diff --git a/context33.ipynb b/context33.ipynb index a53c1fc..d0cce32 100644 --- a/context33.ipynb +++ b/context33.ipynb @@ -2,19 +2,21 @@ "cells": [ { "cell_type": "code", + "execution_count": 1, "id": "c33-0001", "metadata": { - "execution": { - "iopub.execute_input": "2026-05-31T13:05:51.896552Z", - "iopub.status.busy": "2026-05-31T13:05:51.896251Z", - "iopub.status.idle": "2026-05-31T13:05:52.784632Z", - "shell.execute_reply": "2026-05-31T13:05:52.783936Z" - }, "ExecuteTime": { "end_time": "2026-05-31T13:08:35.912154551Z", "start_time": "2026-05-31T13:08:35.458197926Z" + }, + "execution": { + "iopub.execute_input": "2026-05-31T13:20:33.031478Z", + "iopub.status.busy": "2026-05-31T13:20:33.031168Z", + "iopub.status.idle": "2026-05-31T13:20:33.884296Z", + "shell.execute_reply": "2026-05-31T13:20:33.883464Z" } }, + "outputs": [], "source": [ "# context33.prj → pyRBM\n", "#\n", @@ -33,25 +35,25 @@ "from rbm.matrix import np, convert, read_armadillo\n", "from rbm.entity import EntityParams, TrainingParams\n", "from rbm.status import CheckpointStatus" - ], - "outputs": [], - "execution_count": 1 + ] }, { "cell_type": "code", + "execution_count": 2, "id": "c33-0002", "metadata": { - "execution": { - "iopub.execute_input": "2026-05-31T13:05:52.786922Z", - "iopub.status.busy": "2026-05-31T13:05:52.786615Z", - "iopub.status.idle": "2026-05-31T13:05:52.790662Z", - "shell.execute_reply": "2026-05-31T13:05:52.789951Z" - }, "ExecuteTime": { "end_time": "2026-05-31T13:08:35.961330083Z", "start_time": "2026-05-31T13:08:35.913508062Z" + }, + "execution": { + "iopub.execute_input": "2026-05-31T13:20:33.886357Z", + "iopub.status.busy": "2026-05-31T13:20:33.886137Z", + "iopub.status.idle": "2026-05-31T13:20:33.890263Z", + "shell.execute_reply": "2026-05-31T13:20:33.889366Z" } }, + "outputs": [], "source": [ "# ── Config from context33.prj ──────────────────────────────────────────────\n", "SENSORY_SIZE = 40 # numVisibleX * numVisibleY = 1 * 40\n", @@ -72,43 +74,24 @@ "chars = sorted(ALLOWED)\n", "idx_to_char = {i: c for i, c in enumerate(chars)}\n", "char_to_idx = {c: i for i, c in enumerate(chars)}" - ], - "outputs": [], - "execution_count": 2 + ] }, { "cell_type": "code", + "execution_count": 3, "id": "c33-0003", "metadata": { - "execution": { - "iopub.execute_input": "2026-05-31T13:05:52.792381Z", - "iopub.status.busy": "2026-05-31T13:05:52.792174Z", - "iopub.status.idle": "2026-05-31T13:05:52.799998Z", - "shell.execute_reply": "2026-05-31T13:05:52.799353Z" - }, "ExecuteTime": { "end_time": "2026-05-31T13:08:36.020495426Z", "start_time": "2026-05-31T13:08:35.962722614Z" + }, + "execution": { + "iopub.execute_input": "2026-05-31T13:20:33.891703Z", + "iopub.status.busy": "2026-05-31T13:20:33.891558Z", + "iopub.status.idle": "2026-05-31T13:20:33.899357Z", + "shell.execute_reply": "2026-05-31T13:20:33.898386Z" } }, - "source": [ - "# ── Load training data from context33.training.dat ─────────────────────────\n", - "# Armadillo format: 12 rows × 168 cols = [sensory(40) | context(128)]\n", - "# Context portion was computed by the C++ model; we use only the sensory part.