{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# **Dataset Testing**","metadata":{}},{"cell_type":"markdown","source":"# **YOLOv5**\nhttps://www.kaggle.com/andradaolteanu/greatbarrierreef-yolo-full-guide-train-infer","metadata":{}},{"cell_type":"code","source":"import seaborn\nimport numpy as np \nimport pandas as pd \nimport cv2\nimport random\nimport yaml\nimport shutil\nfrom tqdm import tqdm\nimport matplotlib as mpl\nimport matplotlib.patches as patches\nimport matplotlib.pyplot as plt\nfrom IPython.display import display_html","metadata":{"execution":{"iopub.status.busy":"2022-01-20T05:06:50.998162Z","iopub.execute_input":"2022-01-20T05:06:50.998452Z","iopub.status.idle":"2022-01-20T05:06:52.044844Z","shell.execute_reply.started":"2022-01-20T05:06:50.998418Z","shell.execute_reply":"2022-01-20T05:06:52.044101Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"my_colors = [\"#16558F\", \"#1583D2\", \"#61B0B7\", \"#ADDEFF\", \"#A99AEA\", \"#7158B7\"]\nprint(\"Notebook Color Scheme : \")\nseaborn.palplot(seaborn.color_palette(my_colors))","metadata":{"execution":{"iopub.status.busy":"2022-01-20T05:06:52.046631Z","iopub.execute_input":"2022-01-20T05:06:52.046884Z","iopub.status.idle":"2022-01-20T05:06:52.126103Z","shell.execute_reply.started":"2022-01-20T05:06:52.046852Z","shell.execute_reply":"2022-01-20T05:06:52.125219Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# 創造兩個資料夾(image)(label)\nimport os, sys\nfiles = [\"images\", \"labels\"]\nfor i in range(len(files)):\n    if os.path.isdir(files[i]): print(f\"{files[i]} 資料夾已創建!!\")\n    else: os.mkdir(files[i])\n\n# 創 images 和 labels 的資料夾內的東西\n%cd images\n!mkdir train\n!mkdir val\n%cd /kaggle/working\n%cd labels\n!mkdir train\n!mkdir val\n%cd /kaggle/working\n# 查看當前資料夾內容\n!dir","metadata":{"execution":{"iopub.status.busy":"2022-01-20T05:06:52.127250Z","iopub.execute_input":"2022-01-20T05:06:52.127639Z","iopub.status.idle":"2022-01-20T05:06:55.406192Z","shell.execute_reply.started":"2022-01-20T05:06:52.127602Z","shell.execute_reply":"2022-01-20T05:06:55.405140Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 1. **預處理train.csv**\n\nhttps://www.kaggle.com/andradaolteanu/greatbarrierreef-full-guide-to-bboxaugmentation","metadata":{}},{"cell_type":"code","source":"# Read training dataset and testing dataset\ntrain_df = pd.read_csv(\"../input/tensorflow-great-barrier-reef/train.csv\")\ntest_df = pd.read_csv(\"../input/tensorflow-great-barrier-reef/test.csv\")\n\ndf1_styler = train_df.sample(n = 3, random_state = 24).style.set_table_attributes(\"style = 'display:inline'\").set_caption('Sample Train Data')\ndisplay_html(df1_styler._repr_html_(), raw = True)","metadata":{"execution":{"iopub.status.busy":"2022-01-20T05:06:55.408409Z","iopub.execute_input":"2022-01-20T05:06:55.408622Z","iopub.status.idle":"2022-01-20T05:06:55.531141Z","shell.execute_reply.started":"2022-01-20T05:06:55.408596Z","shell.execute_reply":"2022-01-20T05:06:55.530494Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# **2. Train_images介紹**","metadata":{}},{"cell_type":"code","source":"# Create a \"path\" column containing full path to the frames\nbase_folder = \"../input/tensorflow-great-barrier-reef/train_images\"\n\n# Add data path labels\ntrain_df[\"path\"] = base_folder + \"/video_\" + \\\n                    train_df['video_id'].astype(str) + \"/\" +\\\n                    train_df['video_frame'].astype(str) +\".jpg\"\n\ndf1_styler = train_df.sample(n = 3, random_state = 24)\ndisplay_html(df1_styler._repr_html_(), raw = True)","metadata":{"execution":{"iopub.status.busy":"2022-01-20T05:06:55.533570Z","iopub.execute_input":"2022-01-20T05:06:55.533976Z","iopub.status.idle":"2022-01-20T05:06:55.615347Z","shell.execute_reply.started":"2022-01-20T05:06:55.533937Z","shell.execute_reply":"2022-01-20T05:06:55.614557Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Calculate the number of total annotations within the frame (no_annotations是看這張照片有多少個annotations)\n# 加入no_annotations的labels\ntrain_df[\"no_annotations\"] = train_df[\"annotations\"].apply(lambda x: len(eval(x)))\n\nstyle = train_df.sample(n = 10, random_state = 24).style.set_table_attributes(\"style = 'display:inline'\").set_caption('After add no_annotation Sample Train Data')\ndisplay_html(style._repr_html_(), raw = True)","metadata":{"execution":{"iopub.status.busy":"2022-01-20T05:06:55.616652Z","iopub.execute_input":"2022-01-20T05:06:55.616900Z","iopub.status.idle":"2022-01-20T05:06:55.834397Z","shell.execute_reply.started":"2022-01-20T05:06:55.616866Z","shell.execute_reply":"2022-01-20T05:06:55.833729Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Show training image\ndef show_image(path, annot, axs = None):\n    '''\n    Shows an image and marks any COTS annotated within the frame.\n    path: full path to the .jpg image\n    annot: string of the annotation for the coordinates of COTS\n    '''\n    \n    # This is in case we plot only 1 image\n    if (axs == None): fig, axs = plt.subplots(figsize = (25, 10))\n    \n    img = plt.imread(path)\n    axs.imshow(img)\n\n    if annot:\n        for a in eval(annot):\n            rect = patches.Rectangle((a[\"x\"], a[\"y\"]), a[\"width\"], a[\"height\"], \n                                     linewidth = 3, edgecolor = \"#FF6103\", facecolor = 'none')\n            axs.add_patch(rect)\n    axs.axis(\"off\")\n\n# 儲存那些annotations = 5的圖片path，放在一個list裡面，取第[n]個\npath = list(train_df[train_df[\"no_annotations\"] == 1][\"path\"])[0]  \nprint(f\"Path : {path}\")\n# 儲存那些annotations = 5的圖片annotations，放在一個list裡面，取第[n]個\nannot = list(train_df[train_df[\"no_annotations\"] == 1][\"annotations\"])[0]\nprint(f\"Annotations : {annot}\")\n\nshow_image(path, annot)","metadata":{"execution":{"iopub.status.busy":"2022-01-20T05:06:55.835727Z","iopub.execute_input":"2022-01-20T05:06:55.836132Z","iopub.status.idle":"2022-01-20T05:06:56.500110Z","shell.execute_reply.started":"2022-01-20T05:06:55.836097Z","shell.execute_reply":"2022-01-20T05:06:56.497620Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# **3. Bounding Box Augmentation**","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:eb2d93a3-1202-4aac-928d-842f5778e277.png)","metadata":{},"attachments":{"eb2d93a3-1202-4aac-928d-842f5778e277.png":{"image/png":"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"}}},{"cell_type":"code","source":"def format_annotations(x):\n    '''\n    Changes annotations from format {x, y, width, height} to {x1, y1, x2, y2}.\n    x: a string of the initial format.\n    '''\n    annotations = eval(x)\n    new_annotations = []\n\n    if annotations:\n        for annot in annotations:\n            new_annotations.append([annot[\"x\"],\n                                    annot[\"y\"],\n                                    annot[\"x\"] + annot[\"width\"],\n                                    annot[\"y\"] + annot[\"height\"]\n                                   ])\n    \n    if new_annotations: return str(new_annotations)\n    else: return \"[]\"\n\n# Create a new column with the new formated annotations\ntrain_df[\"f_annotations\"] = train_df[\"annotations\"].apply(lambda x: format_annotations(x))\ndf1_styler = train_df.sample(n = 3, random_state = 24)\ndisplay_html(df1_styler._repr_html_(), raw = True)","metadata":{"execution":{"iopub.status.busy":"2022-01-20T05:06:56.501057Z","iopub.execute_input":"2022-01-20T05:06:56.501265Z","iopub.status.idle":"2022-01-20T05:06:56.767812Z","shell.execute_reply.started":"2022-01-20T05:06:56.501238Z","shell.execute_reply":"2022-01-20T05:06:56.766858Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 4. **COCO format**","metadata":{}},{"cell_type":"code","source":"# Create sepparate paths for images and their labels (annotations)\n# these will come in handy later for the YOLO model\n\ntrain_df[\"images\"] = train_df[\"video_id\"].astype(str) + \"_\" + train_df[\"video_frame\"].astype(str) + \".jpg\"\ntrain_df[\"labels\"] = train_df[\"video_id\"].astype(str) + \"_\" + train_df[\"video_frame\"].astype(str) + \".txt\"\n\n# print(train_df[\"video_id\"].astype(str) + \"_\" + train_df[\"video_frame\"].astype(str) + \".jpg\")\n# print(train_df[\"video_id\"].astype(str) + \"_\" + train_df[\"video_frame\"].astype(str) + \".txt\")\n\n# Save the width and height of the images\n# it is the same for the entire dataset\ntrain_df[\"width\"] = 1280\ntrain_df[\"height\"] = 720\n\n# Simplify the annotation format\ntrain_df[\"coco_bbox\"] = train_df[\"annotations\"].apply(lambda annot: [list(item.values()) for item in eval(annot)])\n\n# Data Sample\ntrain_df.sample(5, random_state = 24)","metadata":{"execution":{"iopub.status.busy":"2022-01-20T05:06:56.769237Z","iopub.execute_input":"2022-01-20T05:06:56.769564Z","iopub.status.idle":"2022-01-20T05:06:57.240611Z","shell.execute_reply.started":"2022-01-20T05:06:56.769530Z","shell.execute_reply":"2022-01-20T05:06:57.239950Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Data Sample\ntrain_df.sample(5, random_state = 24)\n\n!mkdir ./2021-greatbarrierreef-prep-data\n\n# Save dataset\ntrain_df.to_csv(\"./2021-greatbarrierreef-prep-data/train.csv\")\nprint(\"Convert to csv is finishing\")","metadata":{"execution":{"iopub.status.busy":"2022-01-20T05:06:57.241811Z","iopub.execute_input":"2022-01-20T05:06:57.242123Z","iopub.status.idle":"2022-01-20T05:06:58.180005Z","shell.execute_reply.started":"2022-01-20T05:06:57.242086Z","shell.execute_reply":"2022-01-20T05:06:58.178590Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# **Start YOLOv5**","metadata":{}},{"cell_type":"code","source":"# Import the prepped train dataset\ntrain = pd.read_csv(\"2021-greatbarrierreef-prep-data/train.csv\")\n# Remove all images that have no bounding box (removing ~80% of data)\ntrain = train[train[\"no_annotations\"] > 0].reset_index(drop = True)\n\ntrain.sample(3, random_state=24)","metadata":{"execution":{"iopub.status.busy":"2022-01-20T05:06:58.181505Z","iopub.execute_input":"2022-01-20T05:06:58.181873Z","iopub.status.idle":"2022-01-20T05:06:58.284861Z","shell.execute_reply.started":"2022-01-20T05:06:58.181833Z","shell.execute_reply":"2022-01-20T05:06:58.283930Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Populate the ../images folder\ncount = 0\n!dir\nfor path in tqdm(train[\"path\"].tolist()):\n    split_path = path.split(\"/\")\n    \n    # Retrieve the video id (0, 1, 2) and its frame number\n    video_id = split_path[-2]\n    video_frame = split_path[-1]\n    \n    if(count <= 3935):\n        # Create new image path\n        path_image = f\"./images/train/{video_id}_{video_frame}\"\n        # Copy file from source (competition data) to destination (our new folder)\n        shutil.copy(src = path, dst = path_image)\n    else:\n        # Create new image path\n        path_image = f\"./images/val/{video_id}_{video_frame}\"\n        # Copy file from source (competition data) to destination (our new folder)\n        shutil.copy(src = path, dst = path_image)\n    \n    count += 