{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "e76b6794", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/home/ubuntu/Qwen-Image-Edit-Angles\n" ] } ], "source": [ "%cd /home/ubuntu/Qwen-Image-Edit-Angles" ] }, { "cell_type": "code", "execution_count": null, "id": "f0f4ce28", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib/python3/dist-packages/scipy/__init__.py:146: UserWarning: A NumPy version >=1.17.3 and <1.25.0 is required for this version of SciPy (detected version 1.26.4\n", " warnings.warn(f\"A NumPy version >={np_minversion} and <{np_maxversion}\"\n", "/home/ubuntu/.local/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n", "Skipping import of cpp extensions due to incompatible torch version 2.9.1+cu128 for torchao version 0.14.1 Please see https://github.com/pytorch/ao/issues/2919 for more info\n", "TMA benchmarks will be running without grid constant TMA descriptor.\n", "2025-11-15 00:27:46.066093: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.\n", "2025-11-15 00:27:46.080025: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n", "WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\n", "E0000 00:00:1763166466.097033 1402793 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n", "E0000 00:00:1763166466.102579 1402793 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n", "W0000 00:00:1763166466.115685 1402793 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.\n", "W0000 00:00:1763166466.115701 1402793 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.\n", "W0000 00:00:1763166466.115704 1402793 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.\n", "W0000 00:00:1763166466.115705 1402793 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.\n", "2025-11-15 00:27:46.119762: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n", "To enable the following instructions: AVX512F AVX512_VNNI AVX512_BF16 AVX512_FP16 AVX_VNNI, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", "Fetching 7 files: 100%|██████████| 7/7 [00:00<00:00, 83886.08it/s]\n" ] } ], "source": [ "import math\n", "from pathlib import Path\n", "from collections import defaultdict\n", "import statistics\n", "\n", "import pandas as pd\n", "from matplotlib import pyplot as plt\n", "from PIL import Image\n", "import numpy as np\n", "import lpips\n", "import torch\n", "import torchvision.transforms.v2 as T\n", "import torchvision.transforms.v2.functional as TF\n", "from pydantic import BaseModel\n", "\n", "from qwenimage.reporting.visualize_barplot import compare_sets, compare_sets_with_timing\n", "from qwenimage.experiment import ExperimentConfig\n", "from qwenimage.experiments.experiments_qwen import ExperimentRegistry" ] }, { "cell_type": "code", "execution_count": null, "id": "6e244007", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "f1f224ec", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "35bbf163", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 4, "id": "f3b41b53", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/.local/lib/python3.10/site-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n", " warnings.warn(\n", "/home/ubuntu/.local/lib/python3.10/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=AlexNet_Weights.IMAGENET1K_V1`. You can also use `weights=AlexNet_Weights.DEFAULT` to get the most up-to-date weights.\n", " warnings.warn(msg)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Setting up [LPIPS] perceptual loss: trunk [alex], v[0.1], spatial [off]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loading model from: /home/ubuntu/.local/lib/python3.10/site-packages/lpips/weights/v0.1/alex.pth\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "compare_sets(ExperimentSet.create(\n", " \"qwen_base\",\n", " \"qwen_fbcache_05\",\n", " \"qwen_fbcache_051\",\n", " \"qwen_fbcache_052\",\n", " \"qwen_fbcache_053\",\n", " \"qwen_fbcache_054\",\n", " \"qwen_fbcache_055\",\n", "))\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "49ccaff3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Setting up [LPIPS] perceptual loss: trunk [alex], v[0.1], spatial [off]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/.local/lib/python3.10/site-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n", " warnings.warn(\n", "/home/ubuntu/.local/lib/python3.10/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=AlexNet_Weights.IMAGENET1K_V1`. You can also use `weights=AlexNet_Weights.DEFAULT` to get the most up-to-date weights.