_aug_flip_keypoints.npy b/data/features/keypoints/fish_025_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/fish_025_aug_flip_keypoints.npy rename to data/features/keypoints/fish_025_aug_flip_keypoints.npy diff --git a/features/keypoints/fish_025_aug_shift_keypoints.npy b/data/features/keypoints/fish_025_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/fish_025_aug_shift_keypoints.npy rename to data/features/keypoints/fish_025_aug_shift_keypoints.npy diff --git a/features/keypoints/fish_025_keypoints.npy b/data/features/keypoints/fish_025_keypoints.npy similarity index 100% rename from features/keypoints/fish_025_keypoints.npy rename to data/features/keypoints/fish_025_keypoints.npy diff --git a/features/keypoints/fish_026_aug_shift_keypoints.npy b/data/features/keypoints/fish_026_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/fish_026_aug_shift_keypoints.npy rename to data/features/keypoints/fish_026_aug_shift_keypoints.npy diff --git a/features/keypoints/fish_026_keypoints.npy b/data/features/keypoints/fish_026_keypoints.npy similarity index 100% rename from features/keypoints/fish_026_keypoints.npy rename to data/features/keypoints/fish_026_keypoints.npy diff --git a/features/keypoints/fish_027_aug_flip_keypoints.npy b/data/features/keypoints/fish_027_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/fish_027_aug_flip_keypoints.npy rename to data/features/keypoints/fish_027_aug_flip_keypoints.npy diff --git a/features/keypoints/fish_027_aug_shift_keypoints.npy b/data/features/keypoints/fish_027_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/fish_027_aug_shift_keypoints.npy rename to data/features/keypoints/fish_027_aug_shift_keypoints.npy diff --git a/features/keypoints/fish_027_keypoints.npy b/data/features/keypoints/fish_027_keypoints.npy similarity index 100% rename from features/keypoints/fish_027_keypoints.npy rename to data/features/keypoints/fish_027_keypoints.npy diff --git a/features/keypoints/fish_028_aug_flip_keypoints.npy b/data/features/keypoints/fish_028_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/fish_028_aug_flip_keypoints.npy rename to data/features/keypoints/fish_028_aug_flip_keypoints.npy diff --git a/features/keypoints/fish_028_aug_shift_keypoints.npy b/data/features/keypoints/fish_028_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/fish_028_aug_shift_keypoints.npy rename to data/features/keypoints/fish_028_aug_shift_keypoints.npy diff --git a/features/keypoints/fish_028_keypoints.npy b/data/features/keypoints/fish_028_keypoints.npy similarity index 100% rename from features/keypoints/fish_028_keypoints.npy rename to data/features/keypoints/fish_028_keypoints.npy diff --git a/features/keypoints/fish_029_keypoints.npy b/data/features/keypoints/fish_029_keypoints.npy similarity index 100% rename from features/keypoints/fish_029_keypoints.npy rename to data/features/keypoints/fish_029_keypoints.npy diff --git a/features/keypoints/fish_030_aug_rotate_keypoints.npy b/data/features/keypoints/fish_030_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/fish_030_aug_rotate_keypoints.npy rename to data/features/keypoints/fish_030_aug_rotate_keypoints.npy diff --git a/features/keypoints/fish_030_aug_shift_keypoints.npy b/data/features/keypoints/fish_030_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/fish_030_aug_shift_keypoints.npy rename to data/features/keypoints/fish_030_aug_shift_keypoints.npy diff --git a/features/keypoints/fish_030_keypoints.npy b/data/features/keypoints/fish_030_keypoints.npy similarity index 100% rename from features/keypoints/fish_030_keypoints.npy rename to data/features/keypoints/fish_030_keypoints.npy diff --git a/features/keypoints/fish_031_aug_flip_keypoints.npy b/data/features/keypoints/fish_031_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/fish_031_aug_flip_keypoints.npy rename to data/features/keypoints/fish_031_aug_flip_keypoints.npy diff --git a/features/keypoints/fish_031_aug_rotate_keypoints.npy b/data/features/keypoints/fish_031_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/fish_031_aug_rotate_keypoints.npy rename to data/features/keypoints/fish_031_aug_rotate_keypoints.npy diff --git a/features/keypoints/fish_031_keypoints.npy b/data/features/keypoints/fish_031_keypoints.npy similarity index 100% rename from features/keypoints/fish_031_keypoints.npy rename to data/features/keypoints/fish_031_keypoints.npy diff --git a/features/keypoints/fish_032_aug_flip_keypoints.npy b/data/features/keypoints/fish_032_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/fish_032_aug_flip_keypoints.npy rename to data/features/keypoints/fish_032_aug_flip_keypoints.npy diff --git a/features/keypoints/fish_032_keypoints.npy b/data/features/keypoints/fish_032_keypoints.npy similarity index 100% rename from features/keypoints/fish_032_keypoints.npy rename to data/features/keypoints/fish_032_keypoints.npy diff --git a/features/keypoints/fish_033_aug_rotate_keypoints.npy b/data/features/keypoints/fish_033_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/fish_033_aug_rotate_keypoints.npy rename to data/features/keypoints/fish_033_aug_rotate_keypoints.npy diff --git a/features/keypoints/fish_033_aug_shift_keypoints.npy b/data/features/keypoints/fish_033_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/fish_033_aug_shift_keypoints.npy rename to data/features/keypoints/fish_033_aug_shift_keypoints.npy diff --git a/features/keypoints/fish_033_keypoints.npy b/data/features/keypoints/fish_033_keypoints.npy similarity index 100% rename from features/keypoints/fish_033_keypoints.npy rename to data/features/keypoints/fish_033_keypoints.npy diff --git a/features/keypoints/fish_034_aug_rotate_keypoints.npy b/data/features/keypoints/fish_034_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/fish_034_aug_rotate_keypoints.npy rename to data/features/keypoints/fish_034_aug_rotate_keypoints.npy diff --git a/features/keypoints/fish_034_aug_shift_keypoints.npy b/data/features/keypoints/fish_034_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/fish_034_aug_shift_keypoints.npy rename to data/features/keypoints/fish_034_aug_shift_keypoints.npy diff --git a/features/keypoints/fish_034_keypoints.npy b/data/features/keypoints/fish_034_keypoints.npy similarity index 100% rename from features/keypoints/fish_034_keypoints.npy rename to data/features/keypoints/fish_034_keypoints.npy diff --git a/features/keypoints/fish_035_aug_rotate_keypoints.npy b/data/features/keypoints/fish_035_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/fish_035_aug_rotate_keypoints.npy rename to data/features/keypoints/fish_035_aug_rotate_keypoints.npy diff --git a/features/keypoints/fish_035_aug_shift_keypoints.npy b/data/features/keypoints/fish_035_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/fish_035_aug_shift_keypoints.npy rename to data/features/keypoints/fish_035_aug_shift_keypoints.npy diff --git a/features/keypoints/fish_035_keypoints.npy b/data/features/keypoints/fish_035_keypoints.npy similarity index 100% rename from features/keypoints/fish_035_keypoints.npy rename to data/features/keypoints/fish_035_keypoints.npy diff --git a/features/keypoints/fish_036_aug_rotate_keypoints.npy b/data/features/keypoints/fish_036_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/fish_036_aug_rotate_keypoints.npy rename to data/features/keypoints/fish_036_aug_rotate_keypoints.npy diff --git a/features/keypoints/fish_036_aug_shift_keypoints.npy b/data/features/keypoints/fish_036_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/fish_036_aug_shift_keypoints.npy rename to data/features/keypoints/fish_036_aug_shift_keypoints.npy diff --git a/features/keypoints/fish_036_keypoints.npy b/data/features/keypoints/fish_036_keypoints.npy similarity index 100% rename from features/keypoints/fish_036_keypoints.npy rename to data/features/keypoints/fish_036_keypoints.npy diff --git a/features/keypoints/fish_037_aug_flip_keypoints.npy b/data/features/keypoints/fish_037_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/fish_037_aug_flip_keypoints.npy rename to data/features/keypoints/fish_037_aug_flip_keypoints.npy diff --git a/features/keypoints/fish_037_aug_rotate_keypoints.npy b/data/features/keypoints/fish_037_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/fish_037_aug_rotate_keypoints.npy rename to data/features/keypoints/fish_037_aug_rotate_keypoints.npy diff --git a/features/keypoints/fish_037_aug_shift_keypoints.npy b/data/features/keypoints/fish_037_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/fish_037_aug_shift_keypoints.npy rename to data/features/keypoints/fish_037_aug_shift_keypoints.npy diff --git a/features/keypoints/fish_037_keypoints.npy b/data/features/keypoints/fish_037_keypoints.npy similarity index 100% rename from features/keypoints/fish_037_keypoints.npy rename to data/features/keypoints/fish_037_keypoints.npy diff --git a/features/keypoints/like_001_aug_flip_keypoints.npy b/data/features/keypoints/like_001_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/like_001_aug_flip_keypoints.npy rename to data/features/keypoints/like_001_aug_flip_keypoints.npy diff --git a/features/keypoints/like_001_aug_rotate_keypoints.npy b/data/features/keypoints/like_001_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/like_001_aug_rotate_keypoints.npy rename to data/features/keypoints/like_001_aug_rotate_keypoints.npy diff --git a/features/keypoints/like_001_keypoints.npy b/data/features/keypoints/like_001_keypoints.npy similarity index 100% rename from features/keypoints/like_001_keypoints.npy rename to data/features/keypoints/like_001_keypoints.npy diff --git a/features/keypoints/like_002_aug_shift_keypoints.npy b/data/features/keypoints/like_002_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/like_002_aug_shift_keypoints.npy rename to data/features/keypoints/like_002_aug_shift_keypoints.npy diff --git a/features/keypoints/like_002_keypoints.npy b/data/features/keypoints/like_002_keypoints.npy similarity index 100% rename from features/keypoints/like_002_keypoints.npy rename to data/features/keypoints/like_002_keypoints.npy diff --git a/features/keypoints/like_003_aug_flip_keypoints.npy b/data/features/keypoints/like_003_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/like_003_aug_flip_keypoints.npy rename to data/features/keypoints/like_003_aug_flip_keypoints.npy diff --git a/features/keypoints/like_003_aug_rotate_keypoints.npy b/data/features/keypoints/like_003_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/like_003_aug_rotate_keypoints.npy rename to data/features/keypoints/like_003_aug_rotate_keypoints.npy diff --git a/features/keypoints/like_003_keypoints.npy b/data/features/keypoints/like_003_keypoints.npy similarity index 100% rename from features/keypoints/like_003_keypoints.npy rename to data/features/keypoints/like_003_keypoints.npy diff --git a/features/keypoints/like_004_aug_shift_keypoints.npy b/data/features/keypoints/like_004_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/like_004_aug_shift_keypoints.npy rename to data/features/keypoints/like_004_aug_shift_keypoints.npy diff --git a/features/keypoints/like_004_keypoints.npy b/data/features/keypoints/like_004_keypoints.npy similarity index 100% rename from features/keypoints/like_004_keypoints.npy rename to data/features/keypoints/like_004_keypoints.npy diff --git a/features/keypoints/like_005_aug_flip_keypoints.npy b/data/features/keypoints/like_005_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/like_005_aug_flip_keypoints.npy rename to data/features/keypoints/like_005_aug_flip_keypoints.npy diff --git a/features/keypoints/like_005_aug_rotate_keypoints.npy b/data/features/keypoints/like_005_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/like_005_aug_rotate_keypoints.npy rename to data/features/keypoints/like_005_aug_rotate_keypoints.npy diff --git a/features/keypoints/like_005_aug_shift_keypoints.npy b/data/features/keypoints/like_005_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/like_005_aug_shift_keypoints.npy rename to data/features/keypoints/like_005_aug_shift_keypoints.npy diff --git a/features/keypoints/like_005_keypoints.npy b/data/features/keypoints/like_005_keypoints.npy similarity index 100% rename from features/keypoints/like_005_keypoints.npy rename to data/features/keypoints/like_005_keypoints.npy diff --git a/features/keypoints/like_006_aug_rotate_keypoints.npy b/data/features/keypoints/like_006_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/like_006_aug_rotate_keypoints.npy rename to data/features/keypoints/like_006_aug_rotate_keypoints.npy diff --git a/features/keypoints/like_006_keypoints.npy b/data/features/keypoints/like_006_keypoints.npy similarity index 100% rename from features/keypoints/like_006_keypoints.npy rename to data/features/keypoints/like_006_keypoints.npy diff --git a/features/keypoints/like_007_aug_flip_keypoints.npy b/data/features/keypoints/like_007_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/like_007_aug_flip_keypoints.npy rename to data/features/keypoints/like_007_aug_flip_keypoints.npy diff --git a/features/keypoints/like_007_aug_shift_keypoints.npy b/data/features/keypoints/like_007_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/like_007_aug_shift_keypoints.npy rename to data/features/keypoints/like_007_aug_shift_keypoints.npy diff --git a/features/keypoints/like_007_keypoints.npy b/data/features/keypoints/like_007_keypoints.npy similarity index 100% rename from features/keypoints/like_007_keypoints.npy rename to data/features/keypoints/like_007_keypoints.npy diff --git a/features/keypoints/like_008_aug_flip_keypoints.npy b/data/features/keypoints/like_008_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/like_008_aug_flip_keypoints.npy rename to data/features/keypoints/like_008_aug_flip_keypoints.npy diff --git a/features/keypoints/like_008_aug_rotate_keypoints.npy b/data/features/keypoints/like_008_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/like_008_aug_rotate_keypoints.npy rename to data/features/keypoints/like_008_aug_rotate_keypoints.npy diff --git a/features/keypoints/like_008_aug_shift_keypoints.npy b/data/features/keypoints/like_008_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/like_008_aug_shift_keypoints.npy rename to data/features/keypoints/like_008_aug_shift_keypoints.npy diff --git a/features/keypoints/like_008_keypoints.npy b/data/features/keypoints/like_008_keypoints.npy similarity index 100% rename from features/keypoints/like_008_keypoints.npy rename to data/features/keypoints/like_008_keypoints.npy diff --git a/features/keypoints/like_009_aug_flip_keypoints.npy b/data/features/keypoints/like_009_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/like_009_aug_flip_keypoints.npy rename to data/features/keypoints/like_009_aug_flip_keypoints.npy diff --git a/features/keypoints/like_009_aug_rotate_keypoints.npy b/data/features/keypoints/like_009_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/like_009_aug_rotate_keypoints.npy rename to data/features/keypoints/like_009_aug_rotate_keypoints.npy diff --git a/features/keypoints/like_009_keypoints.npy b/data/features/keypoints/like_009_keypoints.npy similarity index 100% rename from features/keypoints/like_009_keypoints.npy rename to data/features/keypoints/like_009_keypoints.npy diff --git a/features/keypoints/like_010_aug_shift_keypoints.npy b/data/features/keypoints/like_010_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/like_010_aug_shift_keypoints.npy rename to data/features/keypoints/like_010_aug_shift_keypoints.npy diff --git a/features/keypoints/like_010_keypoints.npy b/data/features/keypoints/like_010_keypoints.npy similarity index 100% rename from features/keypoints/like_010_keypoints.npy rename to data/features/keypoints/like_010_keypoints.npy diff --git a/features/keypoints/like_011_aug_flip_keypoints.npy b/data/features/keypoints/like_011_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/like_011_aug_flip_keypoints.npy rename to data/features/keypoints/like_011_aug_flip_keypoints.npy diff --git a/features/keypoints/like_011_keypoints.npy b/data/features/keypoints/like_011_keypoints.npy similarity index 100% rename from features/keypoints/like_011_keypoints.npy rename to data/features/keypoints/like_011_keypoints.npy diff --git a/features/keypoints/like_012_aug_flip_keypoints.npy b/data/features/keypoints/like_012_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/like_012_aug_flip_keypoints.npy rename to data/features/keypoints/like_012_aug_flip_keypoints.npy diff --git a/features/keypoints/like_012_keypoints.npy b/data/features/keypoints/like_012_keypoints.npy similarity index 100% rename from features/keypoints/like_012_keypoints.npy rename to data/features/keypoints/like_012_keypoints.npy diff --git a/features/keypoints/like_013_aug_flip_keypoints.npy b/data/features/keypoints/like_013_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/like_013_aug_flip_keypoints.npy rename to data/features/keypoints/like_013_aug_flip_keypoints.npy diff --git a/features/keypoints/like_013_keypoints.npy b/data/features/keypoints/like_013_keypoints.npy similarity index 100% rename from features/keypoints/like_013_keypoints.npy rename to data/features/keypoints/like_013_keypoints.npy diff --git a/features/keypoints/like_014_aug_flip_keypoints.npy b/data/features/keypoints/like_014_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/like_014_aug_flip_keypoints.npy rename to data/features/keypoints/like_014_aug_flip_keypoints.npy diff --git a/features/keypoints/like_014_keypoints.npy b/data/features/keypoints/like_014_keypoints.npy similarity index 100% rename from features/keypoints/like_014_keypoints.npy rename to data/features/keypoints/like_014_keypoints.npy diff --git a/features/keypoints/like_015_aug_flip_keypoints.npy b/data/features/keypoints/like_015_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/like_015_aug_flip_keypoints.npy rename to data/features/keypoints/like_015_aug_flip_keypoints.npy diff --git a/features/keypoints/like_015_aug_rotate_keypoints.npy b/data/features/keypoints/like_015_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/like_015_aug_rotate_keypoints.npy rename to data/features/keypoints/like_015_aug_rotate_keypoints.npy diff --git a/features/keypoints/like_015_keypoints.npy b/data/features/keypoints/like_015_keypoints.npy similarity index 100% rename from features/keypoints/like_015_keypoints.npy rename to data/features/keypoints/like_015_keypoints.npy diff --git a/features/keypoints/like_016_aug_flip_keypoints.npy b/data/features/keypoints/like_016_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/like_016_aug_flip_keypoints.npy rename to data/features/keypoints/like_016_aug_flip_keypoints.npy diff --git a/features/keypoints/like_016_aug_rotate_keypoints.npy b/data/features/keypoints/like_016_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/like_016_aug_rotate_keypoints.npy rename to data/features/keypoints/like_016_aug_rotate_keypoints.npy diff --git a/features/keypoints/like_016_aug_shift_keypoints.npy b/data/features/keypoints/like_016_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/like_016_aug_shift_keypoints.npy rename to data/features/keypoints/like_016_aug_shift_keypoints.npy diff --git a/features/keypoints/like_016_keypoints.npy b/data/features/keypoints/like_016_keypoints.npy similarity index 100% rename from features/keypoints/like_016_keypoints.npy rename to data/features/keypoints/like_016_keypoints.npy diff --git a/features/keypoints/like_017_keypoints.npy b/data/features/keypoints/like_017_keypoints.npy similarity index 100% rename from features/keypoints/like_017_keypoints.npy rename to data/features/keypoints/like_017_keypoints.npy diff --git a/features/keypoints/like_018_aug_rotate_keypoints.npy b/data/features/keypoints/like_018_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/like_018_aug_rotate_keypoints.npy rename to data/features/keypoints/like_018_aug_rotate_keypoints.npy diff --git a/features/keypoints/like_018_keypoints.npy b/data/features/keypoints/like_018_keypoints.npy similarity index 100% rename from features/keypoints/like_018_keypoints.npy rename to data/features/keypoints/like_018_keypoints.npy diff --git a/features/keypoints/like_019_aug_flip_keypoints.npy b/data/features/keypoints/like_019_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/like_019_aug_flip_keypoints.npy rename to data/features/keypoints/like_019_aug_flip_keypoints.npy diff --git a/features/keypoints/like_019_aug_rotate_keypoints.npy b/data/features/keypoints/like_019_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/like_019_aug_rotate_keypoints.npy rename to data/features/keypoints/like_019_aug_rotate_keypoints.npy diff --git a/features/keypoints/like_019_aug_shift_keypoints.npy b/data/features/keypoints/like_019_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/like_019_aug_shift_keypoints.npy