1","metadata":{"execution":{"iopub.status.busy":"2022-01-20T05:06:58.286072Z","iopub.execute_input":"2022-01-20T05:06:58.287837Z","iopub.status.idle":"2022-01-20T05:07:53.782210Z","shell.execute_reply.started":"2022-01-20T05:06:58.287797Z","shell.execute_reply":"2022-01-20T05:07:53.781434Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Glimpse of images folder now:\nprint(\"Sample of train/val from the images file : \", os.listdir(\"./images\"))\n\nplt.figure(figsize = (10, 10))\nimg_sample = cv2.imread(\"./images/train/video_1_6258.jpg\")\nimg_sample = cv2.cvtColor(img_sample, cv2.COLOR_BGR2RGB)\nplt.imshow(img_sample)\nplt.axis(\"off\");","metadata":{"execution":{"iopub.status.busy":"2022-01-20T05:07:53.783712Z","iopub.execute_input":"2022-01-20T05:07:53.784277Z","iopub.status.idle":"2022-01-20T05:07:54.163385Z","shell.execute_reply.started":"2022-01-20T05:07:53.784237Z","shell.execute_reply":"2022-01-20T05:07:54.162760Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![image.png](attachment:5526f1c9-7ca9-415e-af67-6cb8b1b88e43.png)","metadata":{},"attachments":{"5526f1c9-7ca9-415e-af67-6cb8b1b88e43.png":{"image/png":"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"}}},{"cell_type":"code","source":"def coco2yolo(image_height, image_width, bboxes):\n    \"\"\"\n    Converts a coco annotation format [xmin, ymin, w, h] to \n    the corresponding yolo format [xmid, ymid, w, h]\n    \n    image_height: height of the original image\n    image_width: width of the original image\n    bboxes: coco boxes to be converted\n    return;\n    \"\"\"\n    \n    bboxes = np.array(bboxes).astype(float)\n    \n    # Normalize xmin, w\n    bboxes[:, [0, 2]]= bboxes[:, [0, 2]] / image_width\n    # Normalize ymin, h\n    bboxes[:, [1, 3]]= bboxes[:, [1, 3]] / image_height\n    \n    # Converstion (xmin, ymin) => (xmid, ymid)\n    bboxes[:, [0, 1]] = bboxes[:, [0, 1]] + bboxes[:, [2, 3]] / 2\n    \n    # Clip values (between 0 and 1)\n    bboxes = np.clip(bboxes, a_min = 0, a_max = 1)\n    \n    return bboxes","metadata":{"execution":{"iopub.status.busy":"2022-01-20T05:07:54.166560Z","iopub.execute_input":"2022-01-20T05:07:54.167298Z","iopub.status.idle":"2022-01-20T05:07:54.175748Z","shell.execute_reply.started":"2022-01-20T05:07:54.167259Z","shell.execute_reply":"2022-01-20T05:07:54.174927Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# --- Example ---\nbbox_example = [[559, 213, 50, 32], [679, 223, 10, 100]]\n\nprint(\"From COCO : \", bbox_example)\nprint(\"to YOLO : \", coco2yolo(image_height = 720, \n                    image_width = 1280, \n                    bboxes = bbox_example))","metadata":{"execution":{"iopub.status.busy":"2022-01-20T05:07:54.177024Z","iopub.execute_input":"2022-01-20T05:07:54.177705Z","iopub.status.idle":"2022-01-20T05:07:54.190918Z","shell.execute_reply.started":"2022-01-20T05:07:54.177632Z","shell.execute_reply":"2022-01-20T05:07:54.190040Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.sample(3, random_state=24)","metadata":{"execution":{"iopub.status.busy":"2022-01-20T05:07:54.192056Z","iopub.execute_input":"2022-01-20T05:07:54.192247Z","iopub.status.idle":"2022-01-20T05:07:54.214078Z","shell.execute_reply.started":"2022-01-20T05:07:54.192223Z","shell.execute_reply":"2022-01-20T05:07:54.213343Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Populate the ../labels folder\nyolo_bboxes = []\ncount = 0\nfor k in tqdm(range(len(train))):\n    \n    row_data = train.iloc[k, :]\n    height = row_data[\"height\"]\n    width = row_data[\"width\"]\n    coco_bbox = eval(row_data[\"coco_bbox\"])\n    len_bbox = row_data[\"no_annotations\"]\n    labels = row_data[\"labels\"]\n    