\n", - "raw_data = read_armadillo(DATA_PATH) # (12, 168) on device\n", - "raw_np = convert(raw_data) # to numpy for inspection\n", - "\n", - "sensory_np = raw_np[:, :SENSORY_SIZE] # (12, 40) one-hot chars\n", - "\n", - "N_SAMPLES = sensory_np.shape[0]\n", - "decoded = ''.join(idx_to_char[int(np_cpu.argmax(sensory_np[i]))] for i in range(N_SAMPLES))\n", - "\n", - "print(f\"Training data : {DATA_PATH}\")\n", - "print(f\"Shape : {raw_np.shape} (rows=samples, cols=visible)\")\n", - "print(f\"Sensory columns : 0 – {SENSORY_SIZE-1} ({SENSORY_SIZE} dims, one-hot)\")\n", - "print(f\"Context columns : {SENSORY_SIZE} – 167 ({CONTEXT_SIZE} dims, from C++ model)\")\n", - "print(f\"Decoded chars : '{decoded}' ({N_SAMPLES} samples)\")" - ], "outputs": [ { "name": "stdout", @@ -119,27 +102,58 @@ "Shape : (12, 168) (rows=samples, cols=visible)\n", "Sensory columns : 0 – 39 (40 dims, one-hot)\n", "Context columns : 40 – 167 (128 dims, from C++ model)\n", - "Decoded chars : 'XURQLIFB9651' (12 samples)\n" + "Decoded chars : '1569BFILQRUX' (12 samples, chronological C++ order)\n" ] } ], - "execution_count": 3 + "source": [ + "# ── Load training data from context33.training.dat ─────────────────────────\n", + "# Armadillo format: 12 rows × 168 cols = [sensory(40) | context(128)]\n", + "# Rows are stored LIFO (last added in the C++ GUI = row 0).\n", + "# Reversing restores chronological order so the sequence reads 1 5 6 9 … R U X.\n", + "raw_data = read_armadillo(DATA_PATH)\n", + "raw_np = convert(raw_data)[::-1] # reverse → chronological order\n", + "\n", + "sensory_np = raw_np[:, :SENSORY_SIZE] # (12, 40) one-hot chars\n", + "\n", + "N_SAMPLES = sensory_np.shape[0]\n", + "decoded = ''.join(idx_to_char[int(np_cpu.argmax(sensory_np[i]))] for i in range(N_SAMPLES))\n", + "\n", + "print(f\"Training data : {DATA_PATH}\")\n", + "print(f\"Shape : {raw_np.shape} (rows=samples, cols=visible)\")\n", + "print(f\"Sensory columns : 0 – {SENSORY_SIZE-1} ({SENSORY_SIZE} dims, one-hot)\")\n", + "print(f\"Context columns : {SENSORY_SIZE} – 167 ({CONTEXT_SIZE} dims, from C++ model)\")\n", + "print(f\"Decoded chars : '{decoded}' ({N_SAMPLES} samples, chronological C++ order)\")" + ] }, { "cell_type": "code", + "execution_count": 4, "id": "c33-0004", "metadata": { - "execution": { - "iopub.execute_input": "2026-05-31T13:05:52.802158Z", - "iopub.status.busy": "2026-05-31T13:05:52.801973Z", - "iopub.status.idle": "2026-05-31T13:05:53.137159Z", - "shell.execute_reply": "2026-05-31T13:05:53.136234Z" - }, "ExecuteTime": { "end_time": "2026-05-31T13:08:36.362164851Z", "start_time": "2026-05-31T13:08:36.021965131Z" + }, + "execution": { + "iopub.execute_input": "2026-05-31T13:20:33.901501Z", + "iopub.status.busy": "2026-05-31T13:20:33.901272Z", + "iopub.status.idle": "2026-05-31T13:20:34.231732Z", + "shell.execute_reply": "2026-05-31T13:20:34.230882Z" } }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# ── Visualise training samples ─────────────────────────────────────────────\n", "fig, axes = plt.subplots(1, 2, figsize=(14, 3))\n", @@ -160,46 +174,24 @@ "\n", "plt.tight_layout()\n", "plt.show()" - ], - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ], - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data", - "jetTransient": { - "display_id": null - } - } - ], - "execution_count": 4 + ] }, { "cell_type": "code", + "execution_count": 