\n", " warnings.warn(msg)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loading model from: /home/ubuntu/.local/lib/python3.10/site-packages/lpips/weights/v0.1/alex.pth\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "experiment_names = [ \n", " \"qwen_base\",\n", " \"qwen_fa3\",\n", " \"qwen_aot\",\n", " \"qwen_fuse_aot\",\n", " \"qwen_fa3_aot\",\n", "\n", " \"qwen_fbcache_052\",\n", " \"qwen_fbcache_053\",\n", " \"qwen_fbcache_054\",\n", " \"qwen_fbcache_055\",\n", "\n", " \"qwen_fa3_aot_fp8\",\n", " \"qwen_fa3_aot_fp8_fuse\",\n", "\n", " \"qwen_base_3step\",\n", " \"qwen_base_2step\",\n", " \"qwen_fa3_aot_int8_fuse_3step\",\n", " \"qwen_fa3_aot_int8_fuse_2step\"\n", "\n", "\n", "]\n", "\n", "compare_sets(ExperimentSet.create(\n", " *experiment_names\n", "))\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "19dde39a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Setting up [LPIPS] perceptual loss: trunk [alex], v[0.1], spatial [off]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/.local/lib/python3.10/site-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n", " warnings.warn(\n", "/home/ubuntu/.local/lib/python3.10/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=AlexNet_Weights.IMAGENET1K_V1`. You can also use `weights=AlexNet_Weights.DEFAULT` to get the most up-to-date weights.\n", " warnings.warn(msg)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loading model from: /home/ubuntu/.local/lib/python3.10/site-packages/lpips/weights/v0.1/alex.pth\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "compare_sets(ExperimentSet.create(\n", " \"qwen_lightning_lora\",\n", " \"qwen_lightning_lora_2step\",\n", " \"qwen_lightning_lora_3step\",\n", " \"qwen_lightning_lora_2step\",\n", " \"qwen_lightning_fa3_aot_int8_fuse_3step\",\n", " \"qwen_lightning_fa3_aot_int8_fuse_2step\",\n", " \"qwen_lightning_fa3_aot_fp8_fuse\",\n", "))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "91b0983e", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "6f33f1e4", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "53e46e17", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 8, "id": "477d7613", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Setting up [LPIPS] perceptual loss: trunk [alex], v[0.1], spatial [off]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/.local/lib/python3.10/site-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n", " warnings.warn(\n", "/home/ubuntu/.local/lib/python3.10/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=AlexNet_Weights.IMAGENET1K_V1`. You can also use `weights=AlexNet_Weights.DEFAULT` to get the most up-to-date weights.\n", " warnings.warn(msg)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loading model from: /home/ubuntu/.local/lib/python3.10/site-packages/lpips/weights/v0.1/alex.pth\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
experimentlpips_meanlpips_stdtime_meantime_std
0qwen_base0.0000000.0000001.7483700.038003
5qwen_fbcache_0520.0353770.0839691.6836510.147396
6qwen_fbcache_0530.0493400.0957831.6562440.176397
1qwen_fa30.0988190.0505301.4862620.024040
7qwen_fbcache_0540.1507500.1247201.4760160.204040
2qwen_aot0.1232540.0640581.3879990.033911
3qwen_fuse_aot0.1207020.0618231.3878220.034065
8qwen_fbcache_0550.2100410.0873661.3553920.119775
18qwen_downsize7680.3638550.1259791.3114940.014959
11qwen_base_3step0.1984400.0761251.3003530.027552
4qwen_fa3_aot0.1174480.0564721.1437720.020417
17qwen_lightning_fa3_aot_fp8_fuse0.4456650.0896431.0685490.023564
