diff --git a/HW_2_sp23_EE374N-385J_Neural_Eng_EMGanalysis/2_4a_cv_heatmap_features.png b/HW_2_sp23_EE374N-385J_Neural_Eng_EMGanalysis/2_4a_cv_heatmap_features.png new file mode 100644 index 0000000..e7f122e Binary files /dev/null and b/HW_2_sp23_EE374N-385J_Neural_Eng_EMGanalysis/2_4a_cv_heatmap_features.png differ diff --git a/HW_2_sp23_EE374N-385J_Neural_Eng_EMGanalysis/2_4b_cv_heatmap_cnn_raw.png b/HW_2_sp23_EE374N-385J_Neural_Eng_EMGanalysis/2_4b_cv_heatmap_cnn_raw.png new file mode 100644 index 0000000..193291f Binary files /dev/null and b/HW_2_sp23_EE374N-385J_Neural_Eng_EMGanalysis/2_4b_cv_heatmap_cnn_raw.png differ diff --git a/HW_2_sp23_EE374N-385J_Neural_Eng_EMGanalysis/HW2_EMG_Analysis.ipynb b/HW_2_sp23_EE374N-385J_Neural_Eng_EMGanalysis/HW2_EMG_Analysis.ipynb index ce00e78..fc08760 100644 --- a/HW_2_sp23_EE374N-385J_Neural_Eng_EMGanalysis/HW2_EMG_Analysis.ipynb +++ b/HW_2_sp23_EE374N-385J_Neural_Eng_EMGanalysis/HW2_EMG_Analysis.ipynb @@ -983,339 +983,17 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Using device: cuda\n", - " GPU: NVIDIA GeForce RTX 3060 Ti\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e6f9cae3358f4c78af3758cf181afe72", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Subject 1: 0%| | 0/52 [00:00 0]\n", - " ytr = [run_Xy[i][1] for i in train_idx if len(run_Xy[i][1]) > 0]\n", - " if not Xtr:\n", - " continue\n", - " X_train = np.vstack(Xtr)\n", - " y_train = np.concatenate(ytr)\n", - " X_test, y_test = run_Xy[test_r]\n", - " if len(X_test) == 0:\n", - " continue\n", - " try:\n", - " clf = LinearDiscriminantAnalysis()\n", - " clf.fit(X_train, y_train)\n", - " accs_lda.append(clf.score(X_test, y_test))\n", - " except Exception:\n", - " pass\n", - " if accs_lda:\n", - " results.append((win_len, ovl, 'Linear LDA',\n", - " np.mean(accs_lda), np.std(accs_lda)))\n", - "\n", - " # ── CNN variants ──────────────────────────────────────────────\n", - " for cnn_name, cnn_cfg in CNN_CONFIGS.items():\n", - " accs_cnn = []\n", - " for test_r in range(n_cv):\n", - " train_idx = [i for i in range(n_cv) if i != test_r]\n", - " Xtr = [run_Xy[i][0] for i in train_idx if len(run_Xy[i][0]) > 0]\n", - " ytr = [run_Xy[i][1] for i in train_idx if len(run_Xy[i][1]) > 0]\n", - " if not Xtr:\n", - " continue\n", - " X_train = np.vstack(Xtr)\n", - " y_train = np.concatenate(ytr)\n", - " X_test, y_test = run_Xy[test_r]\n", - " if len(X_test) == 0:\n", - " continue\n", - " try:\n", - " acc = train_cnn(X_train, y_train, X_test, y_test, cnn_cfg)\n", - " accs_cnn.append(acc)\n", - " except Exception:\n", - " pass\n", - " if accs_cnn:\n", - " results.append((win_len, ovl, cnn_name,\n", - " np.mean(accs_cnn), np.std(accs_cnn)))\n", - "\n", - " pbar.update(1)\n", - "\n", - " pbar.close()\n", - "\n", - " # Free GPU memory between subjects\n", - " if device.type == 'cuda':\n", - " torch.cuda.empty_cache()\n", - "\n", - " results_all[subj_idx] = results\n", - "\n", - " best = max(results, key=lambda x: x[3])\n", - " print(f\"Subject {subj_idx + 1} – Best: win={best[0]}, overlap={best[1]:.0%}, \"\n", - " f\"{best[2]}, accuracy = {best[3]:.3f} ± {best[4]:.3f}\")\n", - "\n", - "# ── Top-10 table per subject ─────────────────────────────────────────────────\n", - "for