rename to data/features/keypoints/like_019_aug_shift_keypoints.npy diff --git a/features/keypoints/like_019_keypoints.npy b/data/features/keypoints/like_019_keypoints.npy similarity index 100% rename from features/keypoints/like_019_keypoints.npy rename to data/features/keypoints/like_019_keypoints.npy diff --git a/features/keypoints/like_020_aug_flip_keypoints.npy b/data/features/keypoints/like_020_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/like_020_aug_flip_keypoints.npy rename to data/features/keypoints/like_020_aug_flip_keypoints.npy diff --git a/features/keypoints/like_020_aug_rotate_keypoints.npy b/data/features/keypoints/like_020_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/like_020_aug_rotate_keypoints.npy rename to data/features/keypoints/like_020_aug_rotate_keypoints.npy diff --git a/features/keypoints/like_020_aug_shift_keypoints.npy b/data/features/keypoints/like_020_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/like_020_aug_shift_keypoints.npy rename to data/features/keypoints/like_020_aug_shift_keypoints.npy diff --git a/features/keypoints/like_020_keypoints.npy b/data/features/keypoints/like_020_keypoints.npy similarity index 100% rename from features/keypoints/like_020_keypoints.npy rename to data/features/keypoints/like_020_keypoints.npy diff --git a/features/keypoints/like_021_aug_rotate_keypoints.npy b/data/features/keypoints/like_021_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/like_021_aug_rotate_keypoints.npy rename to data/features/keypoints/like_021_aug_rotate_keypoints.npy diff --git a/features/keypoints/like_021_aug_shift_keypoints.npy b/data/features/keypoints/like_021_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/like_021_aug_shift_keypoints.npy rename to data/features/keypoints/like_021_aug_shift_keypoints.npy diff --git a/features/keypoints/like_021_keypoints.npy b/data/features/keypoints/like_021_keypoints.npy similarity index 100% rename from features/keypoints/like_021_keypoints.npy rename to data/features/keypoints/like_021_keypoints.npy diff --git a/features/keypoints/like_022_aug_flip_keypoints.npy b/data/features/keypoints/like_022_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/like_022_aug_flip_keypoints.npy rename to data/features/keypoints/like_022_aug_flip_keypoints.npy diff --git a/features/keypoints/like_022_aug_rotate_keypoints.npy b/data/features/keypoints/like_022_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/like_022_aug_rotate_keypoints.npy rename to data/features/keypoints/like_022_aug_rotate_keypoints.npy diff --git a/features/keypoints/like_022_keypoints.npy b/data/features/keypoints/like_022_keypoints.npy similarity index 100% rename from features/keypoints/like_022_keypoints.npy rename to data/features/keypoints/like_022_keypoints.npy diff --git a/features/keypoints/like_023_aug_flip_keypoints.npy b/data/features/keypoints/like_023_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/like_023_aug_flip_keypoints.npy rename to data/features/keypoints/like_023_aug_flip_keypoints.npy diff --git a/features/keypoints/like_023_keypoints.npy b/data/features/keypoints/like_023_keypoints.npy similarity index 100% rename from features/keypoints/like_023_keypoints.npy rename to data/features/keypoints/like_023_keypoints.npy diff --git a/features/keypoints/like_024_aug_flip_keypoints.npy b/data/features/keypoints/like_024_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/like_024_aug_flip_keypoints.npy rename to data/features/keypoints/like_024_aug_flip_keypoints.npy diff --git a/features/keypoints/like_024_keypoints.npy b/data/features/keypoints/like_024_keypoints.npy similarity index 100% rename from features/keypoints/like_024_keypoints.npy rename to data/features/keypoints/like_024_keypoints.npy diff --git a/features/keypoints/like_025_aug_flip_keypoints.npy b/data/features/keypoints/like_025_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/like_025_aug_flip_keypoints.npy rename to data/features/keypoints/like_025_aug_flip_keypoints.npy diff --git a/features/keypoints/like_025_aug_shift_keypoints.npy b/data/features/keypoints/like_025_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/like_025_aug_shift_keypoints.npy rename to data/features/keypoints/like_025_aug_shift_keypoints.npy diff --git a/features/keypoints/like_025_keypoints.npy b/data/features/keypoints/like_025_keypoints.npy similarity index 100% rename from features/keypoints/like_025_keypoints.npy rename to data/features/keypoints/like_025_keypoints.npy diff --git a/features/keypoints/like_026_aug_flip_keypoints.npy b/data/features/keypoints/like_026_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/like_026_aug_flip_keypoints.npy rename to data/features/keypoints/like_026_aug_flip_keypoints.npy diff --git a/features/keypoints/like_026_aug_rotate_keypoints.npy b/data/features/keypoints/like_026_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/like_026_aug_rotate_keypoints.npy rename to data/features/keypoints/like_026_aug_rotate_keypoints.npy diff --git a/features/keypoints/like_026_aug_shift_keypoints.npy b/data/features/keypoints/like_026_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/like_026_aug_shift_keypoints.npy rename to data/features/keypoints/like_026_aug_shift_keypoints.npy diff --git a/features/keypoints/like_026_keypoints.npy b/data/features/keypoints/like_026_keypoints.npy similarity index 100% rename from features/keypoints/like_026_keypoints.npy rename to data/features/keypoints/like_026_keypoints.npy diff --git a/features/keypoints/like_027_keypoints.npy b/data/features/keypoints/like_027_keypoints.npy similarity index 100% rename from features/keypoints/like_027_keypoints.npy rename to data/features/keypoints/like_027_keypoints.npy diff --git a/features/keypoints/like_028_aug_flip_keypoints.npy b/data/features/keypoints/like_028_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/like_028_aug_flip_keypoints.npy rename to data/features/keypoints/like_028_aug_flip_keypoints.npy diff --git a/features/keypoints/like_028_aug_rotate_keypoints.npy b/data/features/keypoints/like_028_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/like_028_aug_rotate_keypoints.npy rename to data/features/keypoints/like_028_aug_rotate_keypoints.npy diff --git a/features/keypoints/like_028_aug_shift_keypoints.npy b/data/features/keypoints/like_028_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/like_028_aug_shift_keypoints.npy rename to data/features/keypoints/like_028_aug_shift_keypoints.npy diff --git a/features/keypoints/like_028_keypoints.npy b/data/features/keypoints/like_028_keypoints.npy similarity index 100% rename from features/keypoints/like_028_keypoints.npy rename to data/features/keypoints/like_028_keypoints.npy diff --git a/features/keypoints/like_029_aug_flip_keypoints.npy b/data/features/keypoints/like_029_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/like_029_aug_flip_keypoints.npy rename to data/features/keypoints/like_029_aug_flip_keypoints.npy diff --git a/features/keypoints/like_029_aug_shift_keypoints.npy b/data/features/keypoints/like_029_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/like_029_aug_shift_keypoints.npy rename to data/features/keypoints/like_029_aug_shift_keypoints.npy diff --git a/features/keypoints/like_029_keypoints.npy b/data/features/keypoints/like_029_keypoints.npy similarity index 100% rename from features/keypoints/like_029_keypoints.npy rename to data/features/keypoints/like_029_keypoints.npy diff --git a/features/keypoints/like_030_aug_rotate_keypoints.npy b/data/features/keypoints/like_030_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/like_030_aug_rotate_keypoints.npy rename to data/features/keypoints/like_030_aug_rotate_keypoints.npy diff --git a/features/keypoints/like_030_aug_shift_keypoints.npy b/data/features/keypoints/like_030_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/like_030_aug_shift_keypoints.npy rename to data/features/keypoints/like_030_aug_shift_keypoints.npy diff --git a/features/keypoints/like_030_keypoints.npy b/data/features/keypoints/like_030_keypoints.npy similarity index 100% rename from features/keypoints/like_030_keypoints.npy rename to data/features/keypoints/like_030_keypoints.npy diff --git a/features/keypoints/like_031_aug_shift_keypoints.npy b/data/features/keypoints/like_031_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/like_031_aug_shift_keypoints.npy rename to data/features/keypoints/like_031_aug_shift_keypoints.npy diff --git a/features/keypoints/like_031_keypoints.npy b/data/features/keypoints/like_031_keypoints.npy similarity index 100% rename from features/keypoints/like_031_keypoints.npy rename to data/features/keypoints/like_031_keypoints.npy diff --git a/features/keypoints/like_032_aug_flip_keypoints.npy b/data/features/keypoints/like_032_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/like_032_aug_flip_keypoints.npy rename to data/features/keypoints/like_032_aug_flip_keypoints.npy diff --git a/features/keypoints/like_032_aug_rotate_keypoints.npy b/data/features/keypoints/like_032_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/like_032_aug_rotate_keypoints.npy rename to data/features/keypoints/like_032_aug_rotate_keypoints.npy diff --git a/features/keypoints/like_032_aug_shift_keypoints.npy b/data/features/keypoints/like_032_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/like_032_aug_shift_keypoints.npy rename to data/features/keypoints/like_032_aug_shift_keypoints.npy diff --git a/features/keypoints/like_032_keypoints.npy b/data/features/keypoints/like_032_keypoints.npy similarity index 100% rename from features/keypoints/like_032_keypoints.npy rename to data/features/keypoints/like_032_keypoints.npy diff --git a/features/keypoints/like_033_aug_rotate_keypoints.npy b/data/features/keypoints/like_033_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/like_033_aug_rotate_keypoints.npy rename to data/features/keypoints/like_033_aug_rotate_keypoints.npy diff --git a/features/keypoints/like_033_keypoints.npy b/data/features/keypoints/like_033_keypoints.npy similarity index 100% rename from features/keypoints/like_033_keypoints.npy rename to data/features/keypoints/like_033_keypoints.npy diff --git a/features/keypoints/like_034_aug_flip_keypoints.npy b/data/features/keypoints/like_034_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/like_034_aug_flip_keypoints.npy rename to data/features/keypoints/like_034_aug_flip_keypoints.npy diff --git a/features/keypoints/like_034_aug_rotate_keypoints.npy b/data/features/keypoints/like_034_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/like_034_aug_rotate_keypoints.npy rename to data/features/keypoints/like_034_aug_rotate_keypoints.npy diff --git a/features/keypoints/like_034_keypoints.npy b/data/features/keypoints/like_034_keypoints.npy similarity index 100% rename from features/keypoints/like_034_keypoints.npy rename to data/features/keypoints/like_034_keypoints.npy diff --git a/features/keypoints/like_035_aug_flip_keypoints.npy b/data/features/keypoints/like_035_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/like_035_aug_flip_keypoints.npy rename to data/features/keypoints/like_035_aug_flip_keypoints.npy diff --git a/features/keypoints/like_035_aug_shift_keypoints.npy b/data/features/keypoints/like_035_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/like_035_aug_shift_keypoints.npy rename to data/features/keypoints/like_035_aug_shift_keypoints.npy diff --git a/features/keypoints/like_035_keypoints.npy b/data/features/keypoints/like_035_keypoints.npy similarity index 100% rename from features/keypoints/like_035_keypoints.npy rename to data/features/keypoints/like_035_keypoints.npy diff --git a/features/keypoints/like_036_aug_flip_keypoints.npy b/data/features/keypoints/like_036_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/like_036_aug_flip_keypoints.npy rename to data/features/keypoints/like_036_aug_flip_keypoints.npy diff --git a/features/keypoints/like_036_aug_rotate_keypoints.npy b/data/features/keypoints/like_036_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/like_036_aug_rotate_keypoints.npy rename to data/features/keypoints/like_036_aug_rotate_keypoints.npy diff --git a/features/keypoints/like_036_aug_shift_keypoints.npy b/data/features/keypoints/like_036_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/like_036_aug_shift_keypoints.npy rename to data/features/keypoints/like_036_aug_shift_keypoints.npy diff --git a/features/keypoints/like_036_keypoints.npy b/data/features/keypoints/like_036_keypoints.npy similarity index 100% rename from features/keypoints/like_036_keypoints.npy rename to data/features/keypoints/like_036_keypoints.npy diff --git a/features/keypoints/like_037_aug_rotate_keypoints.npy b/data/features/keypoints/like_037_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/like_037_aug_rotate_keypoints.npy rename to data/features/keypoints/like_037_aug_rotate_keypoints.npy diff --git a/features/keypoints/like_037_aug_shift_keypoints.npy b/data/features/keypoints/like_037_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/like_037_aug_shift_keypoints.npy rename to data/features/keypoints/like_037_aug_shift_keypoints.npy diff --git a/features/keypoints/like_037_keypoints.npy b/data/features/keypoints/like_037_keypoints.npy similarity index 100% rename from features/keypoints/like_037_keypoints.npy rename to data/features/keypoints/like_037_keypoints.npy diff --git a/features/keypoints/want_001_aug_flip_keypoints.npy b/data/features/keypoints/want_001_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/want_001_aug_flip_keypoints.npy rename to data/features/keypoints/want_001_aug_flip_keypoints.npy diff --git a/features/keypoints/want_001_keypoints.npy b/data/features/keypoints/want_001_keypoints.npy similarity index 100% rename from features/keypoints/want_001_keypoints.npy rename to data/features/keypoints/want_001_keypoints.npy diff --git a/features/keypoints/want_002_aug_shift_keypoints.npy b/data/features/keypoints/want_002_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/want_002_aug_shift_keypoints.npy rename to data/features/keypoints/want_002_aug_shift_keypoints.npy diff --git a/features/keypoints/want_002_keypoints.npy b/data/features/keypoints/want_002_keypoints.npy similarity index 100% rename from features/keypoints/want_002_keypoints.npy rename to data/features/keypoints/want_002_keypoints.npy diff --git a/features/keypoints/want_003_aug_flip_keypoints.npy b/data/features/keypoints/want_003_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/want_003_aug_flip_keypoints.npy rename to data/features/keypoints/want_003_aug_flip_keypoints.npy diff --git a/features/keypoints/want_003_aug_shift_keypoints.npy b/data/features/keypoints/want_003_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/want_003_aug_shift_keypoints.npy rename to data/features/keypoints/want_003_aug_shift_keypoints.npy diff --git a/features/keypoints/want_003_keypoints.npy b/data/features/keypoints/want_003_keypoints.npy similarity index 100% rename from features/keypoints/want_003_keypoints.npy rename to data/features/keypoints/want_003_keypoints.npy diff --git a/features/keypoints/want_004_aug_rotate_keypoints.npy b/data/features/keypoints/want_004_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/want_004_aug_rotate_keypoints.npy rename to data/features/keypoints/want_004_aug_rotate_keypoints.npy diff --git a/features/keypoints/want_004_aug_shift_keypoints.npy b/data/features/keypoints/want_004_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/want_004_aug_shift_keypoints.npy rename to data/features/keypoints/want_004_aug_shift_keypoints.npy diff --git a/features/keypoints/want_004_keypoints.npy b/data/features/keypoints/want_004_keypoints.npy similarity index 100% rename from features/keypoints/want_004_keypoints.npy rename to data/features/keypoints/want_004_keypoints.npy diff --git a/features/keypoints/want_005_aug_rotate_keypoints.npy b/data/features/keypoints/want_005_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/want_005_aug_rotate_keypoints.npy rename to data/features/keypoints/want_005_aug_rotate_keypoints.npy diff --git a/features/keypoints/want_005_aug_shift_keypoints.npy b/data/features/keypoints/want_005_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/want_005_aug_shift_keypoints.npy rename to data/features/keypoints/want_005_aug_shift_keypoints.npy diff --git a/features/keypoints/want_005_keypoints.npy b/data/features/keypoints/want_005_keypoints.npy similarity index 100% rename from features/keypoints/want_005_keypoints.npy rename to data/features/keypoints/want_005_keypoints.npy diff --git a/features/keypoints/want_006_aug_rotate_keypoints.npy b/data/features/keypoints/want_006_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/want_006_aug_rotate_keypoints.npy rename to data/features/keypoints/want_006_aug_rotate_keypoints.npy diff --git a/features/keypoints/want_006_aug_shift_keypoints.npy b/data/features/keypoints/want_006_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/want_006_aug_shift_keypoints.npy rename to data/features/keypoints/want_006_aug_shift_keypoints.npy diff --git a/features/keypoints/want_006_keypoints.npy b/data/features/keypoints/want_006_keypoints.npy similarity index 100% rename from features/keypoints/want_006_keypoints.npy rename to data/features/keypoints/want_006_keypoints.npy diff --git a/features/keypoints/want_007_aug_flip_keypoints.npy b/data/features/keypoints/want_007_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/want_007_aug_flip_keypoints.npy rename to data/features/keypoints/want_007_aug_flip_keypoints.npy diff --git a/features/keypoints/want_007_aug_rotate_keypoints.npy b/data/features/keypoints/want_007_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/want_007_aug_rotate_keypoints.npy rename to data/features/keypoints/want_007_aug_rotate_keypoints.npy diff --git a/features/keypoints/want_007_aug_shift_keypoints.npy b/data/features/keypoints/want_007_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/want_007_aug_shift_keypoints.npy rename to data/features/keypoints/want_007_aug_shift_keypoints.npy diff --git a/features/keypoints/want_007_keypoints.npy b/data/features/keypoints/want_007_keypoints.npy similarity index 100% rename from features/keypoints/want_007_keypoints.npy rename to data/features/keypoints/want_007_keypoints.npy diff --git a/features/keypoints/want_008_aug_flip_keypoints.npy b/data/features/keypoints/want_008_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/want_008_aug_flip_keypoints.npy rename to data/features/keypoints/want_008_aug_flip_keypoints.npy diff --git a/features/keypoints/want_008_aug_rotate_keypoints.npy b/data/features/keypoints/want_008_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/want_008_aug_rotate_keypoints.npy rename to data/features/keypoints/want_008_aug_rotate_keypoints.npy diff --git a/features/keypoints/want_008_keypoints.npy b/data/features/keypoints/want_008_keypoints.npy similarity index 100% rename from features/keypoints/want_008_keypoints.npy rename to data/features/keypoints/want_008_keypoints.npy diff --git a/features/keypoints/want_009_aug_flip_keypoints.npy b/data/features/keypoints/want_009_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/want_009_aug_flip_keypoints.npy rename to data/features/keypoints/want_009_aug_flip_keypoints.npy diff --git a/features/keypoints/want_009_aug_rotate_keypoints.npy b/data/features/keypoints/want_009_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/want_009_aug_rotate_keypoints.npy rename to data/features/keypoints/want_009_aug_rotate_keypoints.npy diff --git a/features/keypoints/want_009_aug_shift_keypoints.npy b/data/features/keypoints/want_009_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/want_009_aug_shift_keypoints.npy rename to data/features/keypoints/want_009_aug_shift_keypoints.npy diff --git a/features/keypoints/want_009_keypoints.npy b/data/features/keypoints/want_009_keypoints.npy similarity index 100% rename from features/keypoints/want_009_keypoints.npy rename to data/features/keypoints/want_009_keypoints.npy diff --git a/features/keypoints/want_010_aug_flip_keypoints.npy b/data/features/keypoints/want_010_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/want_010_aug_flip_keypoints.npy rename to data/features/keypoints/want_010_aug_flip_keypoints.npy diff --git a/features/keypoints/want_010_aug_rotate_keypoints.npy b/data/features/keypoints/want_010_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/want_010_aug_rotate_keypoints.npy rename to data/features/keypoints/want_010_aug_rotate_keypoints.npy diff --git a/features/keypoints/want_010_aug_shift_keypoints.npy b/data/features/keypoints/want_010_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/want_010_aug_shift_keypoints.npy rename to data/features/keypoints/want_010_aug_shift_keypoints.npy