video_id = 'video'\n    \n    if(count <= 3935):\n        \n        path_labels = f\"./labels/train/{video_id}_{labels}\"\n        \n        # Create file and write in it\n        with open(path_labels, 'w') as file:\n            # In case there is an image with no present annotation\n            if len_bbox == 0: \n                file.write(\"\")\n                continue\n\n            # Convert coco format to yolo format\n            yolo_bbox = coco2yolo(height, width, coco_bbox)\n            yolo_bboxes.append(yolo_bbox)\n\n            # Write annotations in file\n            for i in range(len_bbox):\n                annot = [\"0\"] + yolo_bbox[i].astype(str).tolist() + ([\"\"] if i+1 == len_bbox else [\"\\n\"])\n                annot = \" \".join(annot).strip()\n                file.write(annot)\n    else:\n        path_labels = f\"./labels/val/{video_id}_{labels}\"\n\n        \n        # Create file and write in it\n        with open(path_labels, 'w') as file:\n            # In case there is an image with no present annotation\n            if len_bbox == 0: \n                file.write(\"\")\n                continue\n\n            # Convert coco format to yolo format\n            yolo_bbox = coco2yolo(height, width, coco_bbox)\n            yolo_bboxes.append(yolo_bbox)\n\n            # Write annotations in file\n            for i in range(len_bbox):\n                annot = [\"0\"] + yolo_bbox[i].astype(str).tolist() + ([\"\"] if i+1 == len_bbox else [\"\\n\"])\n                annot = \" \".join(annot).strip()\n                file.write(annot)\n    count += 1\n# Add yolo boxes to dataframe\ntrain[\"yolo_bbox\"] = yolo_bboxes\ntrain.sample(3, random_state=24)","metadata":{"execution":{"iopub.status.busy":"2022-01-20T05:07:54.215594Z","iopub.execute_input":"2022-01-20T05:07:54.216407Z","iopub.status.idle":"2022-01-20T05:07:57.017318Z","shell.execute_reply.started":"2022-01-20T05:07:54.216372Z","shell.execute_reply":"2022-01-20T05:07:57.016538Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"'''\n# Retrieve a sample of data\nimages = os.listdir(\"./images\")[6:12]\nvid_id = [im.split(\"_\")[1] for im in images]\nseq_id = [im.split(\"_\")[2].split(\".\")[0] for im in images]\n\n# Plot\nfig, axs = plt.subplots(2, 3, figsize=(23, 10))\naxs = axs.flatten()\nfig.suptitle(f\"Sample of images and YOLO bounding boxes\", fontsize = 20)\n\nfor k in range(6):\n    \n    # Get the data\n    im = cv2.imread(f\"./images/{images[k]}\")\n    im = cv2.cvtColor(im, cv2.COLOR_BGR2RGB)\n    dh, dw, _ = im.shape\n    txt = open(f\"./labels/video_{vid_id[k]}_{seq_id[k]}.txt\", \"r\").read().split(\" \")[1:]\n    no_boxes = int(len(txt)/4)\n    \n    # Draw boxes\n    i = 0\n    while i < no_boxes:\n        i = i+4\n        box = txt[:i][-4:]\n        \n        # from YOLO to COCO\n        x, y, w, h = box\n        x, y, w, h = float(x), float(y), float(w), float(h)\n\n        l = int((x - w / 2) * dw)\n        r = int((x + w / 2) * dw)\n        t = int((y - h / 2) * dh)\n        b = int((y + h / 2) * dh)\n\n        if l < 0: l = 0\n        if r > dw - 1: r = dw - 1\n        if t < 0: t = 0\n        if b > dh - 1: b = dh - 1\n\n        cv2.rectangle(im, (l, t), (r, b), (255,0,0), 3)\n        \n    # Show image with bboxes\n    axs[k].set_title(f\"Sample {k}\", fontsize = 14)\n    axs[k].imshow(im)\n    axs[k].set_axis_off()\n\nplt.tight_layout()\nplt.show()\n'''","metadata":{"execution":{"iopub.status.busy":"2022-01-20T05:07:57.019850Z","iopub.execute_input":"2022-01-20T05:07:57.020134Z","iopub.status.idle":"2022-01-20T05:07:57.027334Z","shell.execute_reply.started":"2022-01-20T05:07:57.020097Z","shell.execute_reply":"2022-01-20T05:07:57.026593Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Use