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"# E0 — Batch Size Sweep Analysis — UNet2D on ISIC 2017\n",
"\n",
"**Question.** What is the optimal per-GPU training batch size for a 2D U-Net on ISIC 2017 on a dual-T4 target?\n",
"\n",
"**Design.** Two sweeps over `bs ∈ {4, 8, 16, 32, 64, 128}` (10 epochs each, single GPU): one without augmentation (`no_aug`) and one with standard training augmentations (`with_aug`). \n",
"\n",
"**Source.** `mlflow-the-batch-size-sweep-experiment.db` + `…-augm.db` — 12 runs per experiment (1 run × 6 batch sizes), single GPU (`fit/devices: 1`).\n"
]
},
{
"cell_type": "markdown",
"id": "22a8e94c",
"metadata": {},
"source": [
"## Executive summary\n",
"\n",
"- Sweep: bs ∈ {4, 8, 16, 32, 64, 128}, 10 epochs each, single GPU (T4 16 GB); augmentations on and off\n",
"- Selection criterion: smallest bs that simultaneously sits on the throughput plateau, stays compute-bound and saturates the GPU\n",
"\n",
"| Metric | bs=4 | bs=8 | **bs=16** | bs=32 | bs=64 | bs=128 |\n",
"|---|---|---|---|---|---|---|\n",
"| Throughput no_aug (sps) | 127.2 | 205.9 | **167.1** | 157.2 | 158.6 | 146.9 |\n",
"| Throughput with_aug (sps) | 136.2 | 213.0 | **167.9** | 168.5 | 166.5 | 160.4 |\n",
"| GPU util no_aug (%) | 45 | 52 | **77** | 88 | 100 | 94 |\n",
"| GPU util with_aug (%) | 45 | 53 | **80** | 88 | 91 | 100 |\n",
"| Peak GPU mem (GB) | 0.22 | 0.39 | **0.72** | 1.39 | 2.74 | 5.36 |\n",
"\n",
"**Findings:**\n",
"- Throughput peaks at bs=8 (206 / 213 sps), from bs=16 onward it is flat (∼81 % of peak)\n",
"- GPU utilisation first crosses ∼80 % at bs=16\n",
"- Peak GPU memory at bs=16: 0.72 GB — well within the 16 GB T4 envelope, ample DDP headroom\n",
"- Augmentation overhead at bs=16 is negligible, given data at hand\n",
"\n",
"**Decision: freeze `bs = 16` for all subsequent experiments.**"
]
},
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"# ── Imports ──────────────────────────────────────────────────────────────────\n",
"import sys; sys.path.insert(0, \"/teamspace/studios/this_studio/repos/SkiNet\")\n",
"\n",
"import sys\n",
"from pathlib import Path\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"from IPython.display import Markdown, display\n",
"\n",
"from SkiNet.Utils.analysis.batch_sweep import (\n",
" gpu_summary,\n",
" load_experiments,\n",
" recommendation_facts,\n",
" throughput_summary,\n",
")\n",
"from SkiNet.Utils.analysis.plotting import (\n",
" plot_empirical_throughput_and_timing,\n",
" plot_gpu_panels,\n",
" plot_loss_curves,\n",
" plot_throughput_traces,\n",
" scatter_outliers,\n",
")\n",
"from SkiNet.Utils.analysis.schema import (\n",
" EXPECTED_BATCH_SIZES,\n",
" MAX_EPOCHS_SWEEP,\n",
")\n",
"\n",
"sys.path.insert(0, \"/teamspace/studios/this_studio/repos/SkiNet\")\n",
"\n",
"# ── Configuration — every tunable argument lives in this cell ────────────────\n",
"PROJECT_ROOT = Path(\"/teamspace/studios/this_studio/repos/SkiNet\")\n",
"\n",
"DB_PATHS = {\n",
" \"no_aug\": PROJECT_ROOT / \"mlflow-the-batch-size-sweep-experiment.db\", # no augmentation\n",
" \"with_aug\": PROJECT_ROOT / \"mlflow-the-batch-size-sweep-experiment-augm.db\", # with augmentation\n",
"}\n",
"RECOMMENDED_BS = 16 # judgment call — four-criterion rationale in Section 5\n",
"\n",
"# ── Presentation ─────────────────────────────────────────────────────────────\n",
"sns.set_theme(context=\"notebook\", style=\"whitegrid\")\n",
"plt.rcParams[\"figure.dpi\"] = 110\n",
"pd.set_option(\"display.width\", 220)\n",
"pd.set_option(\"display.float_format\", \"{:.4f}\".format)\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "09d77a31",
"metadata": {
"execution": {
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"shell.execute_reply": "2026-05-14T16:12:40.604355Z"
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{
"name": "stdout",
"output_type": "stream",
"text": [
"Loaded 19723 rows:\n",
" rows\n",
"experiment batch_size \n",
"no_aug 4 5000\n",
" 8 2500\n",
" 16 1250\n",
" 32 630\n",
" 64 321\n",
" 128 160\n",
"with_aug 4 5000\n",
" 8 2501\n",
" 16 1251\n",
" 32 630\n",
" 64 320\n",
" 128 160\n"
]
}
],
"source": [
"# ── Load: 12 runs = 2 conditions × 6 batch sizes ─────────────────────────────\n",
"DF = load_experiments(DB_PATHS)"
]
},
{
"cell_type": "markdown",
"id": "16bbb82d",
"metadata": {},
"source": [
"## 1. Data\n",
"\n",
"One row per `(experiment, batch_size, step)`. Key columns:\n",
"\n",
"- **`experiment`** — condition: `no_aug` (baseline) or `with_aug` (standard training augmentations applied per-batch)\n",
"- **`batch_size`** — per-GPU batch size ∈ {4, 8, 16, 32, 64, 128}\n",
"- **`run_uuid`** — MLflow run identifier; one UUID per `(experiment, batch_size)` run\n",
"- **`step`** — optimiser step index within the run (0-based)\n",
"- **`samples_per_sec`** — training throughput logged every step, the **primary selection signal**\n",
"- **`time_per_step_ms`** — wall-clock cost per optimiser step\n",
"- **`epoch_idx`** — epoch index the step belongs to; used to mark epoch boundaries in the throughput/loss traces\n",
"- **`gpu_mem_gb`** — peak allocated GPU memory per step (sampled by `pynvml`; `NaN` on steps where the GPU metrics sampler didn't run on that training step)\n",