diff --git a/features/keypoints/want_010_keypoints.npy b/data/features/keypoints/want_010_keypoints.npy similarity index 100% rename from features/keypoints/want_010_keypoints.npy rename to data/features/keypoints/want_010_keypoints.npy diff --git a/features/keypoints/want_011_keypoints.npy b/data/features/keypoints/want_011_keypoints.npy similarity index 100% rename from features/keypoints/want_011_keypoints.npy rename to data/features/keypoints/want_011_keypoints.npy diff --git a/features/keypoints/want_012_aug_flip_keypoints.npy b/data/features/keypoints/want_012_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/want_012_aug_flip_keypoints.npy rename to data/features/keypoints/want_012_aug_flip_keypoints.npy diff --git a/features/keypoints/want_012_aug_rotate_keypoints.npy b/data/features/keypoints/want_012_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/want_012_aug_rotate_keypoints.npy rename to data/features/keypoints/want_012_aug_rotate_keypoints.npy diff --git a/features/keypoints/want_012_aug_shift_keypoints.npy b/data/features/keypoints/want_012_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/want_012_aug_shift_keypoints.npy rename to data/features/keypoints/want_012_aug_shift_keypoints.npy diff --git a/features/keypoints/want_012_keypoints.npy b/data/features/keypoints/want_012_keypoints.npy similarity index 100% rename from features/keypoints/want_012_keypoints.npy rename to data/features/keypoints/want_012_keypoints.npy diff --git a/features/keypoints/want_013_aug_flip_keypoints.npy b/data/features/keypoints/want_013_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/want_013_aug_flip_keypoints.npy rename to data/features/keypoints/want_013_aug_flip_keypoints.npy diff --git a/features/keypoints/want_013_aug_rotate_keypoints.npy b/data/features/keypoints/want_013_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/want_013_aug_rotate_keypoints.npy rename to data/features/keypoints/want_013_aug_rotate_keypoints.npy diff --git a/features/keypoints/want_013_aug_shift_keypoints.npy b/data/features/keypoints/want_013_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/want_013_aug_shift_keypoints.npy rename to data/features/keypoints/want_013_aug_shift_keypoints.npy diff --git a/features/keypoints/want_013_keypoints.npy b/data/features/keypoints/want_013_keypoints.npy similarity index 100% rename from features/keypoints/want_013_keypoints.npy rename to data/features/keypoints/want_013_keypoints.npy diff --git a/features/keypoints/want_014_aug_shift_keypoints.npy b/data/features/keypoints/want_014_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/want_014_aug_shift_keypoints.npy rename to data/features/keypoints/want_014_aug_shift_keypoints.npy diff --git a/features/keypoints/want_014_keypoints.npy b/data/features/keypoints/want_014_keypoints.npy similarity index 100% rename from features/keypoints/want_014_keypoints.npy rename to data/features/keypoints/want_014_keypoints.npy diff --git a/features/keypoints/want_015_aug_flip_keypoints.npy b/data/features/keypoints/want_015_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/want_015_aug_flip_keypoints.npy rename to data/features/keypoints/want_015_aug_flip_keypoints.npy diff --git a/features/keypoints/want_015_aug_rotate_keypoints.npy b/data/features/keypoints/want_015_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/want_015_aug_rotate_keypoints.npy rename to data/features/keypoints/want_015_aug_rotate_keypoints.npy diff --git a/features/keypoints/want_015_aug_shift_keypoints.npy b/data/features/keypoints/want_015_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/want_015_aug_shift_keypoints.npy rename to data/features/keypoints/want_015_aug_shift_keypoints.npy diff --git a/features/keypoints/want_015_keypoints.npy b/data/features/keypoints/want_015_keypoints.npy similarity index 100% rename from features/keypoints/want_015_keypoints.npy rename to data/features/keypoints/want_015_keypoints.npy diff --git a/features/keypoints/want_016_aug_rotate_keypoints.npy b/data/features/keypoints/want_016_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/want_016_aug_rotate_keypoints.npy rename to data/features/keypoints/want_016_aug_rotate_keypoints.npy diff --git a/features/keypoints/want_016_keypoints.npy b/data/features/keypoints/want_016_keypoints.npy similarity index 100% rename from features/keypoints/want_016_keypoints.npy rename to data/features/keypoints/want_016_keypoints.npy diff --git a/features/keypoints/want_017_aug_flip_keypoints.npy b/data/features/keypoints/want_017_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/want_017_aug_flip_keypoints.npy rename to data/features/keypoints/want_017_aug_flip_keypoints.npy diff --git a/features/keypoints/want_017_aug_shift_keypoints.npy b/data/features/keypoints/want_017_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/want_017_aug_shift_keypoints.npy rename to data/features/keypoints/want_017_aug_shift_keypoints.npy diff --git a/features/keypoints/want_017_keypoints.npy b/data/features/keypoints/want_017_keypoints.npy similarity index 100% rename from features/keypoints/want_017_keypoints.npy rename to data/features/keypoints/want_017_keypoints.npy diff --git a/features/keypoints/want_018_aug_flip_keypoints.npy b/data/features/keypoints/want_018_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/want_018_aug_flip_keypoints.npy rename to data/features/keypoints/want_018_aug_flip_keypoints.npy diff --git a/features/keypoints/want_018_aug_rotate_keypoints.npy b/data/features/keypoints/want_018_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/want_018_aug_rotate_keypoints.npy rename to data/features/keypoints/want_018_aug_rotate_keypoints.npy diff --git a/features/keypoints/want_018_aug_shift_keypoints.npy b/data/features/keypoints/want_018_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/want_018_aug_shift_keypoints.npy rename to data/features/keypoints/want_018_aug_shift_keypoints.npy diff --git a/features/keypoints/want_018_keypoints.npy b/data/features/keypoints/want_018_keypoints.npy similarity index 100% rename from features/keypoints/want_018_keypoints.npy rename to data/features/keypoints/want_018_keypoints.npy diff --git a/features/keypoints/want_019_keypoints.npy b/data/features/keypoints/want_019_keypoints.npy similarity index 100% rename from features/keypoints/want_019_keypoints.npy rename to data/features/keypoints/want_019_keypoints.npy diff --git a/features/keypoints/want_020_keypoints.npy b/data/features/keypoints/want_020_keypoints.npy similarity index 100% rename from features/keypoints/want_020_keypoints.npy rename to data/features/keypoints/want_020_keypoints.npy diff --git a/features/keypoints/want_021_aug_flip_keypoints.npy b/data/features/keypoints/want_021_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/want_021_aug_flip_keypoints.npy rename to data/features/keypoints/want_021_aug_flip_keypoints.npy diff --git a/features/keypoints/want_021_aug_shift_keypoints.npy b/data/features/keypoints/want_021_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/want_021_aug_shift_keypoints.npy rename to data/features/keypoints/want_021_aug_shift_keypoints.npy diff --git a/features/keypoints/want_021_keypoints.npy b/data/features/keypoints/want_021_keypoints.npy similarity index 100% rename from features/keypoints/want_021_keypoints.npy rename to data/features/keypoints/want_021_keypoints.npy diff --git a/features/keypoints/want_022_aug_flip_keypoints.npy b/data/features/keypoints/want_022_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/want_022_aug_flip_keypoints.npy rename to data/features/keypoints/want_022_aug_flip_keypoints.npy diff --git a/features/keypoints/want_022_aug_rotate_keypoints.npy b/data/features/keypoints/want_022_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/want_022_aug_rotate_keypoints.npy rename to data/features/keypoints/want_022_aug_rotate_keypoints.npy diff --git a/features/keypoints/want_022_keypoints.npy b/data/features/keypoints/want_022_keypoints.npy similarity index 100% rename from features/keypoints/want_022_keypoints.npy rename to data/features/keypoints/want_022_keypoints.npy diff --git a/features/keypoints/want_023_aug_shift_keypoints.npy b/data/features/keypoints/want_023_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/want_023_aug_shift_keypoints.npy rename to data/features/keypoints/want_023_aug_shift_keypoints.npy diff --git a/features/keypoints/want_023_keypoints.npy b/data/features/keypoints/want_023_keypoints.npy similarity index 100% rename from features/keypoints/want_023_keypoints.npy rename to data/features/keypoints/want_023_keypoints.npy diff --git a/features/keypoints/want_024_aug_flip_keypoints.npy b/data/features/keypoints/want_024_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/want_024_aug_flip_keypoints.npy rename to data/features/keypoints/want_024_aug_flip_keypoints.npy diff --git a/features/keypoints/want_024_aug_rotate_keypoints.npy b/data/features/keypoints/want_024_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/want_024_aug_rotate_keypoints.npy rename to data/features/keypoints/want_024_aug_rotate_keypoints.npy diff --git a/features/keypoints/want_024_keypoints.npy b/data/features/keypoints/want_024_keypoints.npy similarity index 100% rename from features/keypoints/want_024_keypoints.npy rename to data/features/keypoints/want_024_keypoints.npy diff --git a/features/keypoints/want_025_aug_flip_keypoints.npy b/data/features/keypoints/want_025_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/want_025_aug_flip_keypoints.npy rename to data/features/keypoints/want_025_aug_flip_keypoints.npy diff --git a/features/keypoints/want_025_aug_shift_keypoints.npy b/data/features/keypoints/want_025_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/want_025_aug_shift_keypoints.npy rename to data/features/keypoints/want_025_aug_shift_keypoints.npy diff --git a/features/keypoints/want_025_keypoints.npy b/data/features/keypoints/want_025_keypoints.npy similarity index 100% rename from features/keypoints/want_025_keypoints.npy rename to data/features/keypoints/want_025_keypoints.npy diff --git a/features/keypoints/want_026_keypoints.npy b/data/features/keypoints/want_026_keypoints.npy similarity index 100% rename from features/keypoints/want_026_keypoints.npy rename to data/features/keypoints/want_026_keypoints.npy diff --git a/features/keypoints/want_027_aug_flip_keypoints.npy b/data/features/keypoints/want_027_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/want_027_aug_flip_keypoints.npy rename to data/features/keypoints/want_027_aug_flip_keypoints.npy diff --git a/features/keypoints/want_027_aug_shift_keypoints.npy b/data/features/keypoints/want_027_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/want_027_aug_shift_keypoints.npy rename to data/features/keypoints/want_027_aug_shift_keypoints.npy diff --git a/features/keypoints/want_027_keypoints.npy b/data/features/keypoints/want_027_keypoints.npy similarity index 100% rename from features/keypoints/want_027_keypoints.npy rename to data/features/keypoints/want_027_keypoints.npy diff --git a/features/keypoints/want_028_aug_rotate_keypoints.npy b/data/features/keypoints/want_028_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/want_028_aug_rotate_keypoints.npy rename to data/features/keypoints/want_028_aug_rotate_keypoints.npy diff --git a/features/keypoints/want_028_keypoints.npy b/data/features/keypoints/want_028_keypoints.npy similarity index 100% rename from features/keypoints/want_028_keypoints.npy rename to data/features/keypoints/want_028_keypoints.npy diff --git a/features/keypoints/want_029_aug_flip_keypoints.npy b/data/features/keypoints/want_029_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/want_029_aug_flip_keypoints.npy rename to data/features/keypoints/want_029_aug_flip_keypoints.npy diff --git a/features/keypoints/want_029_keypoints.npy b/data/features/keypoints/want_029_keypoints.npy similarity index 100% rename from features/keypoints/want_029_keypoints.npy rename to data/features/keypoints/want_029_keypoints.npy diff --git a/features/keypoints/want_030_aug_rotate_keypoints.npy b/data/features/keypoints/want_030_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/want_030_aug_rotate_keypoints.npy rename to data/features/keypoints/want_030_aug_rotate_keypoints.npy diff --git a/features/keypoints/want_030_keypoints.npy b/data/features/keypoints/want_030_keypoints.npy similarity index 100% rename from features/keypoints/want_030_keypoints.npy rename to data/features/keypoints/want_030_keypoints.npy diff --git a/features/keypoints/want_031_aug_rotate_keypoints.npy b/data/features/keypoints/want_031_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/want_031_aug_rotate_keypoints.npy rename to data/features/keypoints/want_031_aug_rotate_keypoints.npy diff --git a/features/keypoints/want_031_keypoints.npy b/data/features/keypoints/want_031_keypoints.npy similarity index 100% rename from features/keypoints/want_031_keypoints.npy rename to data/features/keypoints/want_031_keypoints.npy diff --git a/features/keypoints/want_032_aug_flip_keypoints.npy b/data/features/keypoints/want_032_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/want_032_aug_flip_keypoints.npy rename to data/features/keypoints/want_032_aug_flip_keypoints.npy diff --git a/features/keypoints/want_032_aug_shift_keypoints.npy b/data/features/keypoints/want_032_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/want_032_aug_shift_keypoints.npy rename to data/features/keypoints/want_032_aug_shift_keypoints.npy diff --git a/features/keypoints/want_032_keypoints.npy b/data/features/keypoints/want_032_keypoints.npy similarity index 100% rename from features/keypoints/want_032_keypoints.npy rename to data/features/keypoints/want_032_keypoints.npy diff --git a/features/keypoints/want_033_aug_flip_keypoints.npy b/data/features/keypoints/want_033_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/want_033_aug_flip_keypoints.npy rename to data/features/keypoints/want_033_aug_flip_keypoints.npy diff --git a/features/keypoints/want_033_aug_rotate_keypoints.npy b/data/features/keypoints/want_033_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/want_033_aug_rotate_keypoints.npy rename to data/features/keypoints/want_033_aug_rotate_keypoints.npy diff --git a/features/keypoints/want_033_keypoints.npy b/data/features/keypoints/want_033_keypoints.npy similarity index 100% rename from features/keypoints/want_033_keypoints.npy rename to data/features/keypoints/want_033_keypoints.npy diff --git a/features/keypoints/want_034_aug_flip_keypoints.npy b/data/features/keypoints/want_034_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/want_034_aug_flip_keypoints.npy rename to data/features/keypoints/want_034_aug_flip_keypoints.npy diff --git a/features/keypoints/want_034_aug_rotate_keypoints.npy b/data/features/keypoints/want_034_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/want_034_aug_rotate_keypoints.npy rename to data/features/keypoints/want_034_aug_rotate_keypoints.npy diff --git a/features/keypoints/want_034_keypoints.npy b/data/features/keypoints/want_034_keypoints.npy similarity index 100% rename from features/keypoints/want_034_keypoints.npy rename to data/features/keypoints/want_034_keypoints.npy diff --git a/features/keypoints/want_035_aug_flip_keypoints.npy b/data/features/keypoints/want_035_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/want_035_aug_flip_keypoints.npy rename to data/features/keypoints/want_035_aug_flip_keypoints.npy diff --git a/features/keypoints/want_035_aug_rotate_keypoints.npy b/data/features/keypoints/want_035_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/want_035_aug_rotate_keypoints.npy rename to data/features/keypoints/want_035_aug_rotate_keypoints.npy diff --git a/features/keypoints/want_035_aug_shift_keypoints.npy b/data/features/keypoints/want_035_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/want_035_aug_shift_keypoints.npy rename to data/features/keypoints/want_035_aug_shift_keypoints.npy diff --git a/features/keypoints/want_035_keypoints.npy b/data/features/keypoints/want_035_keypoints.npy similarity index 100% rename from features/keypoints/want_035_keypoints.npy rename to data/features/keypoints/want_035_keypoints.npy diff --git a/features/keypoints/want_036_aug_flip_keypoints.npy b/data/features/keypoints/want_036_aug_flip_keypoints.npy similarity index 100% rename from features/keypoints/want_036_aug_flip_keypoints.npy rename to data/features/keypoints/want_036_aug_flip_keypoints.npy diff --git a/features/keypoints/want_036_aug_rotate_keypoints.npy b/data/features/keypoints/want_036_aug_rotate_keypoints.npy similarity index 100% rename from features/keypoints/want_036_aug_rotate_keypoints.npy rename to data/features/keypoints/want_036_aug_rotate_keypoints.npy diff --git a/features/keypoints/want_036_aug_shift_keypoints.npy b/data/features/keypoints/want_036_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/want_036_aug_shift_keypoints.npy rename to data/features/keypoints/want_036_aug_shift_keypoints.npy diff --git a/features/keypoints/want_036_keypoints.npy b/data/features/keypoints/want_036_keypoints.npy similarity index 100% rename from features/keypoints/want_036_keypoints.npy rename to data/features/keypoints/want_036_keypoints.npy diff --git a/features/keypoints/want_037_aug_shift_keypoints.npy b/data/features/keypoints/want_037_aug_shift_keypoints.npy similarity index 100% rename from features/keypoints/want_037_aug_shift_keypoints.npy rename to data/features/keypoints/want_037_aug_shift_keypoints.npy diff --git a/features/keypoints/want_037_keypoints.npy b/data/features/keypoints/want_037_keypoints.npy similarity index 100% rename from features/keypoints/want_037_keypoints.npy rename to data/features/keypoints/want_037_keypoints.npy diff --git a/features/optical_flow/eat_001_aug_rotate_flow.npz b/data/features/optical_flow/eat_001_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/eat_001_aug_rotate_flow.npz rename to data/features/optical_flow/eat_001_aug_rotate_flow.npz diff --git a/features/optical_flow/eat_001_aug_shift_flow.npz b/data/features/optical_flow/eat_001_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/eat_001_aug_shift_flow.npz rename to data/features/optical_flow/eat_001_aug_shift_flow.npz diff --git a/features/optical_flow/eat_001_flow.npz b/data/features/optical_flow/eat_001_flow.npz similarity index 100% rename from features/optical_flow/eat_001_flow.npz rename to data/features/optical_flow/eat_001_flow.npz diff --git a/features/optical_flow/eat_002_aug_rotate_flow.npz b/data/features/optical_flow/eat_002_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/eat_002_aug_rotate_flow.npz rename to data/features/optical_flow/eat_002_aug_rotate_flow.npz diff --git a/features/optical_flow/eat_002_aug_shift_flow.npz b/data/features/optical_flow/eat_002_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/eat_002_aug_shift_flow.npz rename to data/features/optical_flow/eat_002_aug_shift_flow.npz diff --git a/features/optical_flow/eat_002_flow.npz b/data/features/optical_flow/eat_002_flow.npz similarity index 100% rename from features/optical_flow/eat_002_flow.npz rename to data/features/optical_flow/eat_002_flow.npz diff --git a/features/optical_flow/eat_003_aug_rotate_flow.npz b/data/features/optical_flow/eat_003_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/eat_003_aug_rotate_flow.npz rename to data/features/optical_flow/eat_003_aug_rotate_flow.npz diff --git a/features/optical_flow/eat_003_flow.npz b/data/features/optical_flow/eat_003_flow.npz similarity index 100% rename from features/optical_flow/eat_003_flow.npz rename to data/features/optical_flow/eat_003_flow.npz diff --git a/features/optical_flow/eat_004_aug_flip_flow.npz b/data/features/optical_flow/eat_004_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/eat_004_aug_flip_flow.npz rename to data/features/optical_flow/eat_004_aug_flip_flow.npz diff --git a/features/optical_flow/eat_004_aug_shift_flow.npz b/data/features/optical_flow/eat_004_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/eat_004_aug_shift_flow.npz rename to data/features/optical_flow/eat_004_aug_shift_flow.npz diff --git a/features/optical_flow/eat_004_flow.npz b/data/features/optical_flow/eat_004_flow.npz similarity index 100% rename from features/optical_flow/eat_004_flow.npz rename to data/features/optical_flow/eat_004_flow.npz diff --git a/features/optical_flow/eat_005_aug_flip_flow.npz b/data/features/optical_flow/eat_005_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/eat_005_aug_flip_flow.npz rename to data/features/optical_flow/eat_005_aug_flip_flow.npz diff --git a/features/optical_flow/eat_005_flow.npz b/data/features/optical_flow/eat_005_flow.npz similarity index 100% rename from features/optical_flow/eat_005_flow.npz rename to