9qwen_fa3_aot_fp80.4069820.0922411.0669530.023052
10qwen_fa3_aot_fp8_fuse0.4068950.0974811.0656380.022780
19qwen_downsize5120.4554720.1326621.0238940.018995
12qwen_base_2step0.3481450.1016250.8335390.018778
15qwen_lightning_fa3_aot_int8_fuse_3step0.2491940.0935840.8049290.015162
13qwen_fa3_aot_int8_fuse_3step0.2439710.0878800.8030560.015583
20qwen_lightning_fa3_aot_int8_fuse_4step_fbcache...0.4653220.1328230.6687300.014523
14qwen_fa3_aot_int8_fuse_2step0.3645360.1011500.5033350.009735
16qwen_lightning_fa3_aot_int8_fuse_2step0.2418120.0861960.5029780.010024
21qwen_lightning_fa3_aot_int8_fuse_1step_fbcache...0.4972990.1332230.1301420.016603
\n", "
" ], "text/plain": [ " experiment lpips_mean lpips_std \\\n", "0 qwen_base 0.000000 0.000000 \n", "5 qwen_fbcache_052 0.035377 0.083969 \n", "6 qwen_fbcache_053 0.049340 0.095783 \n", "1 qwen_fa3 0.098819 0.050530 \n", "7 qwen_fbcache_054 0.150750 0.124720 \n", "2 qwen_aot 0.123254 0.064058 \n", "3 qwen_fuse_aot 0.120702 0.061823 \n", "8 qwen_fbcache_055 0.210041 0.087366 \n", "18 qwen_downsize768 0.363855 0.125979 \n", "11 qwen_base_3step 0.198440 0.076125 \n", "4 qwen_fa3_aot 0.117448 0.056472 \n", "17 qwen_lightning_fa3_aot_fp8_fuse 0.445665 0.089643 \n", "9 qwen_fa3_aot_fp8 0.406982 0.092241 \n", "10 qwen_fa3_aot_fp8_fuse 0.406895 0.097481 \n", "19 qwen_downsize512 0.455472 0.132662 \n", "12 qwen_base_2step 0.348145 0.101625 \n", "15 qwen_lightning_fa3_aot_int8_fuse_3step 0.249194 0.093584 \n", "13 qwen_fa3_aot_int8_fuse_3step 0.243971 0.087880 \n", "20 qwen_lightning_fa3_aot_int8_fuse_4step_fbcache... 0.465322 0.132823 \n", "14 qwen_fa3_aot_int8_fuse_2step 0.364536 0.101150 \n", "16 qwen_lightning_fa3_aot_int8_fuse_2step 0.241812 0.086196 \n", "21 qwen_lightning_fa3_aot_int8_fuse_1step_fbcache... 0.497299 0.133223 \n", "\n", " time_mean time_std \n", "0 1.748370 0.038003 \n", "5 1.683651 0.147396 \n", "6 1.656244 0.176397 \n", "1 1.486262 0.024040 \n", "7 1.476016 0.204040 \n", "2 1.387999 0.033911 \n", "3 1.387822 0.034065 \n", "8 1.355392 0.119775 \n", "18 1.311494 0.014959 \n", "11 1.300353 0.027552 \n", "4 1.143772 0.020417 \n", "17 1.068549 0.023564 \n", "9 1.066953 0.023052 \n", "10 1.065638 0.022780 \n", "19 1.023894 0.018995 \n", "12 0.833539 0.018778 \n", "15 0.804929 0.015162 \n", "13 0.803056 0.015583 \n", "20 0.668730 0.014523 \n", "14 0.503335 0.009735 \n", "16 0.502978 0.010024 \n", "21 0.130142 0.016603 " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Example: All optimization experiments\n", "experiment_names = [\n", " \"qwen_base\",\n", " \"qwen_fa3\",\n", " \"qwen_aot\",\n", " \"qwen_fuse_aot\",\n", " \"qwen_fa3_aot\",\n", " \"qwen_fbcache_052\",\n", " \"qwen_fbcache_053\",\n", " \"qwen_fbcache_054\",\n", " \"qwen_fbcache_055\",\n", " \"qwen_fa3_aot_fp8\",\n", " \"qwen_fa3_aot_fp8_fuse\",\n", " \"qwen_base_3step\",\n", " \"qwen_base_2step\",\n", " \"qwen_fa3_aot_int8_fuse_3step\",\n", " \"qwen_fa3_aot_int8_fuse_2step\",\n", "\n", " \"qwen_lightning_fa3_aot_int8_fuse_3step\",\n", " \"qwen_lightning_fa3_aot_int8_fuse_2step\",\n", " \"qwen_lightning_fa3_aot_fp8_fuse\",\n", "\n", " \"qwen_downsize768\",\n", " \"qwen_downsize512\",\n", "\n", " \"qwen_lightning_fa3_aot_int8_fuse_4step_fbcache_055_downsize512\",\n", " \"qwen_lightning_fa3_aot_int8_fuse_1step_fbcache_055_downsize512\",\n", "]\n", "\n", "df_all = compare_sets_with_timing(\n", " ExperimentSet.create(*experiment_names),\n", " profile_target=\"loop\",\n", " sort_by=\"time\"\n", ")\n", "\n", "# Display the combined data\n", "df_all\n" ] }, { "cell_type": "code", "execution_count": 9, "id": "2e99efc4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Setting up [LPIPS] perceptual loss: trunk [alex], v[0.1], spatial [off]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/.local/lib/python3.10/site-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n", " warnings.warn(\n", "/home/ubuntu/.local/lib/python3.10/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=AlexNet_Weights.IMAGENET1K_V1`. You can also use `weights=AlexNet_Weights.DEFAULT` to get the most up-to-date weights.\n", " warnings.warn(msg)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loading model from: /home/ubuntu/.local/lib/python3.10/site-packages/lpips/weights/v0.1/alex.pth\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