subj_idx in range(2):\n", - " print(f\"\\n{'=' * 60}\")\n", - " print(f\"Subject {subj_idx + 1} – Top 10 configurations\")\n", - " print(f\"{'Win':>5s} {'Ovl':>5s} {'Classifier':>20s} {'Acc':>7s} {'Std':>6s}\")\n", - " print(f\"{'-' * 55}\")\n", - " top10 = sorted(results_all[subj_idx], key=lambda x: -x[3])[:10]\n", - " for w, o, c, a, s in top10:\n", - " print(f\"{w:5d} {o:5.0%} {c:>20s} {a:7.3f} {s:6.3f}\")" - ] + "outputs": [], + "source": "# ── 2.4.1 Setup + Part A: LDA vs KNN on extracted features ──────────────────\nimport torch\nimport torch.nn as nn\nfrom torch.amp import autocast, GradScaler\nfrom sklearn.discriminant_analysis import LinearDiscriminantAnalysis\nfrom sklearn.neighbors import KNeighborsClassifier\nfrom sklearn.preprocessing import StandardScaler\nfrom tqdm.notebook import tqdm\n\ndevice = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\nprint(f\"Using device: {device}\")\nif device.type == 'cuda':\n print(f\" GPU: {torch.cuda.get_device_name(0)}\")\n torch.backends.cudnn.benchmark = True\n\nuse_amp = device.type == 'cuda'\n\nwin_sizes = [50, 75, 100, 125, 150, 175, 200, 225, 250, 275, 300, 325, 350]\noverlap_fracs = [0, 0.25, 0.5, 0.75]\nk_values = [1, 3, 5, 7, 11, 15]\n\n\ndef extract_run_Xy(run, win_len, ovl_frac, raw=False):\n \"\"\"Extract windowed data from one run.\n\n raw=False : X is (n_windows, 8) — [MAV×4, SSC×4] feature vectors\n raw=True : X is (n_windows, 4, win_len) — raw EMG, channels-first\n \"\"\"\n typ_r, pos_r, emg_r = run['typ'], run['pos'], run['emg']\n task_code = {101: 0, 201: 1, 301: 2}\n step = max(1, int(win_len * (1 - ovl_frac)))\n\n s_mask = np.isin(typ_r, [101, 201, 301])\n e_mask = np.isin(typ_r, [102, 202, 302])\n starts, ends, codes = pos_r[s_mask], pos_r[e_mask], typ_r[s_mask]\n\n X_list, y_list = [], []\n for s_pos, e_pos, s_code in zip(starts, ends, codes):\n seg = emg_r[s_pos:e_pos, :] # (n_samples, 4)\n n_win = max(0, (len(seg) - win_len) // step + 1)\n if n_win == 0:\n continue\n\n if raw:\n for w in range(n_win):\n s = w * step\n X_list.append(seg[s:s + win_len, :].T.astype(np.float32)) # (4, win_len)\n y_list.append(task_code[s_code])\n else:\n ch_feats, n_win_min = [], n_win\n for ch in range(4):\n m, r = extract_features(seg[:, ch], win_len, ovl_frac)\n ch_feats.append((m, r))\n n_win_min = min(n_win_min, len(m))\n for w in range(n_win_min):\n row = ([ch_feats[c][0][w] for c in range(4)] +\n [ch_feats[c][1][w] for c in range(4)])\n X_list.append(row)\n y_list.append(task_code[s_code])\n\n if X_list:\n return np.array(X_list), np.array(y_list)\n shape = (0, 4, win_len) if raw else (0, 8)\n return np.empty(shape, dtype=np.float32), np.array([], dtype=int)\n\n\n# ── Part A grid search ────────────────────────────────────────────────────────\nresults_feat = {}\n\nfor subj_idx, subj_runs in enumerate(filtered_data):\n n_cv = min(5, len(subj_runs))\n cv_runs = subj_runs[:n_cv]\n results = []\n n_total = len(win_sizes) * len(overlap_fracs)\n\n pbar = tqdm(total=n_total, desc=f'[Part A] Subject {subj_idx + 1}', unit='combo')\n\n for win_len in win_sizes:\n for ovl in overlap_fracs:\n pbar.set_postfix(win=win_len, ovl=f'{ovl:.0%}')\n run_Xy = [extract_run_Xy(r, win_len, ovl, raw=False) for r in cv_runs]\n\n clf_accs = {'LDA': [], **{f'KNN-{k}': [] for k in k_values}}\n\n for test_r in range(n_cv):\n train_idx = [i for i in range(n_cv) if i != test_r]\n Xtr_parts = [run_Xy[i][0] for i in train_idx if len(run_Xy[i][0]) > 0]\n ytr_parts = [run_Xy[i][1] for i in train_idx if len(run_Xy[i][1]) > 0]\n if not Xtr_parts:\n continue\n X_train = np.vstack(Xtr_parts)\n y_train = np.concatenate(ytr_parts)\n X_test, y_test = run_Xy[test_r]\n if len(X_test) == 0:\n continue\n\n scaler = StandardScaler()\n X_tr_s = scaler.fit_transform(X_train)\n X_te_s = scaler.transform(X_test)\n\n try:\n lda = LinearDiscriminantAnalysis()\n lda.fit(X_tr_s, y_train)\n clf_accs['LDA'].append(lda.score(X_te_s, y_test))\n except Exception:\n pass\n\n for k in k_values:\n try:\n knn = KNeighborsClassifier(n_neighbors=k)\n knn.fit(X_tr_s, y_train)\n clf_accs[f'KNN-{k}'].append(knn.score(X_te_s, y_test))\n except Exception:\n pass\n\n for clf_name, accs in clf_accs.items():\n if accs:\n results.append((win_len, ovl, clf_name,\n np.mean(accs), np.std(accs)))\n pbar.update(1)\n\n pbar.close()\n results_feat[subj_idx] = results\n best = max(results, key=lambda x: x[3])\n print(f\"Subject {subj_idx + 1} – Best: win={best[0]}, overlap={best[1]:.0%}, \"\n f\"{best[2]}, accuracy = {best[3]:.3f} ± {best[4]:.3f}\")\n\n\n# ── Part A heatmaps (LDA + representative K values) ──────────────────────────\nclf_show = ['LDA', 'KNN-1', 'KNN-5', 'KNN-11']\n\nfig, axes = plt.subplots(2, 4, figsize=(22, 10))\nfig.suptitle('Part A – Feature CV Accuracy: Window × Overlap\\n'\n '(LDA & KNN on MAV+SSC features, run-wise CV)',\n fontsize=13, fontweight='bold')\n\nfor subj_idx in range(2):\n for col, clf_name in enumerate(clf_show):\n ax = axes[subj_idx, col]\n acc_grid = np.full((len(win_sizes), len(overlap_fracs)), np.nan)\n for w, o, c, a, s in results_feat[subj_idx]:\n if c == clf_name:\n acc_grid[win_sizes.index(w), overlap_fracs.index(o)] = a\n\n im = ax.imshow(acc_grid, aspect='auto', cmap='RdYlGn',\n vmin=0.3, vmax=1.0, origin='lower')\n ax.set_xticks(range(len(overlap_fracs)))\n ax.set_xticklabels([f'{o:.0%}' for o in overlap_fracs])\n ax.set_yticks(range(len(win_sizes)))\n ax.set_yticklabels(win_sizes)\n ax.set_xlabel('Overlap')\n ax.set_ylabel('Window Size (samples)')\n ax.set_title(f'Subject {subj_idx + 1} – {clf_name}', fontsize=10)\n\n for wi in range(len(win_sizes)):\n for oi in range(len(overlap_fracs)):\n v = acc_grid[wi, oi]\n if not np.isnan(v):\n ax.text(oi, wi, f'{v:.2f}', ha='center', va='center',\n fontsize=5.5, color='black')\n fig.colorbar(im, ax=ax, shrink=0.8, label='Accuracy')\n\nplt.tight_layout()\nplt.savefig('2_4a_cv_heatmap_features.png', bbox_inches='tight')\nplt.show()" }, { "cell_type": "code", - "execution_count": 48, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# ── 2.4.2 Accuracy heatmaps: Window Size × Overlap ──────────────────────────\n", - "clf_names_plot = ['Linear LDA', 'CNN-S (1 layer)', 'CNN-M (2 layer)', 'CNN-L (3 layer)']\n", - "\n", - "fig, axes = plt.subplots(2, 4, figsize=(22, 10))\n", - "fig.suptitle('Run-wise CV Accuracy – Window Size × Overlap',\n", - " fontsize=14, fontweight='bold')\n", - "\n", - "for