data/features/optical_flow/eat_005_flow.npz diff --git a/features/optical_flow/eat_006_flow.npz b/data/features/optical_flow/eat_006_flow.npz similarity index 100% rename from features/optical_flow/eat_006_flow.npz rename to data/features/optical_flow/eat_006_flow.npz diff --git a/features/optical_flow/eat_007_aug_flip_flow.npz b/data/features/optical_flow/eat_007_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/eat_007_aug_flip_flow.npz rename to data/features/optical_flow/eat_007_aug_flip_flow.npz diff --git a/features/optical_flow/eat_007_flow.npz b/data/features/optical_flow/eat_007_flow.npz similarity index 100% rename from features/optical_flow/eat_007_flow.npz rename to data/features/optical_flow/eat_007_flow.npz diff --git a/features/optical_flow/eat_008_aug_flip_flow.npz b/data/features/optical_flow/eat_008_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/eat_008_aug_flip_flow.npz rename to data/features/optical_flow/eat_008_aug_flip_flow.npz diff --git a/features/optical_flow/eat_008_flow.npz b/data/features/optical_flow/eat_008_flow.npz similarity index 100% rename from features/optical_flow/eat_008_flow.npz rename to data/features/optical_flow/eat_008_flow.npz diff --git a/features/optical_flow/eat_009_aug_flip_flow.npz b/data/features/optical_flow/eat_009_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/eat_009_aug_flip_flow.npz rename to data/features/optical_flow/eat_009_aug_flip_flow.npz diff --git a/features/optical_flow/eat_009_aug_rotate_flow.npz b/data/features/optical_flow/eat_009_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/eat_009_aug_rotate_flow.npz rename to data/features/optical_flow/eat_009_aug_rotate_flow.npz diff --git a/features/optical_flow/eat_009_aug_shift_flow.npz b/data/features/optical_flow/eat_009_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/eat_009_aug_shift_flow.npz rename to data/features/optical_flow/eat_009_aug_shift_flow.npz diff --git a/features/optical_flow/eat_009_flow.npz b/data/features/optical_flow/eat_009_flow.npz similarity index 100% rename from features/optical_flow/eat_009_flow.npz rename to data/features/optical_flow/eat_009_flow.npz diff --git a/features/optical_flow/eat_010_aug_flip_flow.npz b/data/features/optical_flow/eat_010_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/eat_010_aug_flip_flow.npz rename to data/features/optical_flow/eat_010_aug_flip_flow.npz diff --git a/features/optical_flow/eat_010_aug_rotate_flow.npz b/data/features/optical_flow/eat_010_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/eat_010_aug_rotate_flow.npz rename to data/features/optical_flow/eat_010_aug_rotate_flow.npz diff --git a/features/optical_flow/eat_010_aug_shift_flow.npz b/data/features/optical_flow/eat_010_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/eat_010_aug_shift_flow.npz rename to data/features/optical_flow/eat_010_aug_shift_flow.npz diff --git a/features/optical_flow/eat_010_flow.npz b/data/features/optical_flow/eat_010_flow.npz similarity index 100% rename from features/optical_flow/eat_010_flow.npz rename to data/features/optical_flow/eat_010_flow.npz diff --git a/features/optical_flow/eat_011_aug_shift_flow.npz b/data/features/optical_flow/eat_011_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/eat_011_aug_shift_flow.npz rename to data/features/optical_flow/eat_011_aug_shift_flow.npz diff --git a/features/optical_flow/eat_011_flow.npz b/data/features/optical_flow/eat_011_flow.npz similarity index 100% rename from features/optical_flow/eat_011_flow.npz rename to data/features/optical_flow/eat_011_flow.npz diff --git a/features/optical_flow/eat_012_aug_shift_flow.npz b/data/features/optical_flow/eat_012_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/eat_012_aug_shift_flow.npz rename to data/features/optical_flow/eat_012_aug_shift_flow.npz diff --git a/features/optical_flow/eat_012_flow.npz b/data/features/optical_flow/eat_012_flow.npz similarity index 100% rename from features/optical_flow/eat_012_flow.npz rename to data/features/optical_flow/eat_012_flow.npz diff --git a/features/optical_flow/eat_013_flow.npz b/data/features/optical_flow/eat_013_flow.npz similarity index 100% rename from features/optical_flow/eat_013_flow.npz rename to data/features/optical_flow/eat_013_flow.npz diff --git a/features/optical_flow/eat_014_aug_shift_flow.npz b/data/features/optical_flow/eat_014_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/eat_014_aug_shift_flow.npz rename to data/features/optical_flow/eat_014_aug_shift_flow.npz diff --git a/features/optical_flow/eat_014_flow.npz b/data/features/optical_flow/eat_014_flow.npz similarity index 100% rename from features/optical_flow/eat_014_flow.npz rename to data/features/optical_flow/eat_014_flow.npz diff --git a/features/optical_flow/eat_015_aug_flip_flow.npz b/data/features/optical_flow/eat_015_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/eat_015_aug_flip_flow.npz rename to data/features/optical_flow/eat_015_aug_flip_flow.npz diff --git a/features/optical_flow/eat_015_aug_shift_flow.npz b/data/features/optical_flow/eat_015_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/eat_015_aug_shift_flow.npz rename to data/features/optical_flow/eat_015_aug_shift_flow.npz diff --git a/features/optical_flow/eat_015_flow.npz b/data/features/optical_flow/eat_015_flow.npz similarity index 100% rename from features/optical_flow/eat_015_flow.npz rename to data/features/optical_flow/eat_015_flow.npz diff --git a/features/optical_flow/eat_016_aug_flip_flow.npz b/data/features/optical_flow/eat_016_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/eat_016_aug_flip_flow.npz rename to data/features/optical_flow/eat_016_aug_flip_flow.npz diff --git a/features/optical_flow/eat_016_aug_shift_flow.npz b/data/features/optical_flow/eat_016_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/eat_016_aug_shift_flow.npz rename to data/features/optical_flow/eat_016_aug_shift_flow.npz diff --git a/features/optical_flow/eat_016_flow.npz b/data/features/optical_flow/eat_016_flow.npz similarity index 100% rename from features/optical_flow/eat_016_flow.npz rename to data/features/optical_flow/eat_016_flow.npz diff --git a/features/optical_flow/eat_017_aug_rotate_flow.npz b/data/features/optical_flow/eat_017_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/eat_017_aug_rotate_flow.npz rename to data/features/optical_flow/eat_017_aug_rotate_flow.npz diff --git a/features/optical_flow/eat_017_aug_shift_flow.npz b/data/features/optical_flow/eat_017_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/eat_017_aug_shift_flow.npz rename to data/features/optical_flow/eat_017_aug_shift_flow.npz diff --git a/features/optical_flow/eat_017_flow.npz b/data/features/optical_flow/eat_017_flow.npz similarity index 100% rename from features/optical_flow/eat_017_flow.npz rename to data/features/optical_flow/eat_017_flow.npz diff --git a/features/optical_flow/eat_018_flow.npz b/data/features/optical_flow/eat_018_flow.npz similarity index 100% rename from features/optical_flow/eat_018_flow.npz rename to data/features/optical_flow/eat_018_flow.npz diff --git a/features/optical_flow/eat_019_aug_flip_flow.npz b/data/features/optical_flow/eat_019_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/eat_019_aug_flip_flow.npz rename to data/features/optical_flow/eat_019_aug_flip_flow.npz diff --git a/features/optical_flow/eat_019_flow.npz b/data/features/optical_flow/eat_019_flow.npz similarity index 100% rename from features/optical_flow/eat_019_flow.npz rename to data/features/optical_flow/eat_019_flow.npz diff --git a/features/optical_flow/eat_020_aug_rotate_flow.npz b/data/features/optical_flow/eat_020_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/eat_020_aug_rotate_flow.npz rename to data/features/optical_flow/eat_020_aug_rotate_flow.npz diff --git a/features/optical_flow/eat_020_flow.npz b/data/features/optical_flow/eat_020_flow.npz similarity index 100% rename from features/optical_flow/eat_020_flow.npz rename to data/features/optical_flow/eat_020_flow.npz diff --git a/features/optical_flow/eat_021_aug_rotate_flow.npz b/data/features/optical_flow/eat_021_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/eat_021_aug_rotate_flow.npz rename to data/features/optical_flow/eat_021_aug_rotate_flow.npz diff --git a/features/optical_flow/eat_021_aug_shift_flow.npz b/data/features/optical_flow/eat_021_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/eat_021_aug_shift_flow.npz rename to data/features/optical_flow/eat_021_aug_shift_flow.npz diff --git a/features/optical_flow/eat_021_flow.npz b/data/features/optical_flow/eat_021_flow.npz similarity index 100% rename from features/optical_flow/eat_021_flow.npz rename to data/features/optical_flow/eat_021_flow.npz diff --git a/features/optical_flow/eat_022_aug_flip_flow.npz b/data/features/optical_flow/eat_022_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/eat_022_aug_flip_flow.npz rename to data/features/optical_flow/eat_022_aug_flip_flow.npz diff --git a/features/optical_flow/eat_022_flow.npz b/data/features/optical_flow/eat_022_flow.npz similarity index 100% rename from features/optical_flow/eat_022_flow.npz rename to data/features/optical_flow/eat_022_flow.npz diff --git a/features/optical_flow/eat_023_aug_flip_flow.npz b/data/features/optical_flow/eat_023_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/eat_023_aug_flip_flow.npz rename to data/features/optical_flow/eat_023_aug_flip_flow.npz diff --git a/features/optical_flow/eat_023_aug_shift_flow.npz b/data/features/optical_flow/eat_023_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/eat_023_aug_shift_flow.npz rename to data/features/optical_flow/eat_023_aug_shift_flow.npz diff --git a/features/optical_flow/eat_023_flow.npz b/data/features/optical_flow/eat_023_flow.npz similarity index 100% rename from features/optical_flow/eat_023_flow.npz rename to data/features/optical_flow/eat_023_flow.npz diff --git a/features/optical_flow/eat_024_aug_rotate_flow.npz b/data/features/optical_flow/eat_024_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/eat_024_aug_rotate_flow.npz rename to data/features/optical_flow/eat_024_aug_rotate_flow.npz diff --git a/features/optical_flow/eat_024_aug_shift_flow.npz b/data/features/optical_flow/eat_024_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/eat_024_aug_shift_flow.npz rename to data/features/optical_flow/eat_024_aug_shift_flow.npz diff --git a/features/optical_flow/eat_024_flow.npz b/data/features/optical_flow/eat_024_flow.npz similarity index 100% rename from features/optical_flow/eat_024_flow.npz rename to data/features/optical_flow/eat_024_flow.npz diff --git a/features/optical_flow/eat_025_aug_shift_flow.npz b/data/features/optical_flow/eat_025_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/eat_025_aug_shift_flow.npz rename to data/features/optical_flow/eat_025_aug_shift_flow.npz diff --git a/features/optical_flow/eat_025_flow.npz b/data/features/optical_flow/eat_025_flow.npz similarity index 100% rename from features/optical_flow/eat_025_flow.npz rename to data/features/optical_flow/eat_025_flow.npz diff --git a/features/optical_flow/eat_026_aug_shift_flow.npz b/data/features/optical_flow/eat_026_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/eat_026_aug_shift_flow.npz rename to data/features/optical_flow/eat_026_aug_shift_flow.npz diff --git a/features/optical_flow/eat_026_flow.npz b/data/features/optical_flow/eat_026_flow.npz similarity index 100% rename from features/optical_flow/eat_026_flow.npz rename to data/features/optical_flow/eat_026_flow.npz diff --git a/features/optical_flow/eat_027_aug_shift_flow.npz b/data/features/optical_flow/eat_027_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/eat_027_aug_shift_flow.npz rename to data/features/optical_flow/eat_027_aug_shift_flow.npz diff --git a/features/optical_flow/eat_027_flow.npz b/data/features/optical_flow/eat_027_flow.npz similarity index 100% rename from features/optical_flow/eat_027_flow.npz rename to data/features/optical_flow/eat_027_flow.npz diff --git a/features/optical_flow/eat_028_aug_rotate_flow.npz b/data/features/optical_flow/eat_028_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/eat_028_aug_rotate_flow.npz rename to data/features/optical_flow/eat_028_aug_rotate_flow.npz diff --git a/features/optical_flow/eat_028_flow.npz b/data/features/optical_flow/eat_028_flow.npz similarity index 100% rename from features/optical_flow/eat_028_flow.npz rename to data/features/optical_flow/eat_028_flow.npz diff --git a/features/optical_flow/eat_029_aug_flip_flow.npz b/data/features/optical_flow/eat_029_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/eat_029_aug_flip_flow.npz rename to data/features/optical_flow/eat_029_aug_flip_flow.npz diff --git a/features/optical_flow/eat_029_aug_rotate_flow.npz b/data/features/optical_flow/eat_029_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/eat_029_aug_rotate_flow.npz rename to data/features/optical_flow/eat_029_aug_rotate_flow.npz diff --git a/features/optical_flow/eat_029_flow.npz b/data/features/optical_flow/eat_029_flow.npz similarity index 100% rename from features/optical_flow/eat_029_flow.npz rename to data/features/optical_flow/eat_029_flow.npz diff --git a/features/optical_flow/eat_030_aug_rotate_flow.npz b/data/features/optical_flow/eat_030_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/eat_030_aug_rotate_flow.npz rename to data/features/optical_flow/eat_030_aug_rotate_flow.npz diff --git a/features/optical_flow/eat_030_aug_shift_flow.npz b/data/features/optical_flow/eat_030_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/eat_030_aug_shift_flow.npz rename to data/features/optical_flow/eat_030_aug_shift_flow.npz diff --git a/features/optical_flow/eat_030_flow.npz b/data/features/optical_flow/eat_030_flow.npz similarity index 100% rename from features/optical_flow/eat_030_flow.npz rename to data/features/optical_flow/eat_030_flow.npz diff --git a/features/optical_flow/eat_031_aug_rotate_flow.npz b/data/features/optical_flow/eat_031_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/eat_031_aug_rotate_flow.npz rename to data/features/optical_flow/eat_031_aug_rotate_flow.npz diff --git a/features/optical_flow/eat_031_flow.npz b/data/features/optical_flow/eat_031_flow.npz similarity index 100% rename from features/optical_flow/eat_031_flow.npz rename to data/features/optical_flow/eat_031_flow.npz diff --git a/features/optical_flow/eat_032_aug_flip_flow.npz b/data/features/optical_flow/eat_032_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/eat_032_aug_flip_flow.npz rename to data/features/optical_flow/eat_032_aug_flip_flow.npz diff --git a/features/optical_flow/eat_032_aug_rotate_flow.npz b/data/features/optical_flow/eat_032_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/eat_032_aug_rotate_flow.npz rename to data/features/optical_flow/eat_032_aug_rotate_flow.npz diff --git a/features/optical_flow/eat_032_flow.npz b/data/features/optical_flow/eat_032_flow.npz similarity index 100% rename from features/optical_flow/eat_032_flow.npz rename to data/features/optical_flow/eat_032_flow.npz diff --git a/features/optical_flow/eat_033_aug_rotate_flow.npz b/data/features/optical_flow/eat_033_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/eat_033_aug_rotate_flow.npz rename to data/features/optical_flow/eat_033_aug_rotate_flow.npz diff --git a/features/optical_flow/eat_033_aug_shift_flow.npz b/data/features/optical_flow/eat_033_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/eat_033_aug_shift_flow.npz rename to data/features/optical_flow/eat_033_aug_shift_flow.npz diff --git a/features/optical_flow/eat_033_flow.npz b/data/features/optical_flow/eat_033_flow.npz similarity index 100% rename from features/optical_flow/eat_033_flow.npz rename to data/features/optical_flow/eat_033_flow.npz diff --git a/features/optical_flow/eat_034_aug_flip_flow.npz b/data/features/optical_flow/eat_034_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/eat_034_aug_flip_flow.npz rename to data/features/optical_flow/eat_034_aug_flip_flow.npz diff --git a/features/optical_flow/eat_034_aug_shift_flow.npz b/data/features/optical_flow/eat_034_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/eat_034_aug_shift_flow.npz rename to data/features/optical_flow/eat_034_aug_shift_flow.npz diff --git a/features/optical_flow/eat_034_flow.npz b/data/features/optical_flow/eat_034_flow.npz similarity index 100% rename from features/optical_flow/eat_034_flow.npz rename to data/features/optical_flow/eat_034_flow.npz diff --git a/features/optical_flow/eat_035_aug_flip_flow.npz b/data/features/optical_flow/eat_035_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/eat_035_aug_flip_flow.npz rename to data/features/optical_flow/eat_035_aug_flip_flow.npz diff --git a/features/optical_flow/eat_035_aug_rotate_flow.npz b/data/features/optical_flow/eat_035_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/eat_035_aug_rotate_flow.npz rename to data/features/optical_flow/eat_035_aug_rotate_flow.npz diff --git a/features/optical_flow/eat_035_aug_shift_flow.npz b/data/features/optical_flow/eat_035_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/eat_035_aug_shift_flow.npz rename to data/features/optical_flow/eat_035_aug_shift_flow.npz diff --git a/features/optical_flow/eat_035_flow.npz b/data/features/optical_flow/eat_035_flow.npz similarity index 100% rename from features/optical_flow/eat_035_flow.npz rename to data/features/optical_flow/eat_035_flow.npz diff --git a/features/optical_flow/eat_036_aug_flip_flow.npz b/data/features/optical_flow/eat_036_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/eat_036_aug_flip_flow.npz rename to data/features/optical_flow/eat_036_aug_flip_flow.npz diff --git a/features/optical_flow/eat_036_flow.npz b/data/features/optical_flow/eat_036_flow.npz similarity index 100% rename from features/optical_flow/eat_036_flow.npz rename to data/features/optical_flow/eat_036_flow.npz diff --git a/features/optical_flow/eat_037_aug_flip_flow.npz b/data/features/optical_flow/eat_037_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/eat_037_aug_flip_flow.npz rename to data/features/optical_flow/eat_037_aug_flip_flow.npz diff --git a/features/optical_flow/eat_037_aug_rotate_flow.npz b/data/features/optical_flow/eat_037_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/eat_037_aug_rotate_flow.npz rename to data/features/optical_flow/eat_037_aug_rotate_flow.npz diff --git a/features/optical_flow/eat_037_flow.npz b/data/features/optical_flow/eat_037_flow.npz similarity index 100% rename from features/optical_flow/eat_037_flow.npz rename to data/features/optical_flow/eat_037_flow.npz diff --git a/features/optical_flow/fish_001_aug_flip_flow.npz b/data/features/optical_flow/fish_001_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/fish_001_aug_flip_flow.npz rename to data/features/optical_flow/fish_001_aug_flip_flow.npz diff --git a/features/optical_flow/fish_001_aug_rotate_flow.npz b/data/features/optical_flow/fish_001_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/fish_001_aug_rotate_flow.npz rename to data/features/optical_flow/fish_001_aug_rotate_flow.npz diff --git a/features/optical_flow/fish_001_aug_shift_flow.npz b/data/features/optical_flow/fish_001_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/fish_001_aug_shift_flow.npz rename to data/features/optical_flow/fish_001_aug_shift_flow.npz diff --git a/features/optical_flow/fish_001_flow.npz b/data/features/optical_flow/fish_001_flow.npz similarity index 100% rename from features/optical_flow/fish_001_flow.npz rename to data/features/optical_flow/fish_001_flow.npz diff --git a/features/optical_flow/fish_002_aug_flip_flow.npz b/data/features/optical_flow/fish_002_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/fish_002_aug_flip_flow.npz rename to data/features/optical_flow/fish_002_aug_flip_flow.npz diff --git a/features/optical_flow/fish_002_aug_rotate_flow.npz b/data/features/optical_flow/fish_002_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/fish_002_aug_rotate_flow.npz rename to data/features/optical_flow/fish_002_aug_rotate_flow.npz diff --git a/features/optical_flow/fish_002_flow.npz b/data/features/optical_flow/fish_002_flow.npz similarity index 100% rename from features/optical_flow/fish_002_flow.npz rename to data/features/optical_flow/fish_002_flow.npz diff --git a/features/optical_flow/fish_003_aug_flip_flow.npz b/data/features/optical_flow/fish_003_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/fish_003_aug_flip_flow.npz rename to data/features/optical_flow/fish_003_aug_flip_flow.npz diff --git a/features/optical_flow/fish_003_aug_rotate_flow.npz b/data/features/optical_flow/fish_003_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/fish_003_aug_rotate_flow.npz rename to data/features/optical_flow/fish_003_aug_rotate_flow.npz diff --git