"- **`gpu_util_pct`** — GPU Streaming Multiprocessor's utilisation percent per step (sampled by `pynvml`; `NaN` on steps where the GPU metrics sampler didn't run on that training step)\n",
"- **`train_loss`** — step-level training loss (for context only)\n",
"- **`is_outlier`** — rule-flagged (step 0, epoch boundaries) and IQR-flagged steps excluded from all throughput statistics. See below for the exact detection rules\n",
"- **`outlier_reason`** — reason a step was flagged: `step0` (warm-up spike), `epoch_last_high` / `epoch_first_low` (epoch-boundary artefacts), `iqr` (two-sided 3× IQR fence), or empty for clean steps"
]
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"id": "53bb0d6b",
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"source": [
"DF.head()"
]
},
{
"cell_type": "markdown",
"id": "5ea26ee3",
"metadata": {},
"source": [
"## 2. Selection methodology\n",
"\n",
"Note that the batch size is treated as a **training-speed knob** and is not used to optimise the model itself, i.e. is not acting as a tunable hyperparameter (Shallue et al. 2018; Google Deep Learning Tuning Playbook). \n",
"\n",
"### 2.1 Outlier detection\n",
"\n",
"Before any throughput statistic is computed, every per-step `samples_per_sec` observation is audited for three known artefacts:\n",
"\n",
"| Flag | Rule | Reason |\n",
"|---|---|---|\n",
"| **Step0** | Any observation at `step == 0` | CUDA JIT compilation — including cuDNN autotuning on the first-seen input shape as well as the first (cold) data fetch |\n",
"| **Epoch boundary** | The last and first step of every epoch, flagged unconditionally | The last step of an epoch typically processes the ragged (smaller) final batch and measures fast (`epoch_last_high`); the first step of the next epoch absorbs the re-shuffle and DataLoader restart and measures slow (`epoch_first_low`). Neither reflects steady-state throughput |\n",
"| **IQR** | `samples_per_sec < Q1 − 3 x IQR` **or** `> Q3 + 3 x IQR` within each `(experiment, batch_size)` run, applied to steps that survived the two rule-based flags | **1) Fast steps:** The DataLoader prefetched the next batch before the GPU finished the previous step, so the measured `elapsed` time interval excludes data-wait time and throughput spikes (**upward dataloader jitter**) **2) Slow steps:** - GPU waiting because prefetch didn't finish in time (**downward dataloader jitter**); - The caching GPU memory allocator can't serve a tensor from its reserved memory pool (early in a run while the pool is still growing to its steady-state size or when the pool is near the memory ceiling) |\n",
"\n",
"Steps matching any flag are marked `is_outlier = True` and **excluded from all downstream statistics**. Factors considered and ruled out for this single-T4, fixed-shape-images setup:\n",
"\n",
"- **L2/DRAM cache re-use across steps** — cannot produce an outlier, because cache is only 4MB for T4 GPU and each step streams hundreds of MB of activations through it\n",
"- **Linux CFS scheduler jitter** (~1–10 ms preemption mid-step) — < 10% for batch sizes > 16 and above 100 ms per step\n",
"- **PCIe contention** — only possible if the *second* T4 runs a concurrent job sharing the same PCIe root complex / host bus\n",
"- **cuDNN re-autotuning on shape change** — ruled out: ISIC2017 inputs are cropped to a fixed size, so autotune fires once at step 0 (already dropped) and never recurs.\n",
"\n",
"### 2.2 Selection rules\n",
"\n",
"After omitting outliers, the batch size is selected using the **following criteria**:\n",
"\n",
"| # | Criterion | Operational definition\n",
"|---|---|---|\n",
"| 1 | **Throughput plateau** | Median `samples_per_sec` **stops climbing** as `batch_size` increases \n",
"| 2 | **Compute-bound regime** | Compute-bound regime entry — the smallest batch size from which median time_per_step_ms scales linearly with batch size\n",
"| 3 | **GPU saturation** | The onset of median `gpu_util_pct` >= 80 % \n",
"\n",
"The `batch_size` should also be large enough for stable gradient estimates.\n",
"\n",
"### 2.3 Augmentation conditions\n",
"\n",
"The sweep is run under two conditions to confirm augmentations do not shift the optimal batch size:\n",
"\n",
"- **`no_aug`** — raw images and masks; no transforms beyond resize and normalisation.\n",
"- **`with_aug`** — standard training augmentations (horizontal/vertical flip, rotation, colour jitter)."
]
},
{
"cell_type": "markdown",
"id": "5fc08335",
"metadata": {},
"source": [
"## 3. Results"
]
},
{
"cell_type": "markdown",
"id": "a920255f",
"metadata": {},
"source": [
"### 3.1 Outlier audit\n",
"\n",
"Before any throughput statistic, every step is audited in the two passes defined in §2.1: the rule-based pass unconditionally drops step 0 and the epoch-boundary steps (`epoch_last_high` / `epoch_first_low`); the statistical pass then drops surviving steps whose `samples_per_sec` falls outside the two-sided 3× IQR fence (below Q1 − 3×IQR or above Q3 + 3×IQR) within each run.\n",
"\n",
"- **`samples_per_sec` vs step:** The step-0 spike is visible at the left edge of every series; IQR outliers appear as isolated points above or below the main cloud\n",