subj_idx in range(2):\n", - " for clf_col, clf_name in enumerate(clf_names_plot):\n", - " ax = axes[subj_idx, clf_col]\n", - "\n", - " acc_grid = np.full((len(win_sizes), len(overlap_fracs)), np.nan)\n", - " for w, o, c, a, s in results_all[subj_idx]:\n", - " if c == clf_name:\n", - " acc_grid[win_sizes.index(w), overlap_fracs.index(o)] = a\n", - "\n", - " im = ax.imshow(acc_grid, aspect='auto', cmap='RdYlGn',\n", - " vmin=0.3, vmax=1.0, origin='lower')\n", - " ax.set_xticks(range(len(overlap_fracs)))\n", - " ax.set_xticklabels([f'{o:.0%}' for o in overlap_fracs])\n", - " ax.set_yticks(range(len(win_sizes)))\n", - " ax.set_yticklabels(win_sizes)\n", - " ax.set_xlabel('Overlap')\n", - " ax.set_ylabel('Window Size (samples)')\n", - " ax.set_title(f'Subject {subj_idx + 1} – {clf_name}', fontsize=10)\n", - "\n", - " for wi in range(len(win_sizes)):\n", - " for oi in range(len(overlap_fracs)):\n", - " v = acc_grid[wi, oi]\n", - " if not np.isnan(v):\n", - " ax.text(oi, wi, f'{v:.2f}', ha='center', va='center',\n", - " fontsize=5.5, color='black')\n", - "\n", - " fig.colorbar(im, ax=ax, shrink=0.8, label='Accuracy')\n", - "\n", - "plt.tight_layout()\n", - "plt.savefig('2_4_cv_heatmap.png', bbox_inches='tight')\n", - "plt.show()" - ] + "outputs": [], + "source": "# ── 2.4.2 Part B: CNN on raw EMG windows ────────────────────────────────────\n\nclass EMG_CNN_Raw(nn.Module):\n \"\"\"1-D CNN for multi-channel raw EMG.\n Input: (batch, 4, win_len) — 4 EMG channels, temporal dim last.\n \"\"\"\n def __init__(self, n_classes=3, channels=(16,), kernel_size=7):\n super().__init__()\n layers = []\n in_ch = 4\n for out_ch in channels:\n layers += [\n nn.Conv1d(in_ch, out_ch, kernel_size=kernel_size,\n padding=kernel_size // 2),\n nn.BatchNorm1d(out_ch),\n nn.ReLU(),\n ]\n in_ch = out_ch\n layers += [nn.AdaptiveAvgPool1d(1), nn.Flatten(),\n nn.Linear(in_ch, n_classes)]\n self.net = nn.Sequential(*layers)\n\n def forward(self, x):\n return self.net(x)\n\n\nCNN_CONFIGS_RAW = {\n 'CNN-S': dict(channels=(16,), kernel_size=7),\n 'CNN-M': dict(channels=(16, 32), kernel_size=7),\n 'CNN-L': dict(channels=(16, 32, 64), kernel_size=7),\n}\n\n\ndef train_cnn_raw(X_train, y_train, X_test, y_test, cnn_cfg,\n n_epochs=80, lr=1e-3):\n \"\"\"Train raw-EMG CNN. X: (n, 4, win_len), y: (n,).\"\"\"\n # Normalise per channel across training windows: shape (1, 4, 1)\n mu = X_train.mean(axis=(0, 2), keepdims=True)\n sigma = X_train.std(axis=(0, 2), keepdims=True) + 1e-8\n Xtr = torch.tensor((X_train - mu) / sigma, dtype=torch.float32, device=device)\n ytr = torch.tensor(y_train, dtype=torch.long, device=device)\n Xte = torch.tensor((X_test - mu) / sigma, dtype=torch.float32, device=device)\n yte = torch.tensor(y_test, dtype=torch.long, device=device)\n\n model = EMG_CNN_Raw(**cnn_cfg).to(device)\n opt = torch.optim.Adam(model.parameters(), lr=lr)\n loss_fn = nn.CrossEntropyLoss()\n scaler = GradScaler('cuda', enabled=use_amp)\n\n model.train()\n for _ in range(n_epochs):\n opt.zero_grad(set_to_none=True)\n with autocast(device_type=device.type, enabled=use_amp):\n loss = loss_fn(model(Xtr), ytr)\n scaler.scale(loss).backward()\n scaler.step(opt)\n scaler.update()\n\n model.eval()\n