a/features/optical_flow/fish_003_flow.npz b/data/features/optical_flow/fish_003_flow.npz similarity index 100% rename from features/optical_flow/fish_003_flow.npz rename to data/features/optical_flow/fish_003_flow.npz diff --git a/features/optical_flow/fish_004_aug_flip_flow.npz b/data/features/optical_flow/fish_004_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/fish_004_aug_flip_flow.npz rename to data/features/optical_flow/fish_004_aug_flip_flow.npz diff --git a/features/optical_flow/fish_004_flow.npz b/data/features/optical_flow/fish_004_flow.npz similarity index 100% rename from features/optical_flow/fish_004_flow.npz rename to data/features/optical_flow/fish_004_flow.npz diff --git a/features/optical_flow/fish_005_aug_flip_flow.npz b/data/features/optical_flow/fish_005_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/fish_005_aug_flip_flow.npz rename to data/features/optical_flow/fish_005_aug_flip_flow.npz diff --git a/features/optical_flow/fish_005_aug_rotate_flow.npz b/data/features/optical_flow/fish_005_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/fish_005_aug_rotate_flow.npz rename to data/features/optical_flow/fish_005_aug_rotate_flow.npz diff --git a/features/optical_flow/fish_005_flow.npz b/data/features/optical_flow/fish_005_flow.npz similarity index 100% rename from features/optical_flow/fish_005_flow.npz rename to data/features/optical_flow/fish_005_flow.npz diff --git a/features/optical_flow/fish_006_aug_shift_flow.npz b/data/features/optical_flow/fish_006_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/fish_006_aug_shift_flow.npz rename to data/features/optical_flow/fish_006_aug_shift_flow.npz diff --git a/features/optical_flow/fish_006_flow.npz b/data/features/optical_flow/fish_006_flow.npz similarity index 100% rename from features/optical_flow/fish_006_flow.npz rename to data/features/optical_flow/fish_006_flow.npz diff --git a/features/optical_flow/fish_007_aug_flip_flow.npz b/data/features/optical_flow/fish_007_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/fish_007_aug_flip_flow.npz rename to data/features/optical_flow/fish_007_aug_flip_flow.npz diff --git a/features/optical_flow/fish_007_aug_rotate_flow.npz b/data/features/optical_flow/fish_007_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/fish_007_aug_rotate_flow.npz rename to data/features/optical_flow/fish_007_aug_rotate_flow.npz diff --git a/features/optical_flow/fish_007_aug_shift_flow.npz b/data/features/optical_flow/fish_007_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/fish_007_aug_shift_flow.npz rename to data/features/optical_flow/fish_007_aug_shift_flow.npz diff --git a/features/optical_flow/fish_007_flow.npz b/data/features/optical_flow/fish_007_flow.npz similarity index 100% rename from features/optical_flow/fish_007_flow.npz rename to data/features/optical_flow/fish_007_flow.npz diff --git a/features/optical_flow/fish_008_aug_flip_flow.npz b/data/features/optical_flow/fish_008_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/fish_008_aug_flip_flow.npz rename to data/features/optical_flow/fish_008_aug_flip_flow.npz diff --git a/features/optical_flow/fish_008_aug_shift_flow.npz b/data/features/optical_flow/fish_008_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/fish_008_aug_shift_flow.npz rename to data/features/optical_flow/fish_008_aug_shift_flow.npz diff --git a/features/optical_flow/fish_008_flow.npz b/data/features/optical_flow/fish_008_flow.npz similarity index 100% rename from features/optical_flow/fish_008_flow.npz rename to data/features/optical_flow/fish_008_flow.npz diff --git a/features/optical_flow/fish_009_aug_rotate_flow.npz b/data/features/optical_flow/fish_009_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/fish_009_aug_rotate_flow.npz rename to data/features/optical_flow/fish_009_aug_rotate_flow.npz diff --git a/features/optical_flow/fish_009_aug_shift_flow.npz b/data/features/optical_flow/fish_009_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/fish_009_aug_shift_flow.npz rename to data/features/optical_flow/fish_009_aug_shift_flow.npz diff --git a/features/optical_flow/fish_009_flow.npz b/data/features/optical_flow/fish_009_flow.npz similarity index 100% rename from features/optical_flow/fish_009_flow.npz rename to data/features/optical_flow/fish_009_flow.npz diff --git a/features/optical_flow/fish_010_aug_rotate_flow.npz b/data/features/optical_flow/fish_010_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/fish_010_aug_rotate_flow.npz rename to data/features/optical_flow/fish_010_aug_rotate_flow.npz diff --git a/features/optical_flow/fish_010_aug_shift_flow.npz b/data/features/optical_flow/fish_010_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/fish_010_aug_shift_flow.npz rename to data/features/optical_flow/fish_010_aug_shift_flow.npz diff --git a/features/optical_flow/fish_010_flow.npz b/data/features/optical_flow/fish_010_flow.npz similarity index 100% rename from features/optical_flow/fish_010_flow.npz rename to data/features/optical_flow/fish_010_flow.npz diff --git a/features/optical_flow/fish_011_aug_flip_flow.npz b/data/features/optical_flow/fish_011_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/fish_011_aug_flip_flow.npz rename to data/features/optical_flow/fish_011_aug_flip_flow.npz diff --git a/features/optical_flow/fish_011_aug_shift_flow.npz b/data/features/optical_flow/fish_011_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/fish_011_aug_shift_flow.npz rename to data/features/optical_flow/fish_011_aug_shift_flow.npz diff --git a/features/optical_flow/fish_011_flow.npz b/data/features/optical_flow/fish_011_flow.npz similarity index 100% rename from features/optical_flow/fish_011_flow.npz rename to data/features/optical_flow/fish_011_flow.npz diff --git a/features/optical_flow/fish_012_aug_flip_flow.npz b/data/features/optical_flow/fish_012_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/fish_012_aug_flip_flow.npz rename to data/features/optical_flow/fish_012_aug_flip_flow.npz diff --git a/features/optical_flow/fish_012_flow.npz b/data/features/optical_flow/fish_012_flow.npz similarity index 100% rename from features/optical_flow/fish_012_flow.npz rename to data/features/optical_flow/fish_012_flow.npz diff --git a/features/optical_flow/fish_013_aug_rotate_flow.npz b/data/features/optical_flow/fish_013_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/fish_013_aug_rotate_flow.npz rename to data/features/optical_flow/fish_013_aug_rotate_flow.npz diff --git a/features/optical_flow/fish_013_flow.npz b/data/features/optical_flow/fish_013_flow.npz similarity index 100% rename from features/optical_flow/fish_013_flow.npz rename to data/features/optical_flow/fish_013_flow.npz diff --git a/features/optical_flow/fish_014_aug_flip_flow.npz b/data/features/optical_flow/fish_014_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/fish_014_aug_flip_flow.npz rename to data/features/optical_flow/fish_014_aug_flip_flow.npz diff --git a/features/optical_flow/fish_014_aug_rotate_flow.npz b/data/features/optical_flow/fish_014_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/fish_014_aug_rotate_flow.npz rename to data/features/optical_flow/fish_014_aug_rotate_flow.npz diff --git a/features/optical_flow/fish_014_flow.npz b/data/features/optical_flow/fish_014_flow.npz similarity index 100% rename from features/optical_flow/fish_014_flow.npz rename to data/features/optical_flow/fish_014_flow.npz diff --git a/features/optical_flow/fish_015_aug_rotate_flow.npz b/data/features/optical_flow/fish_015_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/fish_015_aug_rotate_flow.npz rename to data/features/optical_flow/fish_015_aug_rotate_flow.npz diff --git a/features/optical_flow/fish_015_aug_shift_flow.npz b/data/features/optical_flow/fish_015_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/fish_015_aug_shift_flow.npz rename to data/features/optical_flow/fish_015_aug_shift_flow.npz diff --git a/features/optical_flow/fish_015_flow.npz b/data/features/optical_flow/fish_015_flow.npz similarity index 100% rename from features/optical_flow/fish_015_flow.npz rename to data/features/optical_flow/fish_015_flow.npz diff --git a/features/optical_flow/fish_016_flow.npz b/data/features/optical_flow/fish_016_flow.npz similarity index 100% rename from features/optical_flow/fish_016_flow.npz rename to data/features/optical_flow/fish_016_flow.npz diff --git a/features/optical_flow/fish_017_aug_shift_flow.npz b/data/features/optical_flow/fish_017_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/fish_017_aug_shift_flow.npz rename to data/features/optical_flow/fish_017_aug_shift_flow.npz diff --git a/features/optical_flow/fish_017_flow.npz b/data/features/optical_flow/fish_017_flow.npz similarity index 100% rename from features/optical_flow/fish_017_flow.npz rename to data/features/optical_flow/fish_017_flow.npz diff --git a/features/optical_flow/fish_018_aug_flip_flow.npz b/data/features/optical_flow/fish_018_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/fish_018_aug_flip_flow.npz rename to data/features/optical_flow/fish_018_aug_flip_flow.npz diff --git a/features/optical_flow/fish_018_aug_rotate_flow.npz b/data/features/optical_flow/fish_018_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/fish_018_aug_rotate_flow.npz rename to data/features/optical_flow/fish_018_aug_rotate_flow.npz diff --git a/features/optical_flow/fish_018_aug_shift_flow.npz b/data/features/optical_flow/fish_018_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/fish_018_aug_shift_flow.npz rename to data/features/optical_flow/fish_018_aug_shift_flow.npz diff --git a/features/optical_flow/fish_018_flow.npz b/data/features/optical_flow/fish_018_flow.npz similarity index 100% rename from features/optical_flow/fish_018_flow.npz rename to data/features/optical_flow/fish_018_flow.npz diff --git a/features/optical_flow/fish_019_aug_flip_flow.npz b/data/features/optical_flow/fish_019_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/fish_019_aug_flip_flow.npz rename to data/features/optical_flow/fish_019_aug_flip_flow.npz diff --git a/features/optical_flow/fish_019_aug_rotate_flow.npz b/data/features/optical_flow/fish_019_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/fish_019_aug_rotate_flow.npz rename to data/features/optical_flow/fish_019_aug_rotate_flow.npz diff --git a/features/optical_flow/fish_019_aug_shift_flow.npz b/data/features/optical_flow/fish_019_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/fish_019_aug_shift_flow.npz rename to data/features/optical_flow/fish_019_aug_shift_flow.npz diff --git a/features/optical_flow/fish_019_flow.npz b/data/features/optical_flow/fish_019_flow.npz similarity index 100% rename from features/optical_flow/fish_019_flow.npz rename to data/features/optical_flow/fish_019_flow.npz diff --git a/features/optical_flow/fish_020_aug_flip_flow.npz b/data/features/optical_flow/fish_020_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/fish_020_aug_flip_flow.npz rename to data/features/optical_flow/fish_020_aug_flip_flow.npz diff --git a/features/optical_flow/fish_020_aug_rotate_flow.npz b/data/features/optical_flow/fish_020_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/fish_020_aug_rotate_flow.npz rename to data/features/optical_flow/fish_020_aug_rotate_flow.npz diff --git a/features/optical_flow/fish_020_flow.npz b/data/features/optical_flow/fish_020_flow.npz similarity index 100% rename from features/optical_flow/fish_020_flow.npz rename to data/features/optical_flow/fish_020_flow.npz diff --git a/features/optical_flow/fish_021_aug_flip_flow.npz b/data/features/optical_flow/fish_021_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/fish_021_aug_flip_flow.npz rename to data/features/optical_flow/fish_021_aug_flip_flow.npz diff --git a/features/optical_flow/fish_021_aug_shift_flow.npz b/data/features/optical_flow/fish_021_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/fish_021_aug_shift_flow.npz rename to data/features/optical_flow/fish_021_aug_shift_flow.npz diff --git a/features/optical_flow/fish_021_flow.npz b/data/features/optical_flow/fish_021_flow.npz similarity index 100% rename from features/optical_flow/fish_021_flow.npz rename to data/features/optical_flow/fish_021_flow.npz diff --git a/features/optical_flow/fish_022_aug_flip_flow.npz b/data/features/optical_flow/fish_022_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/fish_022_aug_flip_flow.npz rename to data/features/optical_flow/fish_022_aug_flip_flow.npz diff --git a/features/optical_flow/fish_022_aug_rotate_flow.npz b/data/features/optical_flow/fish_022_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/fish_022_aug_rotate_flow.npz rename to data/features/optical_flow/fish_022_aug_rotate_flow.npz diff --git a/features/optical_flow/fish_022_flow.npz b/data/features/optical_flow/fish_022_flow.npz similarity index 100% rename from features/optical_flow/fish_022_flow.npz rename to data/features/optical_flow/fish_022_flow.npz diff --git a/features/optical_flow/fish_023_aug_flip_flow.npz b/data/features/optical_flow/fish_023_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/fish_023_aug_flip_flow.npz rename to data/features/optical_flow/fish_023_aug_flip_flow.npz diff --git a/features/optical_flow/fish_023_aug_shift_flow.npz b/data/features/optical_flow/fish_023_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/fish_023_aug_shift_flow.npz rename to data/features/optical_flow/fish_023_aug_shift_flow.npz diff --git a/features/optical_flow/fish_023_flow.npz b/data/features/optical_flow/fish_023_flow.npz similarity index 100% rename from features/optical_flow/fish_023_flow.npz rename to data/features/optical_flow/fish_023_flow.npz diff --git a/features/optical_flow/fish_024_aug_rotate_flow.npz b/data/features/optical_flow/fish_024_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/fish_024_aug_rotate_flow.npz rename to data/features/optical_flow/fish_024_aug_rotate_flow.npz diff --git a/features/optical_flow/fish_024_aug_shift_flow.npz b/data/features/optical_flow/fish_024_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/fish_024_aug_shift_flow.npz rename to data/features/optical_flow/fish_024_aug_shift_flow.npz diff --git a/features/optical_flow/fish_024_flow.npz b/data/features/optical_flow/fish_024_flow.npz similarity index 100% rename from features/optical_flow/fish_024_flow.npz rename to data/features/optical_flow/fish_024_flow.npz diff --git a/features/optical_flow/fish_025_aug_flip_flow.npz b/data/features/optical_flow/fish_025_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/fish_025_aug_flip_flow.npz rename to data/features/optical_flow/fish_025_aug_flip_flow.npz diff --git a/features/optical_flow/fish_025_aug_shift_flow.npz b/data/features/optical_flow/fish_025_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/fish_025_aug_shift_flow.npz rename to data/features/optical_flow/fish_025_aug_shift_flow.npz diff --git a/features/optical_flow/fish_025_flow.npz b/data/features/optical_flow/fish_025_flow.npz similarity index 100% rename from features/optical_flow/fish_025_flow.npz rename to data/features/optical_flow/fish_025_flow.npz diff --git a/features/optical_flow/fish_026_aug_shift_flow.npz b/data/features/optical_flow/fish_026_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/fish_026_aug_shift_flow.npz rename to data/features/optical_flow/fish_026_aug_shift_flow.npz diff --git a/features/optical_flow/fish_026_flow.npz b/data/features/optical_flow/fish_026_flow.npz similarity index 100% rename from features/optical_flow/fish_026_flow.npz rename to data/features/optical_flow/fish_026_flow.npz diff --git a/features/optical_flow/fish_027_aug_flip_flow.npz b/data/features/optical_flow/fish_027_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/fish_027_aug_flip_flow.npz rename to data/features/optical_flow/fish_027_aug_flip_flow.npz diff --git a/features/optical_flow/fish_027_aug_shift_flow.npz b/data/features/optical_flow/fish_027_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/fish_027_aug_shift_flow.npz rename to data/features/optical_flow/fish_027_aug_shift_flow.npz diff --git a/features/optical_flow/fish_027_flow.npz b/data/features/optical_flow/fish_027_flow.npz similarity index 100% rename from features/optical_flow/fish_027_flow.npz rename to data/features/optical_flow/fish_027_flow.npz diff --git a/features/optical_flow/fish_028_aug_flip_flow.npz b/data/features/optical_flow/fish_028_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/fish_028_aug_flip_flow.npz rename to data/features/optical_flow/fish_028_aug_flip_flow.npz diff --git a/features/optical_flow/fish_028_aug_shift_flow.npz b/data/features/optical_flow/fish_028_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/fish_028_aug_shift_flow.npz rename to data/features/optical_flow/fish_028_aug_shift_flow.npz diff --git a/features/optical_flow/fish_028_flow.npz b/data/features/optical_flow/fish_028_flow.npz similarity index 100% rename from features/optical_flow/fish_028_flow.npz rename to data/features/optical_flow/fish_028_flow.npz diff --git a/features/optical_flow/fish_029_flow.npz b/data/features/optical_flow/fish_029_flow.npz similarity index 100% rename from features/optical_flow/fish_029_flow.npz rename to data/features/optical_flow/fish_029_flow.npz diff --git a/features/optical_flow/fish_030_aug_rotate_flow.npz b/data/features/optical_flow/fish_030_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/fish_030_aug_rotate_flow.npz rename to data/features/optical_flow/fish_030_aug_rotate_flow.npz diff --git a/features/optical_flow/fish_030_aug_shift_flow.npz b/data/features/optical_flow/fish_030_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/fish_030_aug_shift_flow.npz rename to data/features/optical_flow/fish_030_aug_shift_flow.npz diff --git a/features/optical_flow/fish_030_flow.npz b/data/features/optical_flow/fish_030_flow.npz similarity index 100% rename from features/optical_flow/fish_030_flow.npz rename to data/features/optical_flow/fish_030_flow.npz diff --git a/features/optical_flow/fish_031_aug_flip_flow.npz b/data/features/optical_flow/fish_031_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/fish_031_aug_flip_flow.npz rename to data/features/optical_flow/fish_031_aug_flip_flow.npz diff --git a/features/optical_flow/fish_031_aug_rotate_flow.npz b/data/features/optical_flow/fish_031_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/fish_031_aug_rotate_flow.npz rename to data/features/optical_flow/fish_031_aug_rotate_flow.npz diff --git a/features/optical_flow/fish_031_flow.npz b/data/features/optical_flow/fish_031_flow.npz similarity index 100% rename from features/optical_flow/fish_031_flow.npz rename to data/features/optical_flow/fish_031_flow.npz diff --git a/features/optical_flow/fish_032_aug_flip_flow.npz b/data/features/optical_flow/fish_032_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/fish_032_aug_flip_flow.npz rename to data/features/optical_flow/fish_032_aug_flip_flow.npz diff --git a/features/optical_flow/fish_032_flow.npz b/data/features/optical_flow/fish_032_flow.npz similarity index 100% rename from features/optical_flow/fish_032_flow.npz rename to data/features/optical_flow/fish_032_flow.npz diff --git a/features/optical_flow/fish_033_aug_rotate_flow.npz b/data/features/optical_flow/fish_033_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/fish_033_aug_rotate_flow.npz rename to data/features/optical_flow/fish_033_aug_rotate_flow.npz diff --git a/features/optical_flow/fish_033_aug_shift_flow.npz b/data/features/optical_flow/fish_033_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/fish_033_aug_shift_flow.npz rename to data/features/optical_flow/fish_033_aug_shift_flow.npz diff --git a/features/optical_flow/fish_033_flow.npz b/data/features/optical_flow/fish_033_flow.npz similarity index 100% rename from features/optical_flow/fish_033_flow.npz rename to data/features/optical_flow/fish_033_flow.npz diff --git a/features/optical_flow/fish_034_aug_rotate_flow.npz b/data/features/optical_flow/fish_034_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/fish_034_aug_rotate_flow.npz rename to data/features/optical_flow/fish_034_aug_rotate_flow.npz diff --git a/features/optical_flow/fish_034_aug_shift_flow.npz b/data/features/optical_flow/fish_034_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/fish_034_aug_shift_flow.npz rename to data/features/optical_flow/fish_034_aug_shift_flow.npz diff --git a/features/optical_flow/fish_034_flow.npz b/data/features/optical_flow/fish_034_flow.npz similarity index 100% rename from features/optical_flow/fish_034_flow.npz rename to data/features/optical_flow/fish_034_flow.npz diff --git a/features/optical_flow/fish_035_aug_rotate_flow.npz b/data/features/optical_flow/fish_035_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/fish_035_aug_rotate_flow.npz rename to data/features/optical_flow/fish_035_aug_rotate_flow.npz