experimentlpips_meanlpips_stdtime_meantime_std
0qwen_base0.0000000.0000002.2257360.067141
5qwen_fbcache_0520.0353770.0839692.1622020.160729
6qwen_fbcache_0530.0493400.0957832.1330670.190319
7qwen_fbcache_0540.1507500.1247201.9550500.232325
1qwen_fa30.0988190.0505301.9470710.061501
3qwen_fuse_aot0.1207020.0618231.9429340.073606
2qwen_aot0.1232540.0640581.9404470.068892
8qwen_fbcache_0550.2100410.0873661.8300560.131404
11qwen_base_3step0.1984400.0761251.7777410.063624
18qwen_downsize7680.3638550.1259791.7304980.064987
4qwen_fa3_aot0.1174480.0564721.6688980.060596
9qwen_fa3_aot_fp80.4069820.0922411.5553080.056101
10qwen_fa3_aot_fp8_fuse0.4068950.0974811.5513630.054497
17qwen_lightning_fa3_aot_fp8_fuse0.4456650.0896431.5504150.054403
19qwen_downsize5120.4554720.1326621.4151000.068592
15qwen_lightning_fa3_aot_int8_fuse_3step0.2491940.0935841.3168050.049415
13qwen_fa3_aot_int8_fuse_3step0.2439710.0878801.3150200.051983
12qwen_base_2step0.3481450.1016251.3116740.060686
20qwen_lightning_fa3_aot_int8_fuse_4step_fbcache...0.4653220.1328231.0744340.058646
14qwen_fa3_aot_int8_fuse_2step0.3645360.1011501.0064110.052007
16qwen_lightning_fa3_aot_int8_fuse_2step0.2418120.0861961.0047070.051529
21qwen_lightning_fa3_aot_int8_fuse_1step_fbcache...0.4972990.1332230.5353430.060678
\n", "
" ], "text/plain": [ " experiment lpips_mean lpips_std \\\n", "0 qwen_base 0.000000 0.000000 \n", "5 qwen_fbcache_052 0.035377 0.083969 \n", "6 qwen_fbcache_053 0.049340 0.095783 \n", "7 qwen_fbcache_054 0.150750 0.124720 \n", "1 qwen_fa3 0.098819 0.050530 \n", "3 qwen_fuse_aot 0.120702 0.061823 \n", "2 qwen_aot 0.123254 0.064058 \n", "8 qwen_fbcache_055 0.210041 0.087366 \n", "11 qwen_base_3step 0.198440 0.076125 \n", "18 qwen_downsize768 0.363855 0.125979 \n", "4 qwen_fa3_aot 0.117448 0.056472 \n", "9 qwen_fa3_aot_fp8 0.406982 0.092241 \n", "10 qwen_fa3_aot_fp8_fuse 0.406895 0.097481 \n", "17 qwen_lightning_fa3_aot_fp8_fuse 0.445665 0.089643 \n", "19 qwen_downsize512 0.455472 0.132662 \n", "15 qwen_lightning_fa3_aot_int8_fuse_3step 0.249194 0.093584 \n", "13 qwen_fa3_aot_int8_fuse_3step 0.243971 0.087880 \n", "12 qwen_base_2step 0.348145 0.101625 \n", "20 qwen_lightning_fa3_aot_int8_fuse_4step_fbcache... 0.465322 0.132823 \n", "14 qwen_fa3_aot_int8_fuse_2step 0.364536 0.101150 \n", "16 qwen_lightning_fa3_aot_int8_fuse_2step 0.241812 0.086196 \n", "21 qwen_lightning_fa3_aot_int8_fuse_1step_fbcache... 0.497299 0.133223 \n", "\n", " time_mean time_std \n", "0 2.225736 0.067141 \n", "5 2.162202 0.160729 \n", "6 2.133067 0.190319 \n", "7 1.955050 0.232325 \n", "1 1.947071 0.061501 \n", "3 1.942934 0.073606 \n", "2 1.940447 0.068892 \n", "8 1.830056 0.131404 \n", "11 1.777741 0.063624 \n", "18 1.730498 0.064987 \n", "4 1.668898 0.060596 \n", "9 1.555308 0.056101 \n", "10 1.551363 0.054497 \n", "17 1.550415 0.054403 \n", "19 1.415100 0.068592 \n", "15 1.316805 0.049415 \n", "13 1.315020 0.051983 \n", "12 1.311674 0.060686 \n", "20 1.074434 0.058646 \n", "14 1.006411 0.052007 \n", "16 1.004707 0.051529 \n", "21 0.535343 0.060678 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\n", "compare_sets_with_timing(\n", " ExperimentSet.create(\n", " *experiment_names\n", " ),\n", " profile_target=\"run_once\",\n", " match_strategy=\"contain\",\n", " sort_by=\"time\"\n", ")\n" ] }, { "cell_type": "code", "execution_count": null, "id": "06c65a7a", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "31dea8be", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "4efef8a4", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "15b6d974", "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 5 }