diff --git "a/scripts/sageattn_eval.ipynb" "b/scripts/sageattn_eval.ipynb" --- "a/scripts/sageattn_eval.ipynb" +++ "b/scripts/sageattn_eval.ipynb" @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 4, + "execution_count": 1, "id": "e76b6794", "metadata": {}, "outputs": [ @@ -20,10 +20,37 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 2, "id": "f0f4ce28", "metadata": {}, - "outputs": [], + "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", + "2025-11-19 13:40:04.606882: 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", + "2025-11-19 13:40:04.621091: 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 00:00:1763559604.639099 4020977 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n", + "E0000 00:00:1763559604.644803 4020977 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n", + "W0000 00:00:1763559604.657365 4020977 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.\n", + "W0000 00:00:1763559604.657381 4020977 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.\n", + "W0000 00:00:1763559604.657383 4020977 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.\n", + "W0000 00:00:1763559604.657384 4020977 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.\n", + "2025-11-19 13:40:04.661731: 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", + "/usr/lib/python3/dist-packages/sklearn/utils/fixes.py:25: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.\n", + " from pkg_resources import parse_version # type: ignore\n", + "Fetching 7 files: 100%|██████████| 7/7 [00:00<00:00, 82938.21it/s]\n" + ] + } + ], "source": [ "from qwenimage.reporting.datamodels import ExperimentSet\n", "from qwenimage.reporting.visualize_barplot import compare_sets_with_timing" @@ -31,17 +58,10 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 3, "id": "226af1b2", "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", @@ -56,12 +76,13 @@ "name": "stdout", "output_type": "stream", "text": [ + "Setting up [LPIPS] perceptual loss: trunk [alex], v[0.1], spatial [off]\n", "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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", + "image/png": "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", "text/plain": [ "
" ] @@ -111,32 +132,32 @@ " qwen_sageattn_qk_int8_pv_fp16_triton\n", " 0.853700\n", " 0.112891\n", - " 1.775369\n", - " 0.272377\n", + " 1.712081\n", + " 0.072586\n", " \n", " \n", " 2\n", " qwen_sageattn_qk_int8_pv_fp16_cuda\n", " 0.203273\n", " 0.097512\n", - " 1.777100\n", - " 0.244729\n", + " 1.706508\n", + " 0.074232\n", " \n", " \n", " 3\n", " qwen_sageattn_qk_int8_pv_fp8_cuda\n", " 0.201616\n", " 0.098540\n", - " 1.815426\n", - " 0.075430\n", + " 1.816844\n", + " 0.078809\n", " \n", " \n", " 4\n", " qwen_sageattn_qk_int8_pv_fp8_cuda_sm90\n", - " 0.839612\n", - " 0.055112\n", - " 1.299148\n", - " 0.068006\n", + " 0.183041\n", + " 0.090641\n", + " 1.550240\n", + " 0.072654\n", " \n", " \n", "\n", @@ -145,20 +166,20 @@ "text/plain": [ " experiment lpips_mean lpips_std time_mean \\\n", "0 qwen_base 0.000000 0.000000 1.752080 \n", - "1 qwen_sageattn_qk_int8_pv_fp16_triton 0.853700 0.112891 1.775369 \n", - "2 qwen_sageattn_qk_int8_pv_fp16_cuda 0.203273 0.097512 1.777100 \n", - "3 qwen_sageattn_qk_int8_pv_fp8_cuda 0.201616 0.098540 1.815426 \n", - "4 qwen_sageattn_qk_int8_pv_fp8_cuda_sm90 0.839612 0.055112 1.299148 \n", + "1 qwen_sageattn_qk_int8_pv_fp16_triton 0.853700 0.112891 1.712081 \n", + "2 qwen_sageattn_qk_int8_pv_fp16_cuda 0.203273 0.097512 1.706508 \n", + "3 qwen_sageattn_qk_int8_pv_fp8_cuda 0.201616 0.098540 1.816844 \n", + "4 qwen_sageattn_qk_int8_pv_fp8_cuda_sm90 0.183041 0.090641 1.550240 \n", "\n", " time_std \n", "0 0.038048 \n", - "1 0.272377 \n", - "2 0.244729 \n", - "3 0.075430 \n", - "4 0.068006 " + "1 0.072586 \n", + "2 0.074232 \n", + "3 0.078809 \n", + "4 0.072654 " ] }, - "execution_count": 6, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" }