diff --git a/features/optical_flow/fish_035_aug_shift_flow.npz b/data/features/optical_flow/fish_035_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/fish_035_aug_shift_flow.npz rename to data/features/optical_flow/fish_035_aug_shift_flow.npz diff --git a/features/optical_flow/fish_035_flow.npz b/data/features/optical_flow/fish_035_flow.npz similarity index 100% rename from features/optical_flow/fish_035_flow.npz rename to data/features/optical_flow/fish_035_flow.npz diff --git a/features/optical_flow/fish_036_aug_rotate_flow.npz b/data/features/optical_flow/fish_036_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/fish_036_aug_rotate_flow.npz rename to data/features/optical_flow/fish_036_aug_rotate_flow.npz diff --git a/features/optical_flow/fish_036_aug_shift_flow.npz b/data/features/optical_flow/fish_036_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/fish_036_aug_shift_flow.npz rename to data/features/optical_flow/fish_036_aug_shift_flow.npz diff --git a/features/optical_flow/fish_036_flow.npz b/data/features/optical_flow/fish_036_flow.npz similarity index 100% rename from features/optical_flow/fish_036_flow.npz rename to data/features/optical_flow/fish_036_flow.npz diff --git a/features/optical_flow/fish_037_aug_flip_flow.npz b/data/features/optical_flow/fish_037_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/fish_037_aug_flip_flow.npz rename to data/features/optical_flow/fish_037_aug_flip_flow.npz diff --git a/features/optical_flow/fish_037_aug_rotate_flow.npz b/data/features/optical_flow/fish_037_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/fish_037_aug_rotate_flow.npz rename to data/features/optical_flow/fish_037_aug_rotate_flow.npz diff --git a/features/optical_flow/fish_037_aug_shift_flow.npz b/data/features/optical_flow/fish_037_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/fish_037_aug_shift_flow.npz rename to data/features/optical_flow/fish_037_aug_shift_flow.npz diff --git a/features/optical_flow/fish_037_flow.npz b/data/features/optical_flow/fish_037_flow.npz similarity index 100% rename from features/optical_flow/fish_037_flow.npz rename to data/features/optical_flow/fish_037_flow.npz diff --git a/features/optical_flow/like_001_aug_flip_flow.npz b/data/features/optical_flow/like_001_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/like_001_aug_flip_flow.npz rename to data/features/optical_flow/like_001_aug_flip_flow.npz diff --git a/features/optical_flow/like_001_aug_rotate_flow.npz b/data/features/optical_flow/like_001_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/like_001_aug_rotate_flow.npz rename to data/features/optical_flow/like_001_aug_rotate_flow.npz diff --git a/features/optical_flow/like_001_flow.npz b/data/features/optical_flow/like_001_flow.npz similarity index 100% rename from features/optical_flow/like_001_flow.npz rename to data/features/optical_flow/like_001_flow.npz diff --git a/features/optical_flow/like_002_aug_shift_flow.npz b/data/features/optical_flow/like_002_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/like_002_aug_shift_flow.npz rename to data/features/optical_flow/like_002_aug_shift_flow.npz diff --git a/features/optical_flow/like_002_flow.npz b/data/features/optical_flow/like_002_flow.npz similarity index 100% rename from features/optical_flow/like_002_flow.npz rename to data/features/optical_flow/like_002_flow.npz diff --git a/features/optical_flow/like_003_aug_flip_flow.npz b/data/features/optical_flow/like_003_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/like_003_aug_flip_flow.npz rename to data/features/optical_flow/like_003_aug_flip_flow.npz diff --git a/features/optical_flow/like_003_aug_rotate_flow.npz b/data/features/optical_flow/like_003_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/like_003_aug_rotate_flow.npz rename to data/features/optical_flow/like_003_aug_rotate_flow.npz diff --git a/features/optical_flow/like_003_flow.npz b/data/features/optical_flow/like_003_flow.npz similarity index 100% rename from features/optical_flow/like_003_flow.npz rename to data/features/optical_flow/like_003_flow.npz diff --git a/features/optical_flow/like_004_aug_shift_flow.npz b/data/features/optical_flow/like_004_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/like_004_aug_shift_flow.npz rename to data/features/optical_flow/like_004_aug_shift_flow.npz diff --git a/features/optical_flow/like_004_flow.npz b/data/features/optical_flow/like_004_flow.npz similarity index 100% rename from features/optical_flow/like_004_flow.npz rename to data/features/optical_flow/like_004_flow.npz diff --git a/features/optical_flow/like_005_aug_flip_flow.npz b/data/features/optical_flow/like_005_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/like_005_aug_flip_flow.npz rename to data/features/optical_flow/like_005_aug_flip_flow.npz diff --git a/features/optical_flow/like_005_aug_rotate_flow.npz b/data/features/optical_flow/like_005_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/like_005_aug_rotate_flow.npz rename to data/features/optical_flow/like_005_aug_rotate_flow.npz diff --git a/features/optical_flow/like_005_aug_shift_flow.npz b/data/features/optical_flow/like_005_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/like_005_aug_shift_flow.npz rename to data/features/optical_flow/like_005_aug_shift_flow.npz diff --git a/features/optical_flow/like_005_flow.npz b/data/features/optical_flow/like_005_flow.npz similarity index 100% rename from features/optical_flow/like_005_flow.npz rename to data/features/optical_flow/like_005_flow.npz diff --git a/features/optical_flow/like_006_aug_rotate_flow.npz b/data/features/optical_flow/like_006_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/like_006_aug_rotate_flow.npz rename to data/features/optical_flow/like_006_aug_rotate_flow.npz diff --git a/features/optical_flow/like_006_flow.npz b/data/features/optical_flow/like_006_flow.npz similarity index 100% rename from features/optical_flow/like_006_flow.npz rename to data/features/optical_flow/like_006_flow.npz diff --git a/features/optical_flow/like_007_aug_flip_flow.npz b/data/features/optical_flow/like_007_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/like_007_aug_flip_flow.npz rename to data/features/optical_flow/like_007_aug_flip_flow.npz diff --git a/features/optical_flow/like_007_aug_shift_flow.npz b/data/features/optical_flow/like_007_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/like_007_aug_shift_flow.npz rename to data/features/optical_flow/like_007_aug_shift_flow.npz diff --git a/features/optical_flow/like_007_flow.npz b/data/features/optical_flow/like_007_flow.npz similarity index 100% rename from features/optical_flow/like_007_flow.npz rename to data/features/optical_flow/like_007_flow.npz diff --git a/features/optical_flow/like_008_aug_flip_flow.npz b/data/features/optical_flow/like_008_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/like_008_aug_flip_flow.npz rename to data/features/optical_flow/like_008_aug_flip_flow.npz diff --git a/features/optical_flow/like_008_aug_rotate_flow.npz b/data/features/optical_flow/like_008_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/like_008_aug_rotate_flow.npz rename to data/features/optical_flow/like_008_aug_rotate_flow.npz diff --git a/features/optical_flow/like_008_aug_shift_flow.npz b/data/features/optical_flow/like_008_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/like_008_aug_shift_flow.npz rename to data/features/optical_flow/like_008_aug_shift_flow.npz diff --git a/features/optical_flow/like_008_flow.npz b/data/features/optical_flow/like_008_flow.npz similarity index 100% rename from features/optical_flow/like_008_flow.npz rename to data/features/optical_flow/like_008_flow.npz diff --git a/features/optical_flow/like_009_aug_flip_flow.npz b/data/features/optical_flow/like_009_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/like_009_aug_flip_flow.npz rename to data/features/optical_flow/like_009_aug_flip_flow.npz diff --git a/features/optical_flow/like_009_aug_rotate_flow.npz b/data/features/optical_flow/like_009_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/like_009_aug_rotate_flow.npz rename to data/features/optical_flow/like_009_aug_rotate_flow.npz diff --git a/features/optical_flow/like_009_flow.npz b/data/features/optical_flow/like_009_flow.npz similarity index 100% rename from features/optical_flow/like_009_flow.npz rename to data/features/optical_flow/like_009_flow.npz diff --git a/features/optical_flow/like_010_aug_shift_flow.npz b/data/features/optical_flow/like_010_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/like_010_aug_shift_flow.npz rename to data/features/optical_flow/like_010_aug_shift_flow.npz diff --git a/features/optical_flow/like_010_flow.npz b/data/features/optical_flow/like_010_flow.npz similarity index 100% rename from features/optical_flow/like_010_flow.npz rename to data/features/optical_flow/like_010_flow.npz diff --git a/features/optical_flow/like_011_aug_flip_flow.npz b/data/features/optical_flow/like_011_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/like_011_aug_flip_flow.npz rename to data/features/optical_flow/like_011_aug_flip_flow.npz diff --git a/features/optical_flow/like_011_flow.npz b/data/features/optical_flow/like_011_flow.npz similarity index 100% rename from features/optical_flow/like_011_flow.npz rename to data/features/optical_flow/like_011_flow.npz diff --git a/features/optical_flow/like_012_aug_flip_flow.npz b/data/features/optical_flow/like_012_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/like_012_aug_flip_flow.npz rename to data/features/optical_flow/like_012_aug_flip_flow.npz diff --git a/features/optical_flow/like_012_flow.npz b/data/features/optical_flow/like_012_flow.npz similarity index 100% rename from features/optical_flow/like_012_flow.npz rename to data/features/optical_flow/like_012_flow.npz diff --git a/features/optical_flow/like_013_aug_flip_flow.npz b/data/features/optical_flow/like_013_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/like_013_aug_flip_flow.npz rename to data/features/optical_flow/like_013_aug_flip_flow.npz diff --git a/features/optical_flow/like_013_flow.npz b/data/features/optical_flow/like_013_flow.npz similarity index 100% rename from features/optical_flow/like_013_flow.npz rename to data/features/optical_flow/like_013_flow.npz diff --git a/features/optical_flow/like_014_aug_flip_flow.npz b/data/features/optical_flow/like_014_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/like_014_aug_flip_flow.npz rename to data/features/optical_flow/like_014_aug_flip_flow.npz diff --git a/features/optical_flow/like_014_flow.npz b/data/features/optical_flow/like_014_flow.npz similarity index 100% rename from features/optical_flow/like_014_flow.npz rename to data/features/optical_flow/like_014_flow.npz diff --git a/features/optical_flow/like_015_aug_flip_flow.npz b/data/features/optical_flow/like_015_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/like_015_aug_flip_flow.npz rename to data/features/optical_flow/like_015_aug_flip_flow.npz diff --git a/features/optical_flow/like_015_aug_rotate_flow.npz b/data/features/optical_flow/like_015_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/like_015_aug_rotate_flow.npz rename to data/features/optical_flow/like_015_aug_rotate_flow.npz diff --git a/features/optical_flow/like_015_flow.npz b/data/features/optical_flow/like_015_flow.npz similarity index 100% rename from features/optical_flow/like_015_flow.npz rename to data/features/optical_flow/like_015_flow.npz diff --git a/features/optical_flow/like_016_aug_flip_flow.npz b/data/features/optical_flow/like_016_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/like_016_aug_flip_flow.npz rename to data/features/optical_flow/like_016_aug_flip_flow.npz diff --git a/features/optical_flow/like_016_aug_rotate_flow.npz b/data/features/optical_flow/like_016_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/like_016_aug_rotate_flow.npz rename to data/features/optical_flow/like_016_aug_rotate_flow.npz diff --git a/features/optical_flow/like_016_aug_shift_flow.npz b/data/features/optical_flow/like_016_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/like_016_aug_shift_flow.npz rename to data/features/optical_flow/like_016_aug_shift_flow.npz diff --git a/features/optical_flow/like_016_flow.npz b/data/features/optical_flow/like_016_flow.npz similarity index 100% rename from features/optical_flow/like_016_flow.npz rename to data/features/optical_flow/like_016_flow.npz diff --git a/features/optical_flow/like_017_flow.npz b/data/features/optical_flow/like_017_flow.npz similarity index 100% rename from features/optical_flow/like_017_flow.npz rename to data/features/optical_flow/like_017_flow.npz diff --git a/features/optical_flow/like_018_aug_rotate_flow.npz b/data/features/optical_flow/like_018_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/like_018_aug_rotate_flow.npz rename to data/features/optical_flow/like_018_aug_rotate_flow.npz diff --git a/features/optical_flow/like_018_flow.npz b/data/features/optical_flow/like_018_flow.npz similarity index 100% rename from features/optical_flow/like_018_flow.npz rename to data/features/optical_flow/like_018_flow.npz diff --git a/features/optical_flow/like_019_aug_flip_flow.npz b/data/features/optical_flow/like_019_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/like_019_aug_flip_flow.npz rename to data/features/optical_flow/like_019_aug_flip_flow.npz diff --git a/features/optical_flow/like_019_aug_rotate_flow.npz b/data/features/optical_flow/like_019_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/like_019_aug_rotate_flow.npz rename to data/features/optical_flow/like_019_aug_rotate_flow.npz diff --git a/features/optical_flow/like_019_aug_shift_flow.npz b/data/features/optical_flow/like_019_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/like_019_aug_shift_flow.npz rename to data/features/optical_flow/like_019_aug_shift_flow.npz diff --git a/features/optical_flow/like_019_flow.npz b/data/features/optical_flow/like_019_flow.npz similarity index 100% rename from features/optical_flow/like_019_flow.npz rename to data/features/optical_flow/like_019_flow.npz diff --git a/features/optical_flow/like_020_aug_flip_flow.npz b/data/features/optical_flow/like_020_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/like_020_aug_flip_flow.npz rename to data/features/optical_flow/like_020_aug_flip_flow.npz diff --git a/features/optical_flow/like_020_aug_rotate_flow.npz b/data/features/optical_flow/like_020_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/like_020_aug_rotate_flow.npz rename to data/features/optical_flow/like_020_aug_rotate_flow.npz diff --git a/features/optical_flow/like_020_aug_shift_flow.npz b/data/features/optical_flow/like_020_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/like_020_aug_shift_flow.npz rename to data/features/optical_flow/like_020_aug_shift_flow.npz diff --git a/features/optical_flow/like_020_flow.npz b/data/features/optical_flow/like_020_flow.npz similarity index 100% rename from features/optical_flow/like_020_flow.npz rename to data/features/optical_flow/like_020_flow.npz diff --git a/features/optical_flow/like_021_aug_rotate_flow.npz b/data/features/optical_flow/like_021_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/like_021_aug_rotate_flow.npz rename to data/features/optical_flow/like_021_aug_rotate_flow.npz diff --git a/features/optical_flow/like_021_aug_shift_flow.npz b/data/features/optical_flow/like_021_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/like_021_aug_shift_flow.npz rename to data/features/optical_flow/like_021_aug_shift_flow.npz diff --git a/features/optical_flow/like_021_flow.npz b/data/features/optical_flow/like_021_flow.npz similarity index 100% rename from features/optical_flow/like_021_flow.npz rename to data/features/optical_flow/like_021_flow.npz diff --git a/features/optical_flow/like_022_aug_flip_flow.npz b/data/features/optical_flow/like_022_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/like_022_aug_flip_flow.npz rename to data/features/optical_flow/like_022_aug_flip_flow.npz diff --git a/features/optical_flow/like_022_aug_rotate_flow.npz b/data/features/optical_flow/like_022_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/like_022_aug_rotate_flow.npz rename to data/features/optical_flow/like_022_aug_rotate_flow.npz diff --git a/features/optical_flow/like_022_flow.npz b/data/features/optical_flow/like_022_flow.npz similarity index 100% rename from features/optical_flow/like_022_flow.npz rename to data/features/optical_flow/like_022_flow.npz diff --git a/features/optical_flow/like_023_aug_flip_flow.npz b/data/features/optical_flow/like_023_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/like_023_aug_flip_flow.npz rename to data/features/optical_flow/like_023_aug_flip_flow.npz diff --git a/features/optical_flow/like_023_flow.npz b/data/features/optical_flow/like_023_flow.npz similarity index 100% rename from features/optical_flow/like_023_flow.npz rename to data/features/optical_flow/like_023_flow.npz diff --git a/features/optical_flow/like_024_aug_flip_flow.npz b/data/features/optical_flow/like_024_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/like_024_aug_flip_flow.npz rename to data/features/optical_flow/like_024_aug_flip_flow.npz diff --git a/features/optical_flow/like_024_flow.npz b/data/features/optical_flow/like_024_flow.npz similarity index 100% rename from features/optical_flow/like_024_flow.npz rename to data/features/optical_flow/like_024_flow.npz diff --git a/features/optical_flow/like_025_aug_flip_flow.npz b/data/features/optical_flow/like_025_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/like_025_aug_flip_flow.npz rename to data/features/optical_flow/like_025_aug_flip_flow.npz diff --git a/features/optical_flow/like_025_aug_shift_flow.npz b/data/features/optical_flow/like_025_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/like_025_aug_shift_flow.npz rename to data/features/optical_flow/like_025_aug_shift_flow.npz diff --git a/features/optical_flow/like_025_flow.npz b/data/features/optical_flow/like_025_flow.npz similarity index 100% rename from features/optical_flow/like_025_flow.npz rename to data/features/optical_flow/like_025_flow.npz diff --git a/features/optical_flow/like_026_aug_flip_flow.npz b/data/features/optical_flow/like_026_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/like_026_aug_flip_flow.npz rename to data/features/optical_flow/like_026_aug_flip_flow.npz diff --git a/features/optical_flow/like_026_aug_rotate_flow.npz b/data/features/optical_flow/like_026_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/like_026_aug_rotate_flow.npz rename to data/features/optical_flow/like_026_aug_rotate_flow.npz diff --git a/features/optical_flow/like_026_aug_shift_flow.npz b/data/features/optical_flow/like_026_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/like_026_aug_shift_flow.npz rename to data/features/optical_flow/like_026_aug_shift_flow.npz diff --git a/features/optical_flow/like_026_flow.npz b/data/features/optical_flow/like_026_flow.npz similarity index 100% rename from features/optical_flow/like_026_flow.npz rename to data/features/optical_flow/like_026_flow.npz diff --git a/features/optical_flow/like_027_flow.npz b/data/features/optical_flow/like_027_flow.npz similarity index 100% rename from features/optical_flow/like_027_flow.npz rename to data/features/optical_flow/like_027_flow.npz diff --git a/features/optical_flow/like_028_aug_flip_flow.npz b/data/features/optical_flow/like_028_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/like_028_aug_flip_flow.npz rename to data/features/optical_flow/like_028_aug_flip_flow.npz diff --git a/features/optical_flow/like_028_aug_rotate_flow.npz b/data/features/optical_flow/like_028_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/like_028_aug_rotate_flow.npz rename to data/features/optical_flow/like_028_aug_rotate_flow.npz diff --git a/features/optical_flow/like_028_aug_shift_flow.npz b/data/features/optical_flow/like_028_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/like_028_aug_shift_flow.npz rename to data/features/optical_flow/like_028_aug_shift_flow.npz diff --git a/features/optical_flow/like_028_flow.npz b/data/features/optical_flow/like_028_flow.npz similarity index 100% rename from features/optical_flow/like_028_flow.npz rename to data/features/optical_flow/like_028_flow.npz diff --git a/features/optical_flow/like_029_aug_flip_flow.npz b/data/features/optical_flow/like_029_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/like_029_aug_flip_flow.npz rename to data/features/optical_flow/like_029_aug_flip_flow.npz diff --git a/features/optical_flow/like_029_aug_shift_flow.npz b/data/features/optical_flow/like_029_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/like_029_aug_shift_flow.npz rename to