"- **`time_per_step_ms` vs step:** Step 0 is visible as an isolated slow point\n"
]
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"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for exp in [\"no_aug\", \"with_aug\"]:\n",
" df_exp = DF[DF[\"experiment\"] == exp]\n",
" scatter_outliers(df_exp, \"samples_per_sec\",\n",
" f\"Samples/sec vs step — experiment: {exp}\",\n",
" \"samples / sec\",\n",
" batch_sizes=EXPECTED_BATCH_SIZES)\n",
" scatter_outliers(df_exp, \"time_per_step_ms\",\n",
" f\"Time/step vs step — experiment: {exp}\",\n",
" \"ms / step (log)\",\n",
" batch_sizes=EXPECTED_BATCH_SIZES,\n",
" ylog=True)"
]
},
{
"cell_type": "markdown",
"id": "d6dabac9",
"metadata": {},
"source": [
"### 3.2 Throughput\n",
"\n",
"`SUMMARY` aggregates clean (non-outlier) steps per `(experiment, batch_size)` into three robust percentiles:\n",
"\n",
"- **`median_samples_per_sec`** — the primary throughput estimate; used for all inter-batch-size comparisons (criterion 1 in §2.2).\n",
"- **`p10_samples_per_sec` / `p90_samples_per_sec`** — the 10th and 90th percentiles, capturing the steady-state low and high. A narrow p10–p90 band indicates stable throughput; a wide band suggests measurement noise or CPU–GPU pipeline jitter.\n",
"- **`median_time_per_step_ms`** — used for the compute-bound inflection check (criterion 2 in §2.2)."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "6d4caa55",
"metadata": {
"execution": {
"iopub.execute_input": "2026-05-14T16:12:44.708469Z",
"iopub.status.busy": "2026-05-14T16:12:44.708221Z",
"iopub.status.idle": "2026-05-14T16:12:44.761053Z",
"shell.execute_reply": "2026-05-14T16:12:44.760208Z"
}
},
"outputs": [
{
"data": {
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222.6210
\n",
"
37.5534
\n",
"
2475
\n",
"
26
\n",
"
\n",
"
\n",
"
8
\n",
"
with_aug
\n",
"
16
\n",
"
161.9203
\n",
"
167.9255
\n",
"
172.4826
\n",
"
95.2804
\n",
"
1201
\n",
"
50
\n",
"
\n",
"
\n",
"
9
\n",
"
with_aug
\n",
"
32
\n",
"
164.0205
\n",
"
168.4691
\n",
"
171.7321
\n",
"
189.9458
\n",
"
591
\n",
"
39
\n",
"
\n",
"
\n",
"
10
\n",
"
with_aug
\n",
"
64
\n",
"
160.1931
\n",
"
166.4801
\n",
"
169.4269
\n",
"
384.4302
\n",
"
299
\n",
"
21
\n",
"
\n",
"
\n",
"
11
\n",
"
with_aug
\n",
"
128
\n",
"
156.4981
\n",
"
160.3980
\n",
"
163.0021
\n",
"
798.0147
\n",
"
139
\n",
"
21
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" experiment batch_size p10 median p90 median_time_per_step_ms n_clean n_outliers\n",
"0 no_aug 4 114.9768 127.2376 132.7930 31.4372 4966 34\n",
"1 no_aug 8 183.3744 205.9562 213.4951 38.8432 2480 20\n",
"2 no_aug 16 162.2815 167.0686 172.3774 95.7690 1203 47\n",
"3 no_aug 32 155.5903 157.2350 160.3541 203.5170 579 51\n",
"4 no_aug 64 154.6391 158.5980 163.8240 403.5361 300 21\n",
"5 no_aug 128 144.7734 146.9285 150.4072 871.1722 140 20\n",
"6 with_aug 4 113.7247 136.2342 142.6829 29.3612 4979 21\n",
"7 with_aug 8 186.9750 213.0299 222.6210 37.5534 2475 26\n",
"8 with_aug 16 161.9203 167.9255 172.4826 95.2804 1201 50\n",
"9 with_aug 32 164.0205 168.4691 171.7321 189.9458 591 39\n",
"10 with_aug 64 160.1931 166.4801 169.4269 384.4302 299 21\n",
"11 with_aug 128 156.4981 160.3980 163.0021 798.0147 139 21"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"SUMMARY = throughput_summary(DF)\n",
"SUMMARY"
]
},
{
"cell_type": "markdown",
"id": "7766ff0c",
"metadata": {},
"source": [
"- From the graphs below, it is seen that the throughput flattens starting from batch = 16 (the peak is at batch = 8)\n",
"- Time per step is doubling with the batch size starting from batch = 16, while staying roughly constant at batch sizes 4 and 8 (GPU sits at 45–52 % utilisation as you will see below, so step time is dominated by fixed per-step overhead like kernel launches, dataloader handoff, logging). The jump from about 40 ms (batch size = 8) to almost 100 ms per step (batch size = 16) is a crossover from sub-linear (overhead-bound) to linear (compute-bound)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "2047259c",
"metadata": {
"execution": {
"iopub.execute_input": "2026-05-14T16:12:44.763897Z",
"iopub.status.busy": "2026-05-14T16:12:44.763345Z",
"iopub.status.idle": "2026-05-14T16:12:45.307825Z",
"shell.execute_reply": "2026-05-14T16:12:45.306860Z"
}
},
"outputs": [
{
"ename": "KeyError",
"evalue": "'median_samples_per_sec'",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)",
"File \u001b[0;32m/home/zeus/miniconda3/envs/cloudspace/lib/python3.12/site-packages/pandas/core/indexes/base.py:3791\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 3790\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 3791\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_engine\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcasted_key\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3792\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n",
"File \u001b[0;32mindex.pyx:152\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
"File \u001b[0;32mindex.pyx:181\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
"File \u001b[0;32mpandas/_libs/hashtable_class_helper.pxi:7080\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
"File \u001b[0;32mpandas/_libs/hashtable_class_helper.pxi:7088\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