Video 0 and 2 for training and 1 for validation\ntrain_data = train[train[\"video_id\"].isin([0, 2])]\ntest_data = train[train[\"video_id\"].isin([1])]\n\n# Get path to images & labels\ntrain_images = list(train_data[\"images\"])\ntrain_labels = list(train_data[\"labels\"])\n\ntest_images = list(test_data[\"images\"])\ntest_labels = list(test_data[\"labels\"])\n\nprint(\"Train Length:\", len(train_data), \"\\n\" + \"Test Length:\", len(test_data))","metadata":{"execution":{"iopub.status.busy":"2022-01-20T05:07:57.028734Z","iopub.execute_input":"2022-01-20T05:07:57.029431Z","iopub.status.idle":"2022-01-20T05:07:57.047266Z","shell.execute_reply.started":"2022-01-20T05:07:57.029390Z","shell.execute_reply":"2022-01-20T05:07:57.046341Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"%cd /kaggle/working/\n!rm cots.yaml\n!dir","metadata":{"execution":{"iopub.status.busy":"2022-01-20T05:07:57.048980Z","iopub.execute_input":"2022-01-20T05:07:57.049256Z","iopub.status.idle":"2022-01-20T05:07:58.411075Z","shell.execute_reply.started":"2022-01-20T05:07:57.049218Z","shell.execute_reply":"2022-01-20T05:07:58.410265Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"'''\nprint(\"Working BEFORE : \", os.listdir(\"./\"))\n\n# Create train and test path data\nwith open(\"train_images.txt\", \"w\") as file:\n    for path in train_images:\n        file.write(path + \"\\n\")\n        \nwith open(\"test_images.txt\", \"w\") as file:\n    for path in test_images:\n        file.write(path + \"\\n\")\n'''\n# Create configuration\nconfig = {'train': '../images/train',\n          'val': '../images/val',\n          'nc': 1,\n          'names': ['cots']}\n\nwith open(\"cots.yaml\", \"w\") as file:\n    yaml.dump(config, file, default_flow_style = False)   \n\nprint(\"Finish\")","metadata":{"execution":{"iopub.status.busy":"2022-01-20T05:07:58.413854Z","iopub.execute_input":"2022-01-20T05:07:58.414543Z","iopub.status.idle":"2022-01-20T05:07:58.423304Z","shell.execute_reply.started":"2022-01-20T05:07:58.414502Z","shell.execute_reply":"2022-01-20T05:07:58.422363Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"!git clone https://github.com/ultralytics/yolov5  # clone\n!cd yolov5\n# !pip install -r requirements.txt  # install","metadata":{"execution":{"iopub.status.busy":"2022-01-20T05:07:58.424438Z","iopub.execute_input":"2022-01-20T05:07:58.425139Z","iopub.status.idle":"2022-01-20T05:08:02.868874Z","shell.execute_reply.started":"2022-01-20T05:07:58.425104Z","shell.execute_reply":"2022-01-20T05:08:02.867935Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# ---> YOLOv5 install <---\n%cd /kaggle/working     \n!cp -r /kaggle/input/yolov5-lib-ds /kaggle/working/yolov5     \n%cd yolov5     \n%pip install -qr requirements.txt  \n\nfrom yolov5 import utils\ndisplay = utils.notebook_init()","metadata":{"execution":{"iopub.status.busy":"2022-01-20T05:08:02.872524Z","iopub.execute_input":"2022-01-20T05:08:02.872765Z","iopub.status.idle":"2022-01-20T05:08:14.567418Z","shell.execute_reply.started":"2022-01-20T05:08:02.872738Z","shell.execute_reply":"2022-01-20T05:08:14.566617Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# --- PARAMETERS ---\n# These are just small samples, so the notebook runs faster\nSIZE = 512\nBATCH_SIZE = 4\nEPOCHS = 3\nMODEL = \"yolov5s\"\nWORKERS = 1\nPROJECT = \"GreatBarrierReef\"\nRUN_NAME = f\"{MODEL}_size{SIZE}_epochs{EPOCHS}_batch{BATCH_SIZE}_simple\"\n# ------------------","metadata":{"execution":{"iopub.status.busy":"2022-01-20T05:08:14.569380Z","iopub.execute_input":"2022-01-20T05:08:14.569755Z","iopub.status.idle":"2022-01-20T05:08:14.576217Z","shell.execute_reply.started":"2022-01-20T05:08:14.569716Z","shell.execute_reply":"2022-01-20T05:08:14.575378Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"!Training\n!wandb off\n!python train.py --img {SIZE}\\\n                 --batch {BATCH_SIZE}\\\n                 --epochs {EPOCHS}\\\n                 --data ../cots.yaml\\\n                 --weights {MODEL}.pt\\\n                 --workers {WORKERS}\\\n                 --project {PROJECT}\\\n                 --name {RUN_NAME}\\\n                 --exist-ok","metadata":{"execution":{"iopub.status.busy":"2022-01-20T05:08:14.577478Z","iopub.execute_input":"2022-01-20T05:08:14.577759Z","iopub.status.idle":"2022-01-20T05:09:22.107517Z","shell.execute_reply.started":"2022-01-20T05:08:14.577721Z","shell.execute_reply":"2022-01-20T05:09:22.106689Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"%cd GreatBarrierReef/yolov5s_size512_epochs3_batch4_simple","metadata":{"execution":{"iopub.status.busy":"2022-01-20T05:09:22.109040Z","iopub.execute_input":"2022-01-20T05:09:22.109310Z","iopub.status.idle":"2022-01-20T05:09:22.116087Z","shell.execute_reply.started":"2022-01-20T05:09:22.109274Z","shell.execute_reply":"2022-01-20T05:09:22.115199Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"plt.figure(figsize = (20, 20))\nimg_sample = cv2.imread(\"results.png\")\nimg_sample = cv2.cvtColor(img_sample, cv2.COLOR_BGR2RGB)\nplt.imshow(img_sample)\nplt.axis(\"off\")","metadata":{"execution":{"iopub.status.busy":"2022-01-20T05:09:22.117363Z","iopub.execute_input":"2022-01-20T05:09:22.118096Z","iopub.status.idle":"2022-01-20T05:09:22.267142Z","shell.execute_reply.started":"2022-01-20T05:09:22.118059Z","shell.execute_reply":"2022-01-20T05:09:22.266088Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"f = open(\"results.csv\", \"r\")\nprint(f.read())","metadata":{"execution":{"iopub.status.busy":"2022-01-20T05:09:22.268166Z","iopub.status.idle":"2022-01-20T05:09:22.268860Z","shell.execute_reply.started":"2022-01-20T05:09:22.268601Z","shell.execute_reply":"2022-01-20T05:09:22.268625Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import greatbarrierreef\nenv = greatbarrierreef.make_env()   # initialize the environment\niter_test = env.iter_test()    # an iterator which loops over the test set and sample submission\nfor (pixel_array, sample_prediction_df) in iter_test:\n    sample_prediction_df['annotations'] = '0.14372 0.22323 0.34846 0.18184 0.26967'  # make your predictions here\n    env.predict(sample_prediction_df)   # register your predictions","metadata":{"execution":{"iopub.status.busy":"2022-01-20T05:09:22.270036Z","iopub.status.idle":"2022-01-20T05:09:22.270913Z","shell.execute_reply.started":"2022-01-20T05:09:22.270631Z","shell.execute_reply":"2022-01-20T05:09:22.270658Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"!ls ../../../2021-greatbarrierreef-prep-data/","metadata":{"execution":{"iopub.status.busy":"2022-01-20T05:47:25.042026Z","iopub.execute_input":"2022-01-20T05:47:25.042383Z","iopub.status.idle":"2022-01-20T05:47:25.858799Z","shell.execute_reply.started":"2022-01-20T05:47:25.042335Z","shell.execute_reply":"2022-01-20T05:47:25.857953Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"!cp results.csv ../../../2021-greatbarrierreef-prep-data/submission.csv","metadata":{"execution":{"iopub.status.busy":"2022-01-20T05:09:22.273996Z","iopub.status.idle":"2022-01-20T05:09:22.274780Z","shell.execute_reply.started":"2022-01-20T05:09:22.274519Z","shell.execute_reply":"2022-01-20T05:09:22.274545Z"},"trusted":true},"execution_count":null,"outputs":[]}]}