data/features/optical_flow/like_029_aug_shift_flow.npz diff --git a/features/optical_flow/like_029_flow.npz b/data/features/optical_flow/like_029_flow.npz similarity index 100% rename from features/optical_flow/like_029_flow.npz rename to data/features/optical_flow/like_029_flow.npz diff --git a/features/optical_flow/like_030_aug_rotate_flow.npz b/data/features/optical_flow/like_030_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/like_030_aug_rotate_flow.npz rename to data/features/optical_flow/like_030_aug_rotate_flow.npz diff --git a/features/optical_flow/like_030_aug_shift_flow.npz b/data/features/optical_flow/like_030_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/like_030_aug_shift_flow.npz rename to data/features/optical_flow/like_030_aug_shift_flow.npz diff --git a/features/optical_flow/like_030_flow.npz b/data/features/optical_flow/like_030_flow.npz similarity index 100% rename from features/optical_flow/like_030_flow.npz rename to data/features/optical_flow/like_030_flow.npz diff --git a/features/optical_flow/like_031_aug_shift_flow.npz b/data/features/optical_flow/like_031_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/like_031_aug_shift_flow.npz rename to data/features/optical_flow/like_031_aug_shift_flow.npz diff --git a/features/optical_flow/like_031_flow.npz b/data/features/optical_flow/like_031_flow.npz similarity index 100% rename from features/optical_flow/like_031_flow.npz rename to data/features/optical_flow/like_031_flow.npz diff --git a/features/optical_flow/like_032_aug_flip_flow.npz b/data/features/optical_flow/like_032_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/like_032_aug_flip_flow.npz rename to data/features/optical_flow/like_032_aug_flip_flow.npz diff --git a/features/optical_flow/like_032_aug_rotate_flow.npz b/data/features/optical_flow/like_032_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/like_032_aug_rotate_flow.npz rename to data/features/optical_flow/like_032_aug_rotate_flow.npz diff --git a/features/optical_flow/like_032_aug_shift_flow.npz b/data/features/optical_flow/like_032_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/like_032_aug_shift_flow.npz rename to data/features/optical_flow/like_032_aug_shift_flow.npz diff --git a/features/optical_flow/like_032_flow.npz b/data/features/optical_flow/like_032_flow.npz similarity index 100% rename from features/optical_flow/like_032_flow.npz rename to data/features/optical_flow/like_032_flow.npz diff --git a/features/optical_flow/like_033_aug_rotate_flow.npz b/data/features/optical_flow/like_033_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/like_033_aug_rotate_flow.npz rename to data/features/optical_flow/like_033_aug_rotate_flow.npz diff --git a/features/optical_flow/like_033_flow.npz b/data/features/optical_flow/like_033_flow.npz similarity index 100% rename from features/optical_flow/like_033_flow.npz rename to data/features/optical_flow/like_033_flow.npz diff --git a/features/optical_flow/like_034_aug_flip_flow.npz b/data/features/optical_flow/like_034_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/like_034_aug_flip_flow.npz rename to data/features/optical_flow/like_034_aug_flip_flow.npz diff --git a/features/optical_flow/like_034_aug_rotate_flow.npz b/data/features/optical_flow/like_034_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/like_034_aug_rotate_flow.npz rename to data/features/optical_flow/like_034_aug_rotate_flow.npz diff --git a/features/optical_flow/like_034_flow.npz b/data/features/optical_flow/like_034_flow.npz similarity index 100% rename from features/optical_flow/like_034_flow.npz rename to data/features/optical_flow/like_034_flow.npz diff --git a/features/optical_flow/like_035_aug_flip_flow.npz b/data/features/optical_flow/like_035_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/like_035_aug_flip_flow.npz rename to data/features/optical_flow/like_035_aug_flip_flow.npz diff --git a/features/optical_flow/like_035_aug_shift_flow.npz b/data/features/optical_flow/like_035_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/like_035_aug_shift_flow.npz rename to data/features/optical_flow/like_035_aug_shift_flow.npz diff --git a/features/optical_flow/like_035_flow.npz b/data/features/optical_flow/like_035_flow.npz similarity index 100% rename from features/optical_flow/like_035_flow.npz rename to data/features/optical_flow/like_035_flow.npz diff --git a/features/optical_flow/like_036_aug_flip_flow.npz b/data/features/optical_flow/like_036_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/like_036_aug_flip_flow.npz rename to data/features/optical_flow/like_036_aug_flip_flow.npz diff --git a/features/optical_flow/like_036_aug_rotate_flow.npz b/data/features/optical_flow/like_036_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/like_036_aug_rotate_flow.npz rename to data/features/optical_flow/like_036_aug_rotate_flow.npz diff --git a/features/optical_flow/like_036_aug_shift_flow.npz b/data/features/optical_flow/like_036_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/like_036_aug_shift_flow.npz rename to data/features/optical_flow/like_036_aug_shift_flow.npz diff --git a/features/optical_flow/like_036_flow.npz b/data/features/optical_flow/like_036_flow.npz similarity index 100% rename from features/optical_flow/like_036_flow.npz rename to data/features/optical_flow/like_036_flow.npz diff --git a/features/optical_flow/like_037_aug_rotate_flow.npz b/data/features/optical_flow/like_037_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/like_037_aug_rotate_flow.npz rename to data/features/optical_flow/like_037_aug_rotate_flow.npz diff --git a/features/optical_flow/like_037_aug_shift_flow.npz b/data/features/optical_flow/like_037_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/like_037_aug_shift_flow.npz rename to data/features/optical_flow/like_037_aug_shift_flow.npz diff --git a/features/optical_flow/like_037_flow.npz b/data/features/optical_flow/like_037_flow.npz similarity index 100% rename from features/optical_flow/like_037_flow.npz rename to data/features/optical_flow/like_037_flow.npz diff --git a/features/optical_flow/want_001_aug_flip_flow.npz b/data/features/optical_flow/want_001_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/want_001_aug_flip_flow.npz rename to data/features/optical_flow/want_001_aug_flip_flow.npz diff --git a/features/optical_flow/want_001_flow.npz b/data/features/optical_flow/want_001_flow.npz similarity index 100% rename from features/optical_flow/want_001_flow.npz rename to data/features/optical_flow/want_001_flow.npz diff --git a/features/optical_flow/want_002_aug_shift_flow.npz b/data/features/optical_flow/want_002_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/want_002_aug_shift_flow.npz rename to data/features/optical_flow/want_002_aug_shift_flow.npz diff --git a/features/optical_flow/want_002_flow.npz b/data/features/optical_flow/want_002_flow.npz similarity index 100% rename from features/optical_flow/want_002_flow.npz rename to data/features/optical_flow/want_002_flow.npz diff --git a/features/optical_flow/want_003_aug_flip_flow.npz b/data/features/optical_flow/want_003_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/want_003_aug_flip_flow.npz rename to data/features/optical_flow/want_003_aug_flip_flow.npz diff --git a/features/optical_flow/want_003_aug_shift_flow.npz b/data/features/optical_flow/want_003_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/want_003_aug_shift_flow.npz rename to data/features/optical_flow/want_003_aug_shift_flow.npz diff --git a/features/optical_flow/want_003_flow.npz b/data/features/optical_flow/want_003_flow.npz similarity index 100% rename from features/optical_flow/want_003_flow.npz rename to data/features/optical_flow/want_003_flow.npz diff --git a/features/optical_flow/want_004_aug_rotate_flow.npz b/data/features/optical_flow/want_004_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/want_004_aug_rotate_flow.npz rename to data/features/optical_flow/want_004_aug_rotate_flow.npz diff --git a/features/optical_flow/want_004_aug_shift_flow.npz b/data/features/optical_flow/want_004_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/want_004_aug_shift_flow.npz rename to data/features/optical_flow/want_004_aug_shift_flow.npz diff --git a/features/optical_flow/want_004_flow.npz b/data/features/optical_flow/want_004_flow.npz similarity index 100% rename from features/optical_flow/want_004_flow.npz rename to data/features/optical_flow/want_004_flow.npz diff --git a/features/optical_flow/want_005_aug_rotate_flow.npz b/data/features/optical_flow/want_005_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/want_005_aug_rotate_flow.npz rename to data/features/optical_flow/want_005_aug_rotate_flow.npz diff --git a/features/optical_flow/want_005_aug_shift_flow.npz b/data/features/optical_flow/want_005_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/want_005_aug_shift_flow.npz rename to data/features/optical_flow/want_005_aug_shift_flow.npz diff --git a/features/optical_flow/want_005_flow.npz b/data/features/optical_flow/want_005_flow.npz similarity index 100% rename from features/optical_flow/want_005_flow.npz rename to data/features/optical_flow/want_005_flow.npz diff --git a/features/optical_flow/want_006_aug_rotate_flow.npz b/data/features/optical_flow/want_006_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/want_006_aug_rotate_flow.npz rename to data/features/optical_flow/want_006_aug_rotate_flow.npz diff --git a/features/optical_flow/want_006_aug_shift_flow.npz b/data/features/optical_flow/want_006_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/want_006_aug_shift_flow.npz rename to data/features/optical_flow/want_006_aug_shift_flow.npz diff --git a/features/optical_flow/want_006_flow.npz b/data/features/optical_flow/want_006_flow.npz similarity index 100% rename from features/optical_flow/want_006_flow.npz rename to data/features/optical_flow/want_006_flow.npz diff --git a/features/optical_flow/want_007_aug_flip_flow.npz b/data/features/optical_flow/want_007_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/want_007_aug_flip_flow.npz rename to data/features/optical_flow/want_007_aug_flip_flow.npz diff --git a/features/optical_flow/want_007_aug_rotate_flow.npz b/data/features/optical_flow/want_007_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/want_007_aug_rotate_flow.npz rename to data/features/optical_flow/want_007_aug_rotate_flow.npz diff --git a/features/optical_flow/want_007_aug_shift_flow.npz b/data/features/optical_flow/want_007_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/want_007_aug_shift_flow.npz rename to data/features/optical_flow/want_007_aug_shift_flow.npz diff --git a/features/optical_flow/want_007_flow.npz b/data/features/optical_flow/want_007_flow.npz similarity index 100% rename from features/optical_flow/want_007_flow.npz rename to data/features/optical_flow/want_007_flow.npz diff --git a/features/optical_flow/want_008_aug_flip_flow.npz b/data/features/optical_flow/want_008_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/want_008_aug_flip_flow.npz rename to data/features/optical_flow/want_008_aug_flip_flow.npz diff --git a/features/optical_flow/want_008_aug_rotate_flow.npz b/data/features/optical_flow/want_008_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/want_008_aug_rotate_flow.npz rename to data/features/optical_flow/want_008_aug_rotate_flow.npz diff --git a/features/optical_flow/want_008_flow.npz b/data/features/optical_flow/want_008_flow.npz similarity index 100% rename from features/optical_flow/want_008_flow.npz rename to data/features/optical_flow/want_008_flow.npz diff --git a/features/optical_flow/want_009_aug_flip_flow.npz b/data/features/optical_flow/want_009_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/want_009_aug_flip_flow.npz rename to data/features/optical_flow/want_009_aug_flip_flow.npz diff --git a/features/optical_flow/want_009_aug_rotate_flow.npz b/data/features/optical_flow/want_009_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/want_009_aug_rotate_flow.npz rename to data/features/optical_flow/want_009_aug_rotate_flow.npz diff --git a/features/optical_flow/want_009_aug_shift_flow.npz b/data/features/optical_flow/want_009_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/want_009_aug_shift_flow.npz rename to data/features/optical_flow/want_009_aug_shift_flow.npz diff --git a/features/optical_flow/want_009_flow.npz b/data/features/optical_flow/want_009_flow.npz similarity index 100% rename from features/optical_flow/want_009_flow.npz rename to data/features/optical_flow/want_009_flow.npz diff --git a/features/optical_flow/want_010_aug_flip_flow.npz b/data/features/optical_flow/want_010_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/want_010_aug_flip_flow.npz rename to data/features/optical_flow/want_010_aug_flip_flow.npz diff --git a/features/optical_flow/want_010_aug_rotate_flow.npz b/data/features/optical_flow/want_010_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/want_010_aug_rotate_flow.npz rename to data/features/optical_flow/want_010_aug_rotate_flow.npz diff --git a/features/optical_flow/want_010_aug_shift_flow.npz b/data/features/optical_flow/want_010_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/want_010_aug_shift_flow.npz rename to data/features/optical_flow/want_010_aug_shift_flow.npz diff --git a/features/optical_flow/want_010_flow.npz b/data/features/optical_flow/want_010_flow.npz similarity index 100% rename from features/optical_flow/want_010_flow.npz rename to data/features/optical_flow/want_010_flow.npz diff --git a/features/optical_flow/want_011_flow.npz b/data/features/optical_flow/want_011_flow.npz similarity index 100% rename from features/optical_flow/want_011_flow.npz rename to data/features/optical_flow/want_011_flow.npz diff --git a/features/optical_flow/want_012_aug_flip_flow.npz b/data/features/optical_flow/want_012_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/want_012_aug_flip_flow.npz rename to data/features/optical_flow/want_012_aug_flip_flow.npz diff --git a/features/optical_flow/want_012_aug_rotate_flow.npz b/data/features/optical_flow/want_012_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/want_012_aug_rotate_flow.npz rename to data/features/optical_flow/want_012_aug_rotate_flow.npz diff --git a/features/optical_flow/want_012_aug_shift_flow.npz b/data/features/optical_flow/want_012_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/want_012_aug_shift_flow.npz rename to data/features/optical_flow/want_012_aug_shift_flow.npz diff --git a/features/optical_flow/want_012_flow.npz b/data/features/optical_flow/want_012_flow.npz similarity index 100% rename from features/optical_flow/want_012_flow.npz rename to data/features/optical_flow/want_012_flow.npz diff --git a/features/optical_flow/want_013_aug_flip_flow.npz b/data/features/optical_flow/want_013_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/want_013_aug_flip_flow.npz rename to data/features/optical_flow/want_013_aug_flip_flow.npz diff --git a/features/optical_flow/want_013_aug_rotate_flow.npz b/data/features/optical_flow/want_013_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/want_013_aug_rotate_flow.npz rename to data/features/optical_flow/want_013_aug_rotate_flow.npz diff --git a/features/optical_flow/want_013_aug_shift_flow.npz b/data/features/optical_flow/want_013_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/want_013_aug_shift_flow.npz rename to data/features/optical_flow/want_013_aug_shift_flow.npz diff --git a/features/optical_flow/want_013_flow.npz b/data/features/optical_flow/want_013_flow.npz similarity index 100% rename from features/optical_flow/want_013_flow.npz rename to data/features/optical_flow/want_013_flow.npz diff --git a/features/optical_flow/want_014_aug_shift_flow.npz b/data/features/optical_flow/want_014_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/want_014_aug_shift_flow.npz rename to data/features/optical_flow/want_014_aug_shift_flow.npz diff --git a/features/optical_flow/want_014_flow.npz b/data/features/optical_flow/want_014_flow.npz similarity index 100% rename from features/optical_flow/want_014_flow.npz rename to data/features/optical_flow/want_014_flow.npz diff --git a/features/optical_flow/want_015_aug_flip_flow.npz b/data/features/optical_flow/want_015_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/want_015_aug_flip_flow.npz rename to data/features/optical_flow/want_015_aug_flip_flow.npz diff --git a/features/optical_flow/want_015_aug_rotate_flow.npz b/data/features/optical_flow/want_015_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/want_015_aug_rotate_flow.npz rename to data/features/optical_flow/want_015_aug_rotate_flow.npz diff --git a/features/optical_flow/want_015_aug_shift_flow.npz b/data/features/optical_flow/want_015_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/want_015_aug_shift_flow.npz rename to data/features/optical_flow/want_015_aug_shift_flow.npz diff --git a/features/optical_flow/want_015_flow.npz b/data/features/optical_flow/want_015_flow.npz similarity index 100% rename from features/optical_flow/want_015_flow.npz rename to data/features/optical_flow/want_015_flow.npz diff --git a/features/optical_flow/want_016_aug_rotate_flow.npz b/data/features/optical_flow/want_016_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/want_016_aug_rotate_flow.npz rename to data/features/optical_flow/want_016_aug_rotate_flow.npz diff --git a/features/optical_flow/want_016_flow.npz b/data/features/optical_flow/want_016_flow.npz similarity index 100% rename from features/optical_flow/want_016_flow.npz rename to data/features/optical_flow/want_016_flow.npz diff --git a/features/optical_flow/want_017_aug_flip_flow.npz b/data/features/optical_flow/want_017_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/want_017_aug_flip_flow.npz rename to data/features/optical_flow/want_017_aug_flip_flow.npz diff --git a/features/optical_flow/want_017_aug_shift_flow.npz b/data/features/optical_flow/want_017_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/want_017_aug_shift_flow.npz rename to data/features/optical_flow/want_017_aug_shift_flow.npz diff --git a/features/optical_flow/want_017_flow.npz b/data/features/optical_flow/want_017_flow.npz similarity index 100% rename from features/optical_flow/want_017_flow.npz rename to data/features/optical_flow/want_017_flow.npz diff --git a/features/optical_flow/want_018_aug_flip_flow.npz b/data/features/optical_flow/want_018_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/want_018_aug_flip_flow.npz rename to data/features/optical_flow/want_018_aug_flip_flow.npz diff --git a/features/optical_flow/want_018_aug_rotate_flow.npz b/data/features/optical_flow/want_018_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/want_018_aug_rotate_flow.npz rename to data/features/optical_flow/want_018_aug_rotate_flow.npz diff --git a/features/optical_flow/want_018_aug_shift_flow.npz b/data/features/optical_flow/want_018_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/want_018_aug_shift_flow.npz rename to data/features/optical_flow/want_018_aug_shift_flow.npz diff --git a/features/optical_flow/want_018_flow.npz b/data/features/optical_flow/want_018_flow.npz similarity index 100% rename from features/optical_flow/want_018_flow.npz rename to data/features/optical_flow/want_018_flow.npz diff --git a/features/optical_flow/want_019_flow.npz b/data/features/optical_flow/want_019_flow.npz similarity index 100% rename from features/optical_flow/want_019_flow.npz rename to data/features/optical_flow/want_019_flow.npz diff --git a/features/optical_flow/want_020_flow.npz b/data/features/optical_flow/want_020_flow.npz similarity index 100% rename from features/optical_flow/want_020_flow.npz rename to data/features/optical_flow/want_020_flow.npz diff --git a/features/optical_flow/want_021_aug_flip_flow.npz b/data/features/optical_flow/want_021_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/want_021_aug_flip_flow.npz rename to data/features/optical_flow/want_021_aug_flip_flow.npz diff --git a/features/optical_flow/want_021_aug_shift_flow.npz b/data/features/optical_flow/want_021_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/want_021_aug_shift_flow.npz rename to data/features/optical_flow/want_021_aug_shift_flow.npz diff --git a/features/optical_flow/want_021_flow.npz b/data/features/optical_flow/want_021_flow.npz similarity index 100% rename from features/optical_flow/want_021_flow.npz rename to data/features/optical_flow/want_021_flow.npz diff --git a/features/optical_flow/want_022_aug_flip_flow.npz b/data/features/optical_flow/want_022_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/want_022_aug_flip_flow.npz rename to data/features/optical_flow/want_022_aug_flip_flow.npz diff --git a/features/optical_flow/want_022_aug_rotate_flow.npz