"\u001b[0;31mKeyError\u001b[0m: 'median_samples_per_sec'",
"\nThe above exception was the direct cause of the following exception:\n",
"\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)",
"Cell \u001b[0;32mIn[6], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m fig \u001b[38;5;241m=\u001b[39m \u001b[43mplot_empirical_throughput_and_timing\u001b[49m\u001b[43m(\u001b[49m\u001b[43mSUMMARY\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbatch_sizes\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mEXPECTED_BATCH_SIZES\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[0;32m~/repos/SkiNet/SkiNet/Utils/analysis/plotting.py:933\u001b[0m, in \u001b[0;36mplot_empirical_throughput_and_timing\u001b[0;34m(summary, batch_sizes)\u001b[0m\n\u001b[1;32m 931\u001b[0m g \u001b[38;5;241m=\u001b[39m summary[summary[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mexperiment\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m==\u001b[39m exp]\u001b[38;5;241m.\u001b[39mset_index(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mbatch_size\u001b[39m\u001b[38;5;124m\"\u001b[39m)\u001b[38;5;241m.\u001b[39mreindex(bs_grid)\n\u001b[1;32m 932\u001b[0m x \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marange(\u001b[38;5;28mlen\u001b[39m(bs_grid)) \u001b[38;5;241m+\u001b[39m (i \u001b[38;5;241m-\u001b[39m (\u001b[38;5;28mlen\u001b[39m(experiments) \u001b[38;5;241m-\u001b[39m \u001b[38;5;241m1\u001b[39m) \u001b[38;5;241m/\u001b[39m \u001b[38;5;241m2\u001b[39m) \u001b[38;5;241m*\u001b[39m width\n\u001b[0;32m--> 933\u001b[0m med \u001b[38;5;241m=\u001b[39m \u001b[43mg\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mmedian_samples_per_sec\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241m.\u001b[39mvalues\n\u001b[1;32m 934\u001b[0m err_lo \u001b[38;5;241m=\u001b[39m med \u001b[38;5;241m-\u001b[39m g[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mp10_samples_per_sec\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mvalues\n\u001b[1;32m 935\u001b[0m err_hi \u001b[38;5;241m=\u001b[39m g[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mp90_samples_per_sec\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mvalues \u001b[38;5;241m-\u001b[39m med\n",
"File \u001b[0;32m/home/zeus/miniconda3/envs/cloudspace/lib/python3.12/site-packages/pandas/core/frame.py:3893\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 3891\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns\u001b[38;5;241m.\u001b[39mnlevels \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[1;32m 3892\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_getitem_multilevel(key)\n\u001b[0;32m-> 3893\u001b[0m indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcolumns\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3894\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_integer(indexer):\n\u001b[1;32m 3895\u001b[0m indexer \u001b[38;5;241m=\u001b[39m [indexer]\n",
"File \u001b[0;32m/home/zeus/miniconda3/envs/cloudspace/lib/python3.12/site-packages/pandas/core/indexes/base.py:3798\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 3793\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(casted_key, \u001b[38;5;28mslice\u001b[39m) \u001b[38;5;129;01mor\u001b[39;00m (\n\u001b[1;32m 3794\u001b[0m \u001b[38;5;28misinstance\u001b[39m(casted_key, abc\u001b[38;5;241m.\u001b[39mIterable)\n\u001b[1;32m 3795\u001b[0m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28many\u001b[39m(\u001b[38;5;28misinstance\u001b[39m(x, \u001b[38;5;28mslice\u001b[39m) \u001b[38;5;28;01mfor\u001b[39;00m x \u001b[38;5;129;01min\u001b[39;00m casted_key)\n\u001b[1;32m 3796\u001b[0m ):\n\u001b[1;32m 3797\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m InvalidIndexError(key)\n\u001b[0;32m-> 3798\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01merr\u001b[39;00m\n\u001b[1;32m 3799\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[1;32m 3800\u001b[0m \u001b[38;5;66;03m# If we have a listlike key, _check_indexing_error will raise\u001b[39;00m\n\u001b[1;32m 3801\u001b[0m \u001b[38;5;66;03m# InvalidIndexError. Otherwise we fall through and re-raise\u001b[39;00m\n\u001b[1;32m 3802\u001b[0m \u001b[38;5;66;03m# the TypeError.\u001b[39;00m\n\u001b[1;32m 3803\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_check_indexing_error(key)\n",
"\u001b[0;31mKeyError\u001b[0m: 'median_samples_per_sec'"
]
},
{
"data": {