5, "id": "c33-0005", "metadata": { - "execution": { - "iopub.execute_input": "2026-05-31T13:05:53.138817Z", - "iopub.status.busy": "2026-05-31T13:05:53.138656Z", - "iopub.status.idle": "2026-05-31T13:05:53.142080Z", - "shell.execute_reply": "2026-05-31T13:05:53.141270Z" - }, "ExecuteTime": { "end_time": "2026-05-31T13:08:36.418708648Z", "start_time": "2026-05-31T13:08:36.362936110Z" + }, + "execution": { + "iopub.execute_input": "2026-05-31T13:20:34.234146Z", + "iopub.status.busy": "2026-05-31T13:20:34.233956Z", + "iopub.status.idle": "2026-05-31T13:20:34.237559Z", + "shell.execute_reply": "2026-05-31T13:20:34.236677Z" } }, - "source": [ - "# ── Prepare sequences for StackRnn ─────────────────────────────────────────\n", - "# Treat the 12 samples as one sequence of length 12.\n", - "# Shape required by _train_shared: (num_seq, T, sensory_size)\n", - "sequences = sensory_np[np_cpu.newaxis, :, :] # (1, 12, 40)\n", - "print(f\"sequences shape : {sequences.shape} → 1 sequence of {N_SAMPLES} chars\")" - ], "outputs": [ { "name": "stdout", @@ -209,23 +201,42 @@ ] } ], - "execution_count": 5 + "source": [ + "# ── Prepare sequences for StackRnn ─────────────────────────────────────────\n", + "# Treat the 12 samples as one sequence of length 12.\n", + "# Shape required by _train_shared: (num_seq, T, sensory_size)\n", + "sequences = sensory_np[np_cpu.newaxis, :, :] # (1, 12, 40)\n", + "print(f\"sequences shape : {sequences.shape} → 1 sequence of {N_SAMPLES} chars\")" + ] }, { "cell_type": "code", + "execution_count": 6, "id": "c33-0006", "metadata": { - "execution": { - "iopub.execute_input": "2026-05-31T13:05:53.143611Z", - "iopub.status.busy": "2026-05-31T13:05:53.143463Z", - "iopub.status.idle": "2026-05-31T13:05:53.266436Z", - "shell.execute_reply": "2026-05-31T13:05:53.265629Z" - }, "ExecuteTime": { "end_time": "2026-05-31T13:08:36.533366117Z", "start_time": "2026-05-31T13:08:36.419697676Z" + }, + "execution": { + "iopub.execute_input": "2026-05-31T13:20:34.239185Z", + "iopub.status.busy": "2026-05-31T13:20:34.239037Z", + "iopub.status.idle": "2026-05-31T13:20:34.340753Z", + "shell.execute_reply": "2026-05-31T13:20:34.340012Z" } }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mode : shared\n", + "Visible : 128 (context) + 40 (sensory) = 168\n", + "Hidden : 128\n", + "Parameters : 21,504\n" + ] + } + ], "source": [ "# ── Build model ────────────────────────────────────────────────────────────\n", "rnn = StackRnn(PRJ_NAME, WORK_DIR)\n", @@ -257,36 +268,136 @@ "print(f\"Visible : {rnn.h_size()} (context) + {rnn.sensory_size()} (sensory) = {e.shape[0]}\")\n", "print(f\"Hidden : {rnn.h_size()}\")\n", "print(f\"Parameters : {e.shape[0] * e.shape[1]:,}\")" - ], + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "c33-0007", + "metadata": { + "ExecuteTime": { + "end_time": "2026-05-31T13:09:38.858147334Z", + "start_time": "2026-05-31T13:08:36.534644759Z" + }, + "execution": { + "iopub.execute_input": "2026-05-31T13:20:34.342621Z", + "iopub.status.busy": "2026-05-31T13:20:34.342419Z", + "iopub.status.idle": "2026-05-31T13:21:34.675600Z", + "shell.execute_reply": "2026-05-31T13:21:34.674804Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Mode : shared\n", - "Visible : 128 (context) + 40 (sensory) = 168\n", - "Hidden : 