b/data/features/optical_flow/want_022_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/want_022_aug_rotate_flow.npz rename to data/features/optical_flow/want_022_aug_rotate_flow.npz diff --git a/features/optical_flow/want_022_flow.npz b/data/features/optical_flow/want_022_flow.npz similarity index 100% rename from features/optical_flow/want_022_flow.npz rename to data/features/optical_flow/want_022_flow.npz diff --git a/features/optical_flow/want_023_aug_shift_flow.npz b/data/features/optical_flow/want_023_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/want_023_aug_shift_flow.npz rename to data/features/optical_flow/want_023_aug_shift_flow.npz diff --git a/features/optical_flow/want_023_flow.npz b/data/features/optical_flow/want_023_flow.npz similarity index 100% rename from features/optical_flow/want_023_flow.npz rename to data/features/optical_flow/want_023_flow.npz diff --git a/features/optical_flow/want_024_aug_flip_flow.npz b/data/features/optical_flow/want_024_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/want_024_aug_flip_flow.npz rename to data/features/optical_flow/want_024_aug_flip_flow.npz diff --git a/features/optical_flow/want_024_aug_rotate_flow.npz b/data/features/optical_flow/want_024_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/want_024_aug_rotate_flow.npz rename to data/features/optical_flow/want_024_aug_rotate_flow.npz diff --git a/features/optical_flow/want_024_flow.npz b/data/features/optical_flow/want_024_flow.npz similarity index 100% rename from features/optical_flow/want_024_flow.npz rename to data/features/optical_flow/want_024_flow.npz diff --git a/features/optical_flow/want_025_aug_flip_flow.npz b/data/features/optical_flow/want_025_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/want_025_aug_flip_flow.npz rename to data/features/optical_flow/want_025_aug_flip_flow.npz diff --git a/features/optical_flow/want_025_aug_shift_flow.npz b/data/features/optical_flow/want_025_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/want_025_aug_shift_flow.npz rename to data/features/optical_flow/want_025_aug_shift_flow.npz diff --git a/features/optical_flow/want_025_flow.npz b/data/features/optical_flow/want_025_flow.npz similarity index 100% rename from features/optical_flow/want_025_flow.npz rename to data/features/optical_flow/want_025_flow.npz diff --git a/features/optical_flow/want_026_flow.npz b/data/features/optical_flow/want_026_flow.npz similarity index 100% rename from features/optical_flow/want_026_flow.npz rename to data/features/optical_flow/want_026_flow.npz diff --git a/features/optical_flow/want_027_aug_flip_flow.npz b/data/features/optical_flow/want_027_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/want_027_aug_flip_flow.npz rename to data/features/optical_flow/want_027_aug_flip_flow.npz diff --git a/features/optical_flow/want_027_aug_shift_flow.npz b/data/features/optical_flow/want_027_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/want_027_aug_shift_flow.npz rename to data/features/optical_flow/want_027_aug_shift_flow.npz diff --git a/features/optical_flow/want_027_flow.npz b/data/features/optical_flow/want_027_flow.npz similarity index 100% rename from features/optical_flow/want_027_flow.npz rename to data/features/optical_flow/want_027_flow.npz diff --git a/features/optical_flow/want_028_aug_rotate_flow.npz b/data/features/optical_flow/want_028_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/want_028_aug_rotate_flow.npz rename to data/features/optical_flow/want_028_aug_rotate_flow.npz diff --git a/features/optical_flow/want_028_flow.npz b/data/features/optical_flow/want_028_flow.npz similarity index 100% rename from features/optical_flow/want_028_flow.npz rename to data/features/optical_flow/want_028_flow.npz diff --git a/features/optical_flow/want_029_aug_flip_flow.npz b/data/features/optical_flow/want_029_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/want_029_aug_flip_flow.npz rename to data/features/optical_flow/want_029_aug_flip_flow.npz diff --git a/features/optical_flow/want_029_flow.npz b/data/features/optical_flow/want_029_flow.npz similarity index 100% rename from features/optical_flow/want_029_flow.npz rename to data/features/optical_flow/want_029_flow.npz diff --git a/features/optical_flow/want_030_aug_rotate_flow.npz b/data/features/optical_flow/want_030_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/want_030_aug_rotate_flow.npz rename to data/features/optical_flow/want_030_aug_rotate_flow.npz diff --git a/features/optical_flow/want_030_flow.npz b/data/features/optical_flow/want_030_flow.npz similarity index 100% rename from features/optical_flow/want_030_flow.npz rename to data/features/optical_flow/want_030_flow.npz diff --git a/features/optical_flow/want_031_aug_rotate_flow.npz b/data/features/optical_flow/want_031_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/want_031_aug_rotate_flow.npz rename to data/features/optical_flow/want_031_aug_rotate_flow.npz diff --git a/features/optical_flow/want_031_flow.npz b/data/features/optical_flow/want_031_flow.npz similarity index 100% rename from features/optical_flow/want_031_flow.npz rename to data/features/optical_flow/want_031_flow.npz diff --git a/features/optical_flow/want_032_aug_flip_flow.npz b/data/features/optical_flow/want_032_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/want_032_aug_flip_flow.npz rename to data/features/optical_flow/want_032_aug_flip_flow.npz diff --git a/features/optical_flow/want_032_aug_shift_flow.npz b/data/features/optical_flow/want_032_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/want_032_aug_shift_flow.npz rename to data/features/optical_flow/want_032_aug_shift_flow.npz diff --git a/features/optical_flow/want_032_flow.npz b/data/features/optical_flow/want_032_flow.npz similarity index 100% rename from features/optical_flow/want_032_flow.npz rename to data/features/optical_flow/want_032_flow.npz diff --git a/features/optical_flow/want_033_aug_flip_flow.npz b/data/features/optical_flow/want_033_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/want_033_aug_flip_flow.npz rename to data/features/optical_flow/want_033_aug_flip_flow.npz diff --git a/features/optical_flow/want_033_aug_rotate_flow.npz b/data/features/optical_flow/want_033_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/want_033_aug_rotate_flow.npz rename to data/features/optical_flow/want_033_aug_rotate_flow.npz diff --git a/features/optical_flow/want_033_flow.npz b/data/features/optical_flow/want_033_flow.npz similarity index 100% rename from features/optical_flow/want_033_flow.npz rename to data/features/optical_flow/want_033_flow.npz diff --git a/features/optical_flow/want_034_aug_flip_flow.npz b/data/features/optical_flow/want_034_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/want_034_aug_flip_flow.npz rename to data/features/optical_flow/want_034_aug_flip_flow.npz diff --git a/features/optical_flow/want_034_aug_rotate_flow.npz b/data/features/optical_flow/want_034_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/want_034_aug_rotate_flow.npz rename to data/features/optical_flow/want_034_aug_rotate_flow.npz diff --git a/features/optical_flow/want_034_flow.npz b/data/features/optical_flow/want_034_flow.npz similarity index 100% rename from features/optical_flow/want_034_flow.npz rename to data/features/optical_flow/want_034_flow.npz diff --git a/features/optical_flow/want_035_aug_flip_flow.npz b/data/features/optical_flow/want_035_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/want_035_aug_flip_flow.npz rename to data/features/optical_flow/want_035_aug_flip_flow.npz diff --git a/features/optical_flow/want_035_aug_rotate_flow.npz b/data/features/optical_flow/want_035_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/want_035_aug_rotate_flow.npz rename to data/features/optical_flow/want_035_aug_rotate_flow.npz diff --git a/features/optical_flow/want_035_aug_shift_flow.npz b/data/features/optical_flow/want_035_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/want_035_aug_shift_flow.npz rename to data/features/optical_flow/want_035_aug_shift_flow.npz diff --git a/features/optical_flow/want_035_flow.npz b/data/features/optical_flow/want_035_flow.npz similarity index 100% rename from features/optical_flow/want_035_flow.npz rename to data/features/optical_flow/want_035_flow.npz diff --git a/features/optical_flow/want_036_aug_flip_flow.npz b/data/features/optical_flow/want_036_aug_flip_flow.npz similarity index 100% rename from features/optical_flow/want_036_aug_flip_flow.npz rename to data/features/optical_flow/want_036_aug_flip_flow.npz diff --git a/features/optical_flow/want_036_aug_rotate_flow.npz b/data/features/optical_flow/want_036_aug_rotate_flow.npz similarity index 100% rename from features/optical_flow/want_036_aug_rotate_flow.npz rename to data/features/optical_flow/want_036_aug_rotate_flow.npz diff --git a/features/optical_flow/want_036_aug_shift_flow.npz b/data/features/optical_flow/want_036_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/want_036_aug_shift_flow.npz rename to data/features/optical_flow/want_036_aug_shift_flow.npz diff --git a/features/optical_flow/want_036_flow.npz b/data/features/optical_flow/want_036_flow.npz similarity index 100% rename from features/optical_flow/want_036_flow.npz rename to data/features/optical_flow/want_036_flow.npz diff --git a/features/optical_flow/want_037_aug_shift_flow.npz b/data/features/optical_flow/want_037_aug_shift_flow.npz similarity index 100% rename from features/optical_flow/want_037_aug_shift_flow.npz rename to data/features/optical_flow/want_037_aug_shift_flow.npz diff --git a/features/optical_flow/want_037_flow.npz b/data/features/optical_flow/want_037_flow.npz similarity index 100% rename from features/optical_flow/want_037_flow.npz rename to data/features/optical_flow/want_037_flow.npz diff --git a/labels.csv b/data/labels.csv similarity index 100% rename from labels.csv rename to data/labels.csv diff --git a/models/sign_language_model.pth b/data/models/sign_language_model.pth similarity index 100% rename from models/sign_language_model.pth rename to data/models/sign_language_model.pth diff --git a/env_example.txt b/env_example.txt deleted file mode 100644 index 297ba93e7df85080acc2f554f4e994c476c4fed7..0000000000000000000000000000000000000000 --- a/env_example.txt +++ /dev/null @@ -1,11 +0,0 @@ -# Facebook Messenger Bot 設定 -VERIFY_TOKEN=your_custom_verify_token_here -PAGE_ACCESS_TOKEN=your_facebook_page_access_token_here - -# 本地手語辨識服務地址 (使用 ngrok 建立的公開URL) -LOCAL_RECEIVER_URL=https://your-ngrok-url.ngrok-free.app - -# Render 會自動設定這些環境變數，不需要手動設定 -# PORT=5000 (自動設定) -# RENDER_EXTERNAL_URL=https://your-app.onrender.com (自動設定) -# RENDER_SERVICE_NAME=your-app (自動設定) \ No newline at end of file diff --git a/requirements.txt b/requirements.txt index 2b519bacf91e3bfee80b51d70d058d20f7d80d25..5706840c67adaf01381757bb427df99261c9734c 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,15 +1,12 @@ -# --- Web Framework & Server --- -flask==2.3.3 +flask==2.3.2 flask-socketio==5.3.4 -gunicorn==21.2.0 - -# --- ML & Data Processing --- -torch==2.3.1 opencv-python==4.8.0.74 -mediapipe==0.10.13 -numpy==1.26.4 +numpy==1.24.3 pandas==2.0.3 - -# --- APIs & HTTP Requests --- +torch==2.0.1 +mediapipe==0.10.1 openai==1.6.1 -requests==2.31.0 \ No newline at end of file +requests==2.31.0 +werkzeug==2.3.6 +python-dotenv==1.0.0 +gunicorn==21.2.0 \ No newline at end of file diff --git a/sign_language_processor.py b/sign_language_processor.py deleted file mode 100644 index a40924a12c2bad5142cd2196748fc90785b7c562..0000000000000000000000000000000000000000 --- a/sign_language_processor.py +++ /dev/null @@ -1,295 +0,0 @@ -#!/usr/bin/env python3 -# -*- coding: utf-8 -*- - -import os -import cv2 -import numpy as np -import pandas as pd -import torch -import torch.nn as nn -import mediapipe as mp -from openai import OpenAI - -# -------------------- -# 特徵提取模塊 -# -------------------- -class FeatureExtractor: - def __init__(self): - self.mp_holistic = mp.solutions.holistic - - def extract_pose_keypoints(self, frame, holistic_results): - keypoints = [] - if holistic_results.left_hand_landmarks: - for landmark in holistic_results.left_hand_landmarks.landmark: - keypoints.extend([landmark.x, landmark.y, landmark.z]) - else: - keypoints.extend([0] * (21 * 3)) - - if holistic_results.right_hand_landmarks: - for landmark in holistic_results.right_hand_landmarks.landmark: - keypoints.extend([landmark.x, landmark.y, landmark.z]) - else: - keypoints.extend([0] * (21 * 3)) - - if holistic_results.pose_landmarks: - for landmark in holistic_results.pose_landmarks.landmark: - keypoints.extend([landmark.x, landmark.y, landmark.z]) - else: - keypoints.extend([0] * (33 * 3)) - - return np.array(keypoints) - -# -------------------- -# 模型架構 -# -------------------- -class SignLanguageModel(nn.Module): - """ - 手語辨識模型，使用雙向LSTM和注意力機制，加入批量標準化和殘差連接 - """ - def __init__(self, input_dim, hidden_dim, num_layers, num_classes, dropout=0.5): - super(SignLanguageModel, self).__init__() - self.hidden_dim = hidden_dim - self.num_layers = num_layers - - # 特徵投影層，將輸入映射到統一維度 - self.feature_projection = nn.Sequential( - nn.Linear(input_dim, hidden_dim), - nn.BatchNorm1d(hidden_dim), - nn.ReLU(), - nn.Dropout(dropout/2) - ) - - # 雙向LSTM層 - self.lstm = nn.LSTM( - input_size=hidden_dim, - hidden_size=hidden_dim, - num_layers=num_layers, - batch_first=True, - dropout=dropout if num_layers > 1 else 0, - bidirectional=True - ) - - # 批量標準化層（用於規範化LSTM輸出） - self.lstm_bn = nn.BatchNorm1d(hidden_dim * 2) - - # 注意力機制 - self.attention = nn.Sequential( - nn.Linear(hidden_dim * 2, hidden_dim), - nn.Tanh(), - nn.Linear(hidden_dim, 1), - nn.Softmax(dim=1) - ) - - # 分類器 - self.classifier = nn.Sequential( - nn.Linear(hidden_dim * 2, hidden_dim), - nn.BatchNorm1d(hidden_dim), - nn.ReLU(), - nn.Dropout(dropout), - nn.Linear(hidden_dim, hidden_dim // 2), - nn.ReLU(), - nn.Dropout(dropout/2), - nn.Linear(hidden_dim // 2, num_classes) - ) - - def forward(self, x): - batch_size, seq_len, _ = x.size() - - # 特徵投影 - x_reshaped = x.reshape(-1, x.size(-1)) - x_projected_linear = self.feature_projection[0](x_reshaped) - x_projected_reshaped = x_projected_linear.reshape(batch_size, seq_len, -1) - x_projected_transposed = x_projected_reshaped.transpose(1, 2) - x_projected_bn = self.feature_projection[1](x_projected_transposed) - x_projected_transposed_back = x_projected_bn.transpose(1, 2) - x_projected = self.feature_projection[2](x_projected_transposed_back) - x_projected = self.feature_projection[3](x_projected) - - # LSTM處理 - lstm_out, _ = self.lstm(x_projected) - - # 對LSTM輸出應用BatchNorm - lstm_out_bn = self.lstm_bn(lstm_out.transpose(1, 2)).transpose(1, 2) - - # 注意力權重計算 - attention_weights = self.attention(lstm_out_bn) - - # 應用注意力機制 - context = torch.bmm(lstm_out_bn.transpose(1, 2), attention_weights).squeeze(-1) - - # 最終分類 - output = self.classifier(context) - return output - -# -------------------- -# 影片辨識器 -# -------------------- -class VideoSignLanguageRecognizer: - def __init__(self, model_path, threshold=0.7): - self.model_path = model_path - self.threshold = threshold - self.feature_extractor = FeatureExtractor() - self.label_map = self._load_label_mapping() - self.device = torch.device("cuda" if torch.cuda.is_available() else "cpu") - self.model = self._load_model() - try: - self.openai_client = OpenAI() - except Exception as e: - print(f"初始化OpenAI客户端出錯: {e}") - self.openai_client = None - print(f"影片辨識器初始化完成！使用設備: {self.device}") - - def _load_label_mapping(self): - label_map = {} - labels_file = "labels.csv" - if os.path.exists(labels_file): - try: - df = pd.read_csv(labels_file) - for _, row in df.iterrows(): - label_map[int(row['index'])] = row['label'] - print(f"✅ 從 {labels_file} 載入了 {len(label_map)} 個類別標籤") - except Exception as e: - print(f"❌ 讀取 labels.csv 出錯: {e}") - else: - print(f"⚠️ 找不到標籤檔案: {labels_file}，將使用空映射。") - return label_map - - def _load_model(self): - # The parameters here must match the original model's training parameters - num_classes = len(self.label_map) if self.label_map else 4 # Fallback to 4 classes if no labels.csv - input_dim = 225 - hidden_dim = 96 # Adjusted to match original model - num_layers = 2 - - model = SignLanguageModel( - input_dim=input_dim, - hidden_dim=hidden_dim, - num_layers=num_layers, - num_classes=num_classes - ) - - if os.path.exists(self.model_path): - try: - model.load_state_dict(torch.load(self.model_path, map_location=self.device)) - model.to(self.device) - model.eval() - print(f"✅ 模型成功從 {self.model_path} 載入") - return model - except Exception as e: - print(f"❌ 載入模型權重時出錯: {e}") - else: - print(f"⚠️ 找不到模型檔案: {self.model_path}") - return None - - def process_video(self, video_path): - if not self.model: - return {"status": "error", "message": "模型未成功載入"} - - cap = cv2.VideoCapture(video_path) - if not cap.isOpened(): - return {"status": "error", "message": f"無法打開影片檔案: {video_path}"} - - all_keypoints = [] - with self.feature_extractor.mp_holistic.Holistic(min_detection_confidence=0.5, min_tracking_confidence=0.5) as holistic: - while cap.isOpened(): - ret, frame = cap.read() - if not ret: break - keypoints = self._extract_features(frame, holistic) - all_keypoints.append(keypoints) - cap.release() - - if not all_keypoints: - return {"recognition_result": "影片中未偵測到有效動作。", "confidence": 0} - - keypoints_sequence = np.array(all_keypoints) - word_sequence, confidence = self._predict_from_sequence(keypoints_sequence) - - if self.openai_client and word_sequence: - final_sentence = self._generate_sentence_with_gpt(word_sequence) - else: - final_sentence = " ".join(word_sequence) if word_sequence else "無法辨識" - - return {"recognition_result": final_sentence, "confidence": confidence} - - def _extract_features(self, frame, holistic): - image = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB) - image.flags.writeable = False - results = holistic.process(image) - image.flags.writeable = True - return self.feature_extractor.extract_pose_keypoints(frame, results) - - def _predict_from_sequence(self, keypoints_sequence): - WINDOW_SIZE = 30 - STRIDE = 10 - if len(keypoints_sequence) < WINDOW_SIZE: - return self._single_prediction(keypoints_sequence) - - predictions = [] - for i in range(0, len(keypoints_sequence) - WINDOW_SIZE + 1, STRIDE): - window = keypoints_sequence[i:i + WINDOW_SIZE] - prediction, confidence = self._predict_single_window(window) - if prediction is not None: - predictions.append({"word": prediction, "confidence": confidence}) - - if not predictions: return [], 0 - processed_words, avg_confidence = self._post_process_predictions(predictions) - return processed_words, avg_confidence - - def _single_prediction(self, keypoints_sequence): - if len(keypoints_sequence) == 0: return None, 0.0 - padded_sequence = self._normalize_sequence_length(keypoints_sequence, 30) - return self._predict_single_window(padded_sequence) - - def _predict_single_window(self, window_sequence): - sequence_tensor = torch.tensor(window_sequence, dtype=torch.float32).unsqueeze(0).to(self.device) - with torch.no_grad(): - outputs = self.model(sequence_tensor) - probabilities = torch.softmax(outputs, dim=1) - confidence, predicted_idx = torch.max(probabilities, 1) - - predicted_label = self.label_map.get(predicted_idx.item()) - if confidence.item() > self.threshold: - return predicted_label, confidence.item() - return None, 0.0 - - def _normalize_sequence_length(self, sequence, target_length): - current_length = len(sequence) - if current_length == 0: - return np.zeros((target_length, sequence.shape[1] if len(sequence.shape)>1 else 225)) - if current_length > target_length: - return sequence[:target_length] - else: - padding = np.zeros((target_length - current_length, sequence.shape[1])) - return np.vstack((sequence, padding)) - - def _post_process_predictions(self, predictions): - if not predictions: return [], 0.0 - # Simple deduplication - final_words = [] - if predictions: - final_words.append(predictions[0]['word']) - for i in range(1, len(predictions)): - if predictions[i]['word'] != predictions[i-1]['word']: - final_words.append(predictions[i]['word']) - - total_confidence = sum(p['confidence'] for p in predictions) - avg_confidence = total_confidence / len(predictions) if predictions else 0.0 - return final_words, avg_confidence - - def _generate_sentence_with_gpt(self, word_sequence): - if not self.openai_client: return " ".join(word_sequence) - prompt = (f"你是一個手語翻譯專家。請將以下由獨立單詞組成的序列轉換成一句通順、完整的台灣繁體中文句子。" - f"原始單詞序列: [{', '.join(word_sequence)}]\n\n翻譯後的句子：") - try: - response = self.openai_client.chat.completions.create( - model="gpt-4o-mini", - messages=[{"role": "user", "content": prompt}], - temperature=0.5, - max_tokens=150 - ) - sentence = response.choices[0].message.content.strip() - print(f"🤖 GPT生成句子: {sentence}") - return sentence - except Exception as e: - print(f"❌ GPT API 調用失敗: {e}") - return " ".join(word_sequence) \ No newline at end of file