"image/png": 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+xrMMvvWtb8Unn3wSGzZsiB/96EcxfPjwfEsCACg4Zi4AoJDkHUANGjQo2trauqy3trZ2Hj/X3hMnTsScOXPOWP/2t78dv/vd72Lfvn1x44035ltSF6WlpT1+DXpHR5qtJ9mhJ9miH9mjJ9mza9euC13CBWHm4nx538oePckePckePcmWvpi38n4GVElJSTQ2NnZZ71gbMWLEWfd2HLviiivOWL/88ssjIqK5uTnfcgAACpKZCwAoJHkHUKWlpfHOO+90GVz27NnTefxsJk6cGBERH3zwwRnrHX93KzgAwGfMXABAIck7gCovL4/29vbYuHFj51pbW1ts2bIlJk6cGKNHj46Izx6MWV9fHydPnuz8ultuuSUiIjZt2tS5lsvlYtOmTXHppZfG1KlTu3seAAAFxcwFABSSvJ8BNWXKlCgvL4/q6upoamqKsWPHxtatW6OhoSHWrl3b+XUrV66M2tra2LlzZ4waNSoiImbOnBnf+MY34rHHHoumpqYYP358vPDCC/HKK6/EsmXLYvDgwb13ZgAAX2JmLgCgkOQdQEVEVFVVRXV1dWzbti2am5tj3LhxsWbNmigrKzvnvn79+sXq1aujuro6nn322diyZUtcddVVsXz58qioqOjWCQAAFCozFwBQKPrlcrnchS6it+zevTva29tj+vTpF7oUPueTDbJHT7JFP7JHT7Jn165dUVRUFNOmTbvQpfA5M1e2eN/KHj3JHj3JHj3Jlr6Yt/J+BhQAAAAA5EMABQAAAEBSAigAAAAAkhJAAQAAAJCUAAoAAACApARQAAAAACQlgAIAAAAgKQEUAAAAAEkJoAAAAABISgAFAAAAQFICKAAAAACSEkABAAAAkJQACgAAAICkBFAAAAAAJCWAAgAAACApARQAAAAASQmgAAAAAEhKAAUAAABAUgIoAAAAAJISQAEAAACQlAAKAAAAgKQEUAAAAAAkJYACAAAAICkBFAAAAABJCaAAAAAASEoABQAAAEBSAigAAAAAkhJAAQAAAJCUAAoAAACApARQAAAAACQlgAIAAAAgKQEUAAAAAEkJoAAAAABISgAFAAAAQFICKAAAAACSEkABAAAAkJQACgAAAICkBFAAAAAAJCWAAgAAACApARQAAAAASQmgAAAAAEhKAAUAAABAUgIoAAAAAJISQAEAAACQlAAKAAAAgKQEUAAAAAAkJYACAAAAICkBFAAAAABJCaAAAAAASEoABQAAAEBSAigAAAAAkhJAAQAAAJCUAAoAAACApARQAAAAACQlgAIAAAAgKQEUAAAAAEkJoAAAAABISgAFAAAAQFICKAAAAACSEkABAAAAkJQACgAAAICkBFAAAAAAJCWAAgAAACApARQAAAAASQmgAAAAAEhKAAUAAABAUgIoAAAAAJISQAEAAACQlAAKAAAAgKQEUAAAAAAkJYACAAAAIKluBVBtbW2xYsWKmDFjRkyePDkqKirixRdfzPt11qxZE+PHj4/y8vLulAEAUNDMXABAoehWALVs2bJYt25dzJkzJyorK2PAgAGxePHieOONN877Nd5///147LHH4tJLL+1OCQAABc/MBQAUigH5bti7d29s3749li5dGosWLYqIiLlz58acOXOiqqoqNm3adF6v88///M8xZcqUaG9vj8bGxnzLAAAoaGYuAKCQ5H0HVF1dXRQVFcW8efM614qLi6OioiL27dsXDQ0N/+drvPnmm7Fjx46477778v32AAAXBTMXAFBI8g6gDhw4EGPGjImhQ4eesT558uTO4+dy+vTpeOCBB6KioiLGjx+f77cHALgomLkAgEKS96/gNTY2RklJSZf1jrWjR4+ec/9TTz0VR44ciccffzzfb33eDh48mOy1yc+nn34aEXqSJXqSLfqRPXpCVpi5OF/et7JHT7JHT7JHTy4+ed8B1dLSEgMHDuyyXlxc3Hn8bJqammLVqlXx4x//OIYPH57vtwYAuGiYuQCAQpL3HVCDBg2Ktra2Luutra2dx8/m0UcfjaFDh8Ydd9yR77fNS2lpadLX5/x1pNl6kh16ki36kT16kj27du260CVcEGYuzpf3rezRk+zRk+zRk2zpi3kr7wCqpKQkjhw50mW941NVRowY8YX73n777Xj66afjvvvuO+OW8dbW1jh16lQ0NDTE4MGD47LLLsu3JACAgmPmAgAKSd4BVGlpabz22mvR3Nx8xkMx9+zZ03n8i3zwwQfR3t4eDz74YDz44INdjs+cOTPmz58f999/f74lAQAUHDMXAFBI8g6gysvLY+3atbFx48ZYtGhRRES0tbXFli1bYuLEiTF69OiI+OzBmB9//HGMGTMmLrnkkhg3blysXr26y+s9+uijcezYsbj//vtj1KhRPTwdAIDCYOYCAApJ3gHUlClTory8PKqrq6OpqSnGjh0bW7dujYaGhli7dm3n161cuTJqa2tj586dMWrUqBg+fHjMmjWry+utX78+Tp069YXHAAAuVmYuAKCQ5B1ARURUVVVFdXV1bNu2LZqbm2PcuHGxZs2aKCsr6+36AAAuWmYuAKBQ9MvlcrkLXURv2b17d7S3t8f06dMvdCl8zicbZI+eZIt+ZI+eZM+uXbuiqKgopk2bdqFL4XNmrmzxvpU9epI9epI9epItfTFvFSV7ZQAAAAAIARQAAAAAiQmgAAAAAEhKAAUAAABAUgIoAAAAAJISQAEAAACQlAAKAAAAgKQEUAAAAAAkJYACAAAAICkBFAAAAABJCaAAAAAASEoABQAAAEBSAigAAAAAkhJAAQAAAJCUAAoAAACApARQAAAAACQlgAIAAAAgKQEUAAAAAEkJoAAAAABISgAFAAAAQFICKAAAAACSEkABAAAAkJQACgAAAICkBFAAAAAAJCWAAgAAACApARQAAAAASQmgAAAAAEhKAAUAAABAUgIoAAAAAJISQAEAAACQlAAKAAAAgKQEUAAAAAAkJYACAAAAICkBFAAAAABJCaAAAAAASEoABQAAAEBSAigAAAAAkhJAAQAAAJCUAAoAAACApARQAAAAACQlgAIAAAAgKQEUAAAAAEkJoAAAAABISgAFAAAAQFICKAAAAACSEkABAAAAkJQACgAAAICkBFAAAAAAJCWAAgAAACApARQAAAAASQmgAAAAAEhKAAUAAABAUgIoAAAAAJISQAEAAACQlAAKAAAAgKQEUAAAAAAkJYACAAAAICkBFAAAAABJCaAAAAAASEoABQAAAEBSAigAAAAAkhJAAQAAAJCUAAoAAACApARQAAAAACQlgAIAAAAgKQEUAAAAAEkJoAAAAABISgAFAAAAQFICKAAAAACSEkABAAAAkJQACgAAAICkBnRnU1tbW6xatSr+7d/+LZqbm+Paa6+NJUuWxIwZM86579VXX41t27bFf/zHf8T7778fV1xxRZSVlcWSJUtixIgR3ToBAIBCZeYCAApFtwKoZcuWxY4dO+LOO++MsWPHRm1tbSxevDgef/zxuP7668+67+GHH47m5uYoLy+PsWPHxrvvvhtPPvlkvPDCC1FbW2sgAgD4E2YuAKBQ5B1A7d27N7Zv3x5Lly6NRYsWRUTE3LlzY86cOVFVVRWbNm0669577703pk+fHkVF//83/2bMmBF33HFHPPHEE7F06dJunAIAQOExcwEAhSTvZ0DV1dVFUVFRzJs3r3OtuLg4KioqYt++fdHQ0HDWvdddd90Zg1DH2mWXXRaHDh3KtxQAgIJl5gIACkneAdSBAwdizJgxMXTo0DPWJ0+e3Hk8H8ePH4/jx4/HsGHD8i0FAKBgmbkAgEKS96/gNTY2RklJSZf1jrWjR4/m9Xrr16+PkydPxq233ppvKWd18ODBXnsteubTTz+NCD3JEj3JFv3IHj0hK8xcnC/vW9mjJ9mjJ9mjJxefvO+AamlpiYEDB3ZZLy4u7jx+vt58881YvXp1lJeXxw033JBvKQAABcvMBQAUkrzvgBo0aFC0tbV1WW9tbe08fj7q6+vjpz/9aYwbNy6WL1+ebxnnVFpa2quvR/d1pNl6kh16ki36kT16kj27du260CVcEGYuzpf3rezRk+zRk+zRk2zpi3kr7zugSkpKorGxsct6x9r5fKzvH//4x1i4cGEMHjw4ampqYvDgwfmWAQBQ0MxcAEAhyTuAKi0tjXfeeSeam5vPWN+zZ0/n8XNpamqKu+66K9ra2uLXv/71eQ1PAAAXGzMXAFBI8g6gysvLo729PTZu3Ni51tbWFlu2bImJEyfG6NGjI+KzB2PW19fHyZMnO7/uxIkTsWjRovjggw+ipqYmxo4d2/MzAAAoQGYuAKCQ5P0MqClTpkR5eXlUV1dHU1NTjB07NrZu3RoNDQ2xdu3azq9buXJl1NbWxs6dO2PUqFEREfGzn/0s9u7dG7fddlvU19dHfX1959d/5StfiVmzZvXCKQEAfPmZuQCAQpJ3ABURUVVVFdXV1bFt27Zobm6OcePGxZo1a6KsrOyc+zoeMrZ58+bYvHnzGceuvPJKwxAAwJ8wcwEAhaJfLpfLXegiesvu3bujvb09pk+ffqFL4XM+2SB79CRb9CN79CR7du3aFUVFRTFt2rQLXQqfM3Nli/et7NGT7NGT7NGTbOmLeSvvZ0ABAAAAQD4EUAAAAAAkJYACAAAAICkBFAAAAABJCaAAAAAASEoABQAAAEBSAigAAAAAkhJAAQAAAJCUAAoAAACApARQAAAAACQlgAIAAAAgKQEUAAAAAEkJoAAAAABISgAFAAAAQFICKAAAAACSEkABAAAAkJQACgAAAICkBFAAAAAAJCWAAgAAACApARQAAAAASQmgAAAAAEhKAAUAAABAUgIoAAAAAJISQAEAAACQlAAKAAAAgKQEUAAAAAAkJYACAAAAICkBFAAAAABJCaAAAAAASEoABQAAAEBSAigAAAAAkhJAAQAAAJCUAAoAAACApARQAAAAACQlgAIAAAAgKQEUAAAAAEkJoAAAAABISgAFAAAAQFICKAAAAACSEkABAAAAkJQACgAAAICkBFAAAAAAJCWAAgAAACApARQAAAAASQmgAAAAAEhKAAUAAABAUgIoAAAAAJISQAEAAACQlAAKAAAAgKQEUAAAAAAkJYACAAAAICkBFAAAAABJCaAAAAAASEoABQAAAEBSAigAAAAAkhJAAQAAAJCUAAoAAACApARQAAAAACQlgAIAAAAgKQEUAAAAAEkJoAAAAABISgAFAAAAQFICKAAAAACSEkABAAAAkJQACgAAAICkBFAAAAAAJCWAAgAAACApARQAAAAASQmgAAAAAEhKAAUAAABAUt0KoNra2mLFihUxY8aMmDx5clRUVMSLL754XnuPHTsW999/f5SVlcXUqVNjwYIFsW/fvu6UAQBQ0MxcAECh6FYAtWzZsli3bl3MmTMnKisrY8CAAbF48eJ44403zrmvvb09Fi1aFM8880zMnz8/fv7zn0dTU1PceeedUV9f360TAAAoVGYuAKBQ5B1A7d27N7Zv3x5LliyJe+65J+bNmxfr16+PK6+8Mqqqqs65t66uLnbv3h3Lly+Pv/u7v4v58+fHv/7rv8aAAQNi1apV3T4JAIBCY+YCAApJ3gFUXV1dFBUVxbx58zrXiouLo6KiIvbt2xcNDQ1n3btjx44YNmxYlJeXd64NHz48br755nj++eejpaUl33IAAAqSmQsAKCR5B1AHDhyIMWPGxNChQ89Ynzx5cufxc+2dMGFCFBWd+W0nTZoUra2tcfjw4XzLAQAoSGYuAKCQDMh3Q2NjY5SUlHRZ71g7evToOfdOmzaty/qIESM6906YMCHfkjq1t7dHRMSuXbu6/RqkoSfZoyfZoh/ZoyfZ0nGNv5iYuciXfmSPnmSPnmSPnmRH6nkr7wCqpaUlBg4c