128\n", - "Parameters : 21,504\n" + "-------------------------------------------\n", + "Entity-168x128: progress : 0%\n", + "Entity-168x128: err_rms : 0.007963934693765124\n", + "Entity-168x128: l2_norm : 0.13640459663394264\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-------------------------------------------\n", + "Entity-168x128: progress : 10%\n", + "Entity-168x128: err_rms : 0.005571022117215054\n", + "Entity-168x128: l2_norm : 1.0539494674107415\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-------------------------------------------\n", + "Entity-168x128: progress : 20%\n", + "Entity-168x128: err_rms : 0.0048118883761428055\n", + "Entity-168x128: l2_norm : 2.270192559885112\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-------------------------------------------\n", + "Entity-168x128: progress : 30%\n", + "Entity-168x128: err_rms : 0.002181992196506815\n", + "Entity-168x128: l2_norm : 4.991681680557447\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-------------------------------------------\n", + "Entity-168x128: progress : 40%\n", + "Entity-168x128: err_rms : 3.24825386987531e-05\n", + "Entity-168x128: l2_norm : 7.995848240242153\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-------------------------------------------\n", + "Entity-168x128: progress : 50%\n", + "Entity-168x128: err_rms : 5.321199897379831e-06\n", + "Entity-168x128: l2_norm : 9.06923591324248\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-------------------------------------------\n", + "Entity-168x128: progress : 60%\n", + "Entity-168x128: err_rms : 2.4543750331298456e-06\n", + "Entity-168x128: l2_norm : 9.655311282237259\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-------------------------------------------\n", + "Entity-168x128: progress : 70%\n", + "Entity-168x128: err_rms : 1.4489958412988583e-05\n", + "Entity-168x128: l2_norm : 10.065727181513859\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-------------------------------------------\n", + "Entity-168x128: progress : 80%\n", + "Entity-168x128: err_rms : 4.792305435411291e-06\n", + "Entity-168x128: l2_norm : 10.393621523703466\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-------------------------------------------\n", + "Entity-168x128: progress : 90%\n", + "Entity-168x128: err_rms : 2.769616398928912e-06\n", + "Entity-168x128: l2_norm : 10.6626654332347\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-------------------------------------------\n", + "Entity-168x128: progress : 100%\n", + "Entity-168x128: err_rms : 7.407126331323391e-06\n", + "Entity-168x128: l2_norm : 10.836674676167918\n" ] } ], - "execution_count": 6 - }, - { - "cell_type": "code", - "id": "c33-0007", - "metadata": { - "execution": { - "iopub.execute_input": "2026-05-31T13:05:53.268369Z", - "iopub.status.busy": "2026-05-31T13:05:53.268153Z", - "iopub.status.idle": "2026-05-31T13:06:53.046024Z", - "shell.execute_reply": "2026-05-31T13:06:53.045319Z" - }, - "ExecuteTime": { - "end_time": "2026-05-31T13:09:38.858147334Z", - "start_time": "2026-05-31T13:08:36.534644759Z" - } - }, "source": [ "# ── Train: predict next character from current context ─────────────────────\n", "# Pairs used: (h_t, x_{t+1})\n", @@ -334,76 +445,35 @@ " break\n", "\n", "rnn.state_save()" - ], + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "c33-0008", + "metadata": { + "ExecuteTime": { + "end_time": "2026-05-31T13:09:38.912352345Z", + "start_time": "2026-05-31T13:09:38.859145208Z" + }, + "execution": { + "iopub.execute_input": "2026-05-31T13:21:34.677685Z", + "iopub.status.busy": "2026-05-31T13:21:34.677446Z", + "iopub.status.idle": "2026-05-31T13:21:34.708392Z", + "shell.execute_reply": "2026-05-31T13:21:34.707481Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "-------------------------------------------\n", - "Entity-168x128: progress : 0%\n", - "Entity-168x128: err_rms : 0.007958603311052534\n", - "Entity-168x128: l2_norm : 0.13637654998907264\n", - "-------------------------------------------\n", - "Entity-168x128: progress : 10%\n", - "Entity-168x128: err_rms : 0.005571027488307252\n", - "Entity-168x128: l2_norm : 1.0539395662219193\n", - "-------------------------------------------\n", - "Entity-168x128: progress : 20%\n", - "Entity-168x128: err_rms : 0.004801824929367379\n", - "Entity-168x128: l2_norm : 2.260130977724225\n", - "-------------------------------------------\n", - "Entity-168x128: progress : 30%\n", - "Entity-168x128: err_rms : 0.002425499380115013\n", - "Entity-168x128: l2_norm : 4.793825636401381\n", - "-------------------------------------------\n", - "Entity-168x128: progress : 40%\n", - "Entity-168x128: err_rms : 4.08127824901276e-05\n", - "Entity-168x128: l2_norm : 8.040419553383257\n", - "-------------------------------------------\n", - "Entity-168x128: progress : 50%\n", - "Entity-168x128: err_rms : 0.0002909826181571967\n", - "Entity-168x128: l2_norm : 8.939925984007596\n", - "-------------------------------------------\n", - "Entity-168x128: progress : 60%\n", - "Entity-168x128: err_rms : 0.0002615975805001939\n", - "Entity-168x128: l2_norm : 9.486056678843006\n", - "-------------------------------------------\n", - "Entity-168x128: progress : 70%\n", - "Entity-168x128: err_rms : 3.999627289946936e-06\n", - "Entity-168x128: l2_norm : 9.86542010448088\n", - "-------------------------------------------\n", - "Entity-168x128: progress : 80%\n", - "Entity-168x128: err_rms : 5.989029762404174e-07\n", - "Entity-168x128: l2_norm : 10.165022347802207\n", - "-------------------------------------------\n", - "Entity-168x128: progress : 90%\n", - "Entity-168x128: err_rms : 0.00038549475938970054\n", - "Entity-168x128: l2_norm : 10.358664694920805\n", - "-------------------------------------------\n", - "Entity-168x128: progress : 100%\n", - "Entity-168x128: err_rms : 5.93602052160391e-07\n", - "Entity-168x128: l2_norm : 10.636880125085302\n" + "Input : '1569BFILQRUX'\n", + "Reconstruction: '6569BFILQRUX'\n", + "Char accuracy : 11/12 = 92%\n" ] } ], - "execution_count": 7 - }, - { - "cell_type": "code", - "id": "c33-0008", - "metadata": { - "execution": { - "iopub.execute_input": "2026-05-31T13:06:53.048026Z", - "iopub.status.busy": "2026-05-31T13:06:53.047810Z", - "iopub.status.idle": "2026-05-31T13:06:53.075497Z", - "shell.execute_reply": "2026-05-31T13:06:53.074710Z" - }, - "ExecuteTime": { - "end_time": "2026-05-31T13:09:38.912352345Z", - "start_time": "2026-05-31T13:09:38.859145208Z" - } - }, "source": [ "# ── Reconstruction: teacher-forced ─────────────────────────────────────────\n", "# Step through each sample, reconstruct, compare to input.