with torch.no_grad(), autocast(device_type=device.type, enabled=use_amp):\n preds = model(Xte).argmax(dim=1)\n return (preds == yte).float().mean().item()\n\n\n# ── Part B grid search ────────────────────────────────────────────────────────\nresults_cnn = {}\n\nfor subj_idx, subj_runs in enumerate(filtered_data):\n n_cv = min(5, len(subj_runs))\n cv_runs = subj_runs[:n_cv]\n results = []\n n_total = len(win_sizes) * len(overlap_fracs)\n\n pbar = tqdm(total=n_total, desc=f'[Part B] Subject {subj_idx + 1}', unit='combo')\n\n for win_len in win_sizes:\n for ovl in overlap_fracs:\n pbar.set_postfix(win=win_len, ovl=f'{ovl:.0%}')\n run_Xy = [extract_run_Xy(r, win_len, ovl, raw=True) for r in cv_runs]\n\n for cnn_name, cnn_cfg in CNN_CONFIGS_RAW.items():\n accs = []\n for test_r in range(n_cv):\n train_idx = [i for i in range(n_cv) if i != test_r]\n Xtr_parts = [run_Xy[i][0] for i in train_idx if len(run_Xy[i][0]) > 0]\n ytr_parts = [run_Xy[i][1] for i in train_idx if len(run_Xy[i][1]) > 0]\n if not Xtr_parts:\n continue\n X_train = np.vstack(Xtr_parts)\n y_train = np.concatenate(ytr_parts)\n X_test, y_test = run_Xy[test_r]\n if len(X_test) == 0:\n continue\n try:\n acc = train_cnn_raw(X_train, y_train, X_test, y_test, cnn_cfg)\n accs.append(acc)\n except Exception:\n pass\n if accs:\n results.append((win_len, ovl, cnn_name,\n np.mean(accs), np.std(accs)))\n pbar.update(1)\n\n pbar.close()\n if device.type == 'cuda':\n torch.cuda.empty_cache()\n\n results_cnn[subj_idx] = results\n best = max(results, key=lambda x: x[3])\n print(f\"Subject {subj_idx + 1} – Best: win={best[0]}, overlap={best[1]:.0%}, \"\n f\"{best[2]}, accuracy = {best[3]:.3f} ± {best[4]:.3f}\")\n\n\n# ── Part B heatmaps ───────────────────────────────────────────────────────────\ncnn_names_plot = list(CNN_CONFIGS_RAW.keys())\n\nfig, axes = plt.subplots(2, 3, figsize=(18, 10))\nfig.suptitle('Part B – Raw EMG CNN CV Accuracy: Window × Overlap\\n'\n '(CNN on raw 4-channel windows, run-wise CV)',\n fontsize=13, fontweight='bold')\n\nfor subj_idx in range(2):\n for col, cnn_name in enumerate(cnn_names_plot):\n ax = axes[subj_idx, col]\n acc_grid = np.full((len(win_sizes), len(overlap_fracs)), np.nan)\n for w, o, c, a, s in results_cnn[subj_idx]:\n if c == cnn_name:\n acc_grid[win_sizes.index(w), overlap_fracs.index(o)] = a\n\n im = ax.imshow(acc_grid, aspect='auto', cmap='RdYlGn',\n vmin=0.3, vmax=1.0, origin='lower')\n ax.set_xticks(range(len(overlap_fracs)))\n ax.set_xticklabels([f'{o:.0%}' for o in overlap_fracs])\n ax.set_yticks(range(len(win_sizes)))\n ax.set_yticklabels(win_sizes)\n ax.set_xlabel('Overlap')\n ax.set_ylabel('Window Size (samples)')\n ax.set_title(f'Subject {subj_idx + 1} – {cnn_name}', fontsize=10)\n\n for wi in range(len(win_sizes)):\n for oi in range(len(overlap_fracs)):\n v = acc_grid[wi, oi]\n if not np.isnan(v):\n ax.text(oi, wi, f'{v:.2f}', ha='center', va='center',\n fontsize=5.5, color='black')\n fig.colorbar(im, ax=ax, shrink=0.8, label='Accuracy')\n\nplt.tight_layout()\nplt.savefig('2_4b_cv_heatmap_cnn_raw.png', bbox_inches='tight')\nplt.show()" } ], "metadata": { @@ -1339,4 +1017,4 @@ }, "nbformat": 4, "nbformat_minor": 4 -} +} \ No newline at end of file