2GW9uLi483i+ezvWeut28P/90z4A4MvrYgyfIsxcAEDf6Yt5K+8AatCgQdHW1tZlvbW1tfN4vns71s6193xMnz69R/sBALLCzAUAFJK8f2xVUlISjY2NXdY71jpu7c5nb8ct5OfaCwBwMTFzAQCFJO8AqrS0NN55551obm4+Y33Pnj2dx8+196233upya9fevXujuLg4rr766nzLAQAoSGYuAKCQ5B1AlZeXR3t7e2zcuLFzra2tLbZs2RITJ06M0aNHR8RnP2Grr6+PkydPnrG3qakp6urqOtc++uijqKuri5tuuqnHt4MDABQKMxcAUEjyfgbUlClTory8PKqrq6OpqSnGjh0bW7dujYaGhli7dm3n161cuTJqa2tj586dMWrUqIiImD17dkydOjUqKyvj8OHDMWzYsNiwYUOcOnUqlixZ0ntnBQDwJWfmAgAKSd4BVEREVVVVVFdXx7Zt26K5uTnGjRsXa9asibKysnPu69+/f9TU1MTDDz8cTzzxRLS0tMSkSZPioYceimuuuaZbJwAAUKjMXABAoeiXy+VyF7oIAAAAAApX3s+AAgAAAIB8CKAAAAAASEoABQAAAEBSAigAAAAAkhJAAQAAAJCUAAoAAACApARQAAAAACQlgAIAAAAgqS9FANXW1hYrVqyIGTNmxOTJk6OioiJefPHF89p77NixuP/++6OsrCymTp0aCxYsiH379iWuuPB1tyevvvpq3HvvvTF79uyYMmVKzJw5MyorK+Po0aN9UHXh6sm/kT+1Zs2aGD9+fJSXlyeo8uLS0568+uqr8b3vfS+mT58e06ZNi7lz50ZtbW3CigtfT3qyf//++OEPfxjf/OY3Y9q0aXHrrbdGTU1NtLa2Jq66cB0/fjxWrVoVP/jBD6KsrCzGjx8fNTU1573f9b33mbeyx7yVPWau7DFzZYt5K3uyNHP1y+VyuW7t7EP/+I//GDt27Ig777wzxo4dG7W1tbF37954/PHH4/rrrz/rvvb29vibv/mb+M///M+46667Yvjw4bFhw4Z47733YtOmTXHNNdf04VkUlu725K/+6q+iubk5ysvLY+zYsfHuu+/Gk08+GX/2Z38WtbW1MWLEiD48i8LR3X78qffffz/Ky8ujX79+MXLkyKirq0tcdWHrSU82b94clZWVccMNN8Rf/uVfxoABA+Ltt9+OIUOGxE9+8pM+OoPC092e7N+/P26//fa46qqr4rbbbotLL700Xn/99Xj22WfjlltuiUceeaQPz6JwNDQ0xMyZM+PP//zP45prromXX345li5dGosWLfo/97q+p2Heyh7zVvaYubLHzJUt5q3sydTMlcu4PXv25K699trcY4891rnW0tKSmzVrVu622247597t27fnrr322tz27ds71/77v/879xd/8Re5v//7v09Wc6HrSU/eeOON3OnTp7usXXvttbkVK1YkqbfQ9aQff+of/uEfcnfeeWfujjvuyM2ePTtFqReNnvTk3XffzU2ePDn3wAMPpC7zotKTnvziF7/ITZw4MffRRx+dsf6Tn/wkV1pamjt+/HiSmgtda2tr7v3338/lcp/9f/+/+3Muru+9z7yVPeat7DFzZY+ZK1vMW9mUpZkr87+CV1dXF0VFRTFv3rzOteLi4qioqIh9+/ZFQ0PDWffu2LEjhg0bdsatrcOHD4+bb745nn/++WhpaUlae6HqSU+uu+66KCoq6rJ22WWXxaFDh5LVXMh60o8Ob775ZuzYsSPuu+++lKVeNHrSk6eeeipOnz4dS5YsiYiITz75JHLZv1E183rSk48//jgGDhwYQ4cOPWO9pKQk+vfvH5dcckmyugvZwIEDY+TIkd3a6/re+8xb2WPeyh4zV/aYubLFvJVNWZq5Mh9AHThwIMaMGdPlf8TJkyd3Hj/X3gkTJnS5AE+aNClaW1vj8OHDvV/wRaAnPfkix48fj+PHj8ewYcN6rcaLSU/7cfr06XjggQeioqIixo8fn6zOi0lPevLKK6/E1VdfHb///e/jxhtvjOnTp8f1118fK1asiNOnTyetu5D1pCfXXXddHD9+PCorK+PQoUNx5MiRqK2tjS1btsTChQsNRBeA63vvM29lj3kre8xc2WPmyhbzVuHp7Wv8gN4sLoXGxsYoKSnpst6xdq6HKTY2Nsa0adO6rHf83vvRo0djwoQJvVTpxaMnPfki69evj5MnT8att97aK/VdbHraj6eeeiqOHDkSjz/+eIryLko96ckf/vCH6N+/f9x7773x/e9/P772ta/Fc889F7/61a+itbU1Kisrk9VdyHrSk3nz5sWhQ4fi6aefji1btkRERL9+/eLuu++OxYsXpymYc3J9733mrewxb2WPmSt7zFzZYt4qPL19jc98ANXS0hIDBw7ssl5cXNx5PN+9HWtuCe+envTkf3vzzTdj9erVUV5eHjfccEOv1Xgx6Uk/mpqaYtWqVfHjH/84hg8fnqzGi01PenLixIlob28/48GA3/rWt+KTTz6JDRs2xI9+9CO96oae9GTAgAFx1VVXRVlZWdxyyy0xePDgeO655+KRRx6JwYMHx/z585PVzRdzfe995q3sMW9lj5kre8xc2WLeKjy9fY3PfAA1aNCgaGtr67Le8VGMgwYNyntvx9q59nJ2PenJn6qvr4+f/vSnMW7cuFi+fHmv1ngx6Uk/Hn300Rg6dGjccccdyeq7GPX0fevEiRMxZ86cM9a//e1vx+9+97vYt29f3Hjjjb1b8EWgJz2pqamJdevWxW9/+9sYMmRIRETMnj07crlcVFVVxc0332xA7WOu773PvJU95q3sMXNlj5krW8xbhae3r/GZfwZUSUlJNDY2dlnvWDvXx8iebW/HrX8+grZ7etKTDn/84x9j4cKFMXjw4KipqYnBgwf3ep0Xi+724+23346nn346FixYEEePHo2GhoZoaGiI1tbWOHXqVDQ0NMT//M//pCy9YPXk30jHsSuuuOKM9csvvzwiIpqbm3urzItKT3rym9/8Jr7+9a93DkMdZs2aFS0tLbF///7eLZb/k+t77zNvZY95K3vMXNlj5soW81bh6e1rfOYDqNLS0njnnXe6vAHs2bOn8/i59r711lvR3t5+xvrevXujuLg4rr766t4v+CLQk55EfHYL8l133RVtbW3x61//2mDaQ93txwcffBDt7e3x4IMPxsyZMzv/7NmzJ959992YOXNmrFq1Knn9hagn/0YmTpwYEZ/15091/N1PfrqnJz358MMPv/BhpKdOnYqI8KDSC8D1vfeZt7LHvJU9Zq7sMXNli3mr8PT2NT7zAVR5eXm0t7fHxo0bO9fa2tpiy5YtMXHixBg9enREfJbA1dfXx8mTJ8/Y29TUFHV1dZ1rH330UdTV1cVNN93klvBu6klPTpw4EYsWLYoPPvggampqYuzYsX1dfsHpbj/GjRsXq1ev7vJn3LhxMXLkyFi9enX89V//9QU5py+7nvwbueWWWyIiYtOmTZ1ruVwuNm3aFJdeemlMnTq1b06iwPSkJ1/96lfjtddeiw8//PCM13zmmWeiqKjIw5UTc33vG+at7DFvZY+ZK3vMXNli3vpy64trfOafATVlypQoLy+P6urqaGpqirFjx8bWrVujoaEh1q5d2/l1K1eujNra2ti5c2eMGjUqIj77ndGpU6dGZWVlHD58OIYNGxYbNmyIU6dOxZIlSy7UKX3p9aQnP/vZz2Lv3r1x2223RX19fdTX13d+/Ve+8pWYNWtWn5/Pl113+zF8+PAv/O+9fv36OHXqlF70QE/+jcycOTO+8Y1vxGOPPRZNTU0xfvz4eOGFF+KVV16JZcuW+fWJbupJTxYvXhxLly6N7373u3H77bfH4MGDY+fOnfHyyy/HvHnzYuTIkRfqtL70nnzyyTh27Fh8/PHHERHx+uuvd/6kc8GCBTFkyBDX9z5i3soe81b2mLmyx8yVLeat7MrKzJX5ACoioqqqKqqrq2Pbtm3R3Nwc48aNizVr1kRZWdk59/Xv3z9qamri4YcfjieeeCJaWlpi0qRJ8dBDD8U111zTR9UXpu725ODBgxERsXnz5ti8efMZx6688koX4G7qbj9Ip7s96devX6xevTqqq6vj2WefjS1btsRVV10Vy5cvj4qKij6qvjB1tydz5syJyy+/PH75y1/G+vXr49ixYzF69OhYunRpLFy4sI+qL0xr166N9957r/PvL730Urz00ksREfGd73yny3MgOri+p2Heyh7zVvaYubLHzJUt5q1sysrM1S+Xy+W6dwoAAAAA8H/L/DOgAAAAAPhyE0ABAAAAkJQACgAAAICkBFAAAAAAJCWAAgAAACApARQAAAAASQmgAAAAAEhKAAUAAABAUgIoAAAAAJISQAEAAACQlAAKAAAAgKQEUAAAAAAkJYACAAAAICkBFAAAAABJ/T8RAorD8y/DewAAAABJRU5ErkJggg==",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plot_empirical_throughput_and_timing(SUMMARY, batch_sizes=EXPECTED_BATCH_SIZES)"
]
},
{
"cell_type": "markdown",
"id": "53255690",
"metadata": {
"execution": {
"iopub.execute_input": "2026-05-14T16:12:45.473109Z",
"iopub.status.busy": "2026-05-14T16:12:45.472851Z",
"iopub.status.idle": "2026-05-14T16:12:45.685961Z",
"shell.execute_reply": "2026-05-14T16:12:45.685193Z"
}
},
"source": [
"### 3.3 Throughput stability\n",
"Troughout traces — `samples_per_sec` over training steps for each batch size within a condition, with outliers. Each trace is a single run; dashed lines mark epoch boundaries.\n",
"\n",
"What to look for:\n",