\n", @@ -423,35 +493,36 @@ "\n", "correct = sum(decoded[i] == decoded_recon[i] for i in range(N_SAMPLES))\n", "print(f\"Char accuracy : {correct}/{N_SAMPLES} = {100*correct/N_SAMPLES:.0f}%\")" - ], - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Input : 'XURQLIFB9651'\n", - "Reconstruction: 'RURQLIFB9651'\n", - "Char accuracy : 11/12 = 92%\n" - ] - } - ], - "execution_count": 8 + ] }, { "cell_type": "code", + "execution_count": 9, "id": "c33-0009", "metadata": { - "execution": { - "iopub.execute_input": "2026-05-31T13:06:53.077101Z", - "iopub.status.busy": "2026-05-31T13:06:53.076865Z", - "iopub.status.idle": "2026-05-31T13:06:53.311532Z", - "shell.execute_reply": "2026-05-31T13:06:53.310628Z" - }, "ExecuteTime": { "end_time": "2026-05-31T13:09:39.163096694Z", "start_time": "2026-05-31T13:09:38.913165111Z" + }, + "execution": { + "iopub.execute_input": "2026-05-31T13:21:34.710060Z", + "iopub.status.busy": "2026-05-31T13:21:34.709820Z", + "iopub.status.idle": "2026-05-31T13:21:34.989488Z", + "shell.execute_reply": "2026-05-31T13:21:34.988778Z" } }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# ── Visualise reconstruction ───────────────────────────────────────────────\n", "fig, axes = plt.subplots(1, 2, figsize=(14, 3))\n", @@ -469,39 +540,35 @@ "\n", "plt.tight_layout()\n", "plt.show()" - ], - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ], - "image/png": "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" - }, - "metadata": {}, - "output_type": "display_data", - "jetTransient": { - "display_id": null - } - } - ], - "execution_count": 9 + ] }, { "cell_type": "code", + "execution_count": 10, "id": "c33-0010", "metadata": { - "execution": { - "iopub.execute_input": "2026-05-31T13:06:53.313104Z", - "iopub.status.busy": "2026-05-31T13:06:53.312950Z", - "iopub.status.idle": "2026-05-31T13:06:53.392952Z", - "shell.execute_reply": "2026-05-31T13:06:53.392059Z" - }, "ExecuteTime": { "end_time": "2026-05-31T13:09:39.296395123Z", "start_time": "2026-05-31T13:09:39.164243277Z" + }, + "execution": { + "iopub.execute_input": "2026-05-31T13:21:34.991419Z", + "iopub.status.busy": "2026-05-31T13:21:34.991236Z", + "iopub.status.idle": "2026-05-31T13:21:35.087658Z", + "shell.execute_reply": "2026-05-31T13:21:35.086665Z" } }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Input (t+1) : '569BFILQRUX'\n", + "Predicted from h_t : '569BFILQRUX'\n", + "Next-step accuracy : 11/11 = 100%\n" + ] + } + ], "source": [ "# ── Next-step prediction ───────────────────────────────────────────────────\n", "# Given h_t (context after seeing x_t), predict x_{t+1} via clamped Gibbs.\n", @@ -533,19 +600,7 @@ "print(f\"Predicted from h_t : '{predicted}'\")\n", "correct = sum(decoded[i+1] == predicted[i] for i in range(N_SAMPLES - 1))\n", "print(f\"Next-step accuracy : {correct}/{N_SAMPLES-1} = {100*correct/(N_SAMPLES-1):.0f}%\")" - ], - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Input (t+1) : 'URQLIFB9651'\n", - "Predicted from h_t : 'URQLIFB9651'\n", - "Next-step accuracy : 11/11 = 100%\n" - ] - } - ], - "execution_count": 10 + ] } ], "metadata": {