"- **Stability** — traces should be flat after the first few steps (warm-up). High variance later in training indicates DataLoader jitter or thermal throttling.\n",
"- **Ordering** — traces should be rank-ordered consistently with the bar-chart medians above\n",
"- **Epoch boundaries** — brief throughput dips at epoch boundaries (data re-shuffle + DataLoader restart) are expected; the rule-based pass flags these steps unconditionally (`epoch_last_high` / `epoch_first_low`) and excludes them from all statistics."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "15288d8c",
"metadata": {
"execution": {
"iopub.execute_input": "2026-05-14T16:12:45.818112Z",
"iopub.status.busy": "2026-05-14T16:12:45.817901Z",
"iopub.status.idle": "2026-05-14T16:12:47.042505Z",
"shell.execute_reply": "2026-05-14T16:12:47.041511Z"
}
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for exp in [\"no_aug\", \"with_aug\"]:\n",
" plot_throughput_traces(DF, exp, batch_sizes=EXPECTED_BATCH_SIZES, max_epochs=MAX_EPOCHS_SWEEP)"
]
},
{
"cell_type": "markdown",
"id": "f13e5f77",
"metadata": {},
"source": [
"**Observed** (against the three expectations above):\n",
"\n",
"- **Stability** — means are stationary, but the variance pattern differs from the expectation: noise is largest at bs=4–8 and persistent from the first step (downward spikes to ~130–140 sps at bs=8) which is a steady DataLoader jitter. The compute-bound runs instead start *fast* and decay: bs=16 no_aug drifts ≈172 → ≈165 sps over the run; bs=128 holds ≈151–153 sps for its first ~30 steps before settling at ≈146–147. That is a thermal signature (a cool GPU boosts clocks, then throttles the clock down) and it appears only in the batch sizes where GPU compute speed is the limiting factor for how long each step takes. \n",
"- **Ordering** — holds as per bar plots above\n",
"- **Epoch boundaries** — not separable by eye: at bs=4–8 the downward spikes occur far more often than once per epoch (≈250 steps/epoch at bs=8)\n",
"- **Impact on the decision** — the ~3–5 % thermal drift flatters early-run throughput equally across the compute-bound sizes, so the ranking and the bs=16 choice are unaffected."
]
},
{
"cell_type": "markdown",
"id": "c1f1a067",
"metadata": {},
"source": [
"### 3.3 GPU utilisation & memory\n",
"\n",
"Per-step `gpu_util_pct` and `gpu_mem_gb` aggregated to **median** (utilisation) and **peak** (memory) per `(experiment, batch_size)`.\n",
"\n",
"**Utilisation (`gpu_util_pct`)** tracks whether the GPU compute engines or the DataLoader pipeline is the throughput bottleneck at each batch size (criterion 3 in §2.2):\n",
"- Below ~50 %: the GPU is idle while waiting for data — increasing `batch_size` amortises per-sample DataLoader overhead and raises utilisation.\n",
"- 50 %–80 %: transitional zone; both CPU pipeline and GPU contribute to the bottleneck.\n",
"- ≥ 80 %: the GPU is genuinely saturated — the bottleneck has shifted to compute, which is the intended training regime. Further increases in `batch_size` yield diminishing utilisation returns.\n",
"\n",
"**Memory (`gpu_mem_gb`)** is checked against the **16 GB T4 envelope**. The DDP viability check requires that peak memory at the recommended `bs` leaves room for:\n",
"- DDP gradient buckets (~100–200 MB for a U-Net at this scale)\n",
"- Activation memory from the forward pass (scales roughly linearly with `batch_size`)\n",
"- Framework overhead and CUDA context (~300–500 MB fixed)\n",
"\n",
"A peak memory of ≤ 6–7 GB at the recommended `bs` provides comfortable DDP headroom; the run can be doubled to 2× T4 without OOM risk."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "8762c6e0",
"metadata": {
"execution": {
"iopub.execute_input": "2026-05-14T16:12:47.045180Z",
"iopub.status.busy": "2026-05-14T16:12:47.044941Z",
"iopub.status.idle": "2026-05-14T16:12:47.296106Z",
"shell.execute_reply": "2026-05-14T16:12:47.295320Z"
}
},
"outputs": [
{
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" experiment batch_size median_gpu_util_pct median_gpu_mem_gb peak_gpu_mem_gb\n",
"0 no_aug 4 45.0000 0.0536 0.2203\n",
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"6 with_aug 4 45.0000 0.0536 0.2222\n",
"7 with_aug 8 52.5000 0.0569 0.3933\n",
"8 with_aug 16 79.5000 0.0631 0.7220\n",
"9 with_aug 32 88.0000 0.0778 1.4004\n",
"10 with_aug 64 91.0000 0.1016 2.7104\n",
"11 with_aug 128 99.5000 0.1531 5.4246"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
""
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"GPU_TBL = gpu_summary(DF)\n",
"display(GPU_TBL)\n",
"plot_gpu_panels(GPU_TBL, batch_sizes=EXPECTED_BATCH_SIZES)"
]
},
{
"cell_type": "markdown",
"id": "656ebf98",
"metadata": {},
"source": [
"**Observed:**\n",
"\n",
"- **Utilisation** — stalls at 45–53 % across the overhead-bound sizes (bs=4–8), then first reaches the ≥ 80 % saturation criterion at bs=16 and stays saturated beyond (88–100 %) — consistent with bs=16 being the entry point of the compute-bound regime seen in the time-per-step data.\n",
"- **Memory** — peak allocation roughly doubles with batch size, i.e. activations dominate the footprint; at bs=16 the 0.72 GB peak leaves some 15 GB of the T4 envelope free — ample headroom for DDP buckets and pytorch framework overhead."
]
},
{
"cell_type": "markdown",
"id": "8789da22",
"metadata": {},
"source": [
"### 3.4 Loss convergence (context only)\n",
"\n",
"Step-level `train_loss` per batch size, shown for **sanity checking only**"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "5010512b",
"metadata": {
"execution": {
"iopub.execute_input": "2026-05-14T16:12:47.298816Z",
"iopub.status.busy": "2026-05-14T16:12:47.298240Z",
"iopub.status.idle": "2026-05-14T16:12:49.149820Z",
"shell.execute_reply": "2026-05-14T16:12:49.149400Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for exp in [\"no_aug\", \"with_aug\"]:\n",
" plot_loss_curves(DF, exp, batch_sizes=EXPECTED_BATCH_SIZES, max_epochs=MAX_EPOCHS_SWEEP)"
]
},
{
"cell_type": "markdown",
"id": "8100106f",
"metadata": {},
"source": [
"## 4. Conclusion"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "cb11f5ac",
"metadata": {},
"outputs": [],
"source": [
"# ── Facts: every number the recommendation prose needs, in one dict ─────────\n",
"FACTS = recommendation_facts(SUMMARY, GPU_TBL, RECOMMENDED_BS)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "9cf759ed",
"metadata": {
"execution": {
"iopub.execute_input": "2026-05-14T16:12:49.152541Z",
"iopub.status.busy": "2026-05-14T16:12:49.152289Z",
"iopub.status.idle": "2026-05-14T16:12:49.171719Z",
"shell.execute_reply": "2026-05-14T16:12:49.171005Z"
}
},
"outputs": [
{
"data": {
"text/markdown": [
"\n",
"### Recommended batch size: **bs = 16**\n",
"\n",
"#### 1. Throughput plateau\n",
"Throughput peaks at bs=8 (205.96 / 213.03 sps no_aug / with_aug),\n",
"then settles onto a flat plateau from bs=16 onward (167.07 / 167.93 sps, about 80 % of peak).\n",
"\n",
"#### 2. Compute-bound entry\n",
"Median time-per-step is nearly flat from bs=4 to 8 (×1.2–1.3 per doubling — overhead-bound),\n",
"jumps ×2.5 at 8→16 (the crossover), and scales linearly (≈×2 per doubling) from bs=16 onward.\n",
"bs=16 is the smallest batch inside the compute-bound regime.\n",
"\n",
"#### 3. GPU saturation\n",
"Median utilisation first reaches ~80 % at bs=16 (77.0 % / 79.5 %) and\n",
"stays at 88–100 % beyond; at bs=4–8 the GPU idles at 45–53 % waiting on the DataLoader.\n",
"\n",
"#### Memory headroom for DDP\n",
"Peak `gpu_mem_gb` at bs=16 is **0.72 GB** — under 5 % of the 16 GB T4 envelope,\n",
"ample room for DDP buckets and framework overhead.\n",
"\n",
"#### Augmentation effect\n",
"Throughput cost of augmentations at bs=16: **-0.51 %** — augmentations do\n",
"*not* shift the optimal batch size on this hardware."
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def _fmt(x):\n",
" if x is None or (isinstance(x, float) and x != x): # None or NaN\n",
" return \"n/a\"\n",
" return f\"{x}\"\n",
"\n",
"\n",
"bs_rec = FACTS[\"recommended_bs\"]\n",
"per_exp = FACTS[\"per_exp\"]\n",
"peak_no_sps = per_exp[\"no_aug\"][\"peak_median_sps\"]\n",
"peak_aug_sps= per_exp[\"with_aug\"][\"peak_median_sps\"]\n",
"peak_no_bs = per_exp[\"no_aug\"][\"peak_bs\"]\n",
"sps_rec_no = per_exp[\"no_aug\"][\"median_at_recommended_sps\"]\n",
"sps_rec_aug = per_exp[\"with_aug\"][\"median_at_recommended_sps\"]\n",
"util_no = FACTS[\"gpu_util_at_recommended\"].get(\"no_aug\")\n",
"util_aug = FACTS[\"gpu_util_at_recommended\"].get(\"with_aug\")\n",
"peak_mem = FACTS[\"gpu_mem\"].get(bs_rec)\n",
"aug_pen = FACTS.get(\"aug_penalty_pct_at_recommended\")\n",
"\n",
"display(Markdown(f\"\"\"\n",
"### Recommended batch size: **bs = {bs_rec}**\n",
"\n",
"#### 1. Throughput plateau\n",
"Throughput peaks at bs={peak_no_bs} ({_fmt(peak_no_sps)} / {_fmt(peak_aug_sps)} sps no_aug / with_aug),\n",
"then settles onto a flat plateau from bs={bs_rec} onward ({_fmt(sps_rec_no)} / {_fmt(sps_rec_aug)} sps, about 80 % of peak).\n",
"\n",
"#### 2. Compute-bound entry\n",
"Median time-per-step is nearly flat from bs=4 to 8 (×1.2–1.3 per doubling — overhead-bound),\n",
"jumps ×2.5 at 8→16 (the crossover), and scales linearly (≈×2 per doubling) from bs=16 onward.\n",
"bs={bs_rec} is the smallest batch inside the compute-bound regime.\n",
"\n",
"#### 3. GPU saturation\n",
"Median utilisation first reaches ~80 % at bs={bs_rec} ({_fmt(util_no)} % / {_fmt(util_aug)} %) and\n",
"stays at 88–100 % beyond; at bs=4–8 the GPU idles at 45–53 % waiting on the DataLoader.\n",
"\n",
"#### Memory headroom for DDP\n",
"Peak `gpu_mem_gb` at bs={bs_rec} is **{_fmt(peak_mem)} GB** — under 5 % of the 16 GB T4 envelope,\n",
"ample room for DDP buckets and framework overhead.\n",
"\n",
"#### Augmentation effect\n",
"Throughput cost of augmentations at bs={bs_rec}: **{_fmt(aug_pen)} %** — augmentations do\n",
"*not* shift the optimal batch size on this hardware.\"\"\"))\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3da15b5f",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.11"
}
},
"nbformat": 4,
"nbformat_minor": 5
}