diff --git "a/scripts/sageattn_error.ipynb" "b/scripts/sageattn_error.ipynb" --- "a/scripts/sageattn_error.ipynb" +++ "b/scripts/sageattn_error.ipynb" @@ -5,7 +5,7 @@ "id": "a0b670f6", "metadata": {}, "source": [ - "Sage attention seems to have really significant error for the SM 9.0 version. This happens to the latest main branch, and latest released 2.2.0 version." + "Sage attention seems to have really significant error for the SM 9.0 version. This happens to the latest main branch, 2.2.0 version released as of Nov 2025." ] }, { @@ -32,6 +32,15 @@ "id": "4b4fed92", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/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", + "Fetching 7 files: 100%|██████████| 7/7 [00:00<00:00, 82011.53it/s]\n" + ] + }, { "name": "stdout", "output_type": "stream", @@ -66,6 +75,17 @@ "import matplotlib.pyplot as plt\n", "from collections import defaultdict\n", "\n", + "# Import Flash Attention 3\n", + "try:\n", + " from kernels import get_kernel\n", + " _k = get_kernel(\"kernels-community/vllm-flash-attn3\")\n", + " _flash_attn_func = _k.flash_attn_func\n", + " FA3_AVAILABLE = True\n", + "except Exception as e:\n", + " _flash_attn_func = None\n", + " FA3_AVAILABLE = False\n", + " print(f\"Flash Attention 3 not available: {e}\")\n", + "\n", "\n", "def calculate_tolerance_metrics(actual, expect):\n", " \"\"\"Calculate tolerance metrics between actual and expected outputs.\"\"\"\n", @@ -85,6 +105,25 @@ " }\n", "\n", "\n", + "def flash_attn3_wrapper(q, k, v):\n", + " \"\"\"\n", + " Wrapper for Flash Attention 3 that matches the SageAttention interface.\n", + " FA3 expects (batch, seq_len, num_heads, head_dim)\n", + " SageAttention provides (batch, num_heads, seq_len, head_dim)\n", + " \"\"\"\n", + " # Transpose from (B, H, S, D) to (B, S, H, D)\n", + " q = q.transpose(1, 2)\n", + " k = k.transpose(1, 2)\n", + " v = v.transpose(1, 2)\n", + " \n", + " # Call FA3\n", + " outputs, _ = _flash_attn_func(q, k, v, causal=False)\n", + " \n", + " # Transpose back to (B, H, S, D)\n", + " outputs = outputs.transpose(1, 2)\n", + " return outputs\n", + "\n", + "\n", "# Test configuration\n", "batch_size = 4\n", "head_num = 32\n", @@ -106,6 +145,10 @@ " \"SageAttn QK-INT8 PV-FP8 CUDA SM90\": sageattn_qk_int8_pv_fp8_cuda_sm90,\n", "}\n", "\n", + "# Add Flash Attention 3 if available\n", + "if FA3_AVAILABLE:\n", + " attention_types[\"Flash Attention 3\"] = flash_attn3_wrapper\n", + "\n", "# Storage for metrics and runtimes across all inputs\n", "all_metrics = {name: defaultdict(list) for name in attention_types.keys()}\n", "all_runtimes = {name: [] for name in attention_types.keys()}\n", @@ -176,34 +219,40 @@ "================================================================================\n", "\n", "SDPA (Flash):\n", - " Mean: 0.1068 ms\n", - " Std: 0.3123 ms\n", - " Min: 0.0684 ms\n", - " Max: 3.2133 ms\n", + " Mean: 0.1078 ms\n", + " Std: 0.3156 ms\n", + " Min: 0.0691 ms\n", + " Max: 3.2466 ms\n", "\n", "SageAttn QK-INT8 PV-FP16 CUDA:\n", - " Mean: 4.1156 ms\n", - " Std: 39.1018 ms\n", - " Min: 0.1686 ms\n", - " Max: 393.1738 ms\n", + " Mean: 5.0245 ms\n", + " Std: 47.9926 ms\n", + " Min: 0.1753 ms\n", + " Max: 482.5450 ms\n", "\n", "SageAttn QK-INT8 PV-FP16 Triton:\n", - " Mean: 0.2852 ms\n", - " Std: 0.7674 ms\n", - " Min: 0.1891 ms\n", - " Max: 7.9196 ms\n", + " Mean: 0.3310 ms\n", + " Std: 1.1954 ms\n", + " Min: 0.1947 ms\n", + " Max: 12.2249 ms\n", "\n", "SageAttn QK-INT8 PV-FP8 CUDA:\n", - " Mean: 0.2181 ms\n", - " Std: 0.3324 ms\n", - " Min: 0.1735 ms\n", - " Max: 3.5242 ms\n", + " Mean: 0.2200 ms\n", + " Std: 0.3340 ms\n", + " Min: 0.1746 ms\n", + " Max: 3.5422 ms\n", "\n", "SageAttn QK-INT8 PV-FP8 CUDA SM90:\n", - " Mean: 0.3045 ms\n", - " Std: 0.9723 ms\n", - " Min: 0.1958 ms\n", - " Max: 9.9778 ms\n" + " Mean: 0.3097 ms\n", + " Std: 1.0341 ms\n", + " Min: 0.1956 ms\n", + " Max: 10.5982 ms\n", + "\n", + "Flash Attention 3:\n", + " Mean: 0.1370 ms\n", + " Std: 0.2310 ms\n", + " Min: 0.1071 ms\n", + " Max: 2.4339 ms\n" ] } ], @@ -243,7 +292,7 @@ "outputs": [ { "data": { - "image/png": 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", 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6Oy42/1JKqdJr5L1SerlM04rnar35oPRZimVVAqrDKr1Bq1iY3GtpVqptn8ml19XKPK2UVln/7O4Lj6eUPiped7nuI+Jj5Gun7UTuHTOoSra5a1lWB6ruU0WZKxe+r/Quaa8n9qu5aQ3Kz0q1uiibo7qv0eTS65n2pZTS7O5LQzvorVZRDnqtOotllb8rzxW9ztqUs5NyTS69rvW70t7THbyuHMdPIvdY/QStPc3KOtq/7+4gvb3LgNPIQZodyMGmPwHPR8QpRZ6Ojq3Qc8fXcsAltZv2fXIvs/XIvfzaB2dall0Ekm4r3u4aEYNo7bl6XUqp8nlm9xh2b9EDcbbKR+t2fqsIvlW0r+eulrFc1ikdvJ6Vjo5/r5ODp+3LVAnGDiUfk79M63frrCr5O1Otrmvdp7vixdLrBdtNm794/pAcMK4lL7Q9sTY7uvKdeabd/lftGNKRWf1GVHMw+WTPAuRh5WeQg9/PRkS1ALok9XkGCCX1ZeXhxRuQe6f9B/h5Kf1zEVEtoFFN+z8+ZeVG8PjykM3S0M1qfwamt3tfbR2drbcjL5deL9PB62oN93J5Zme9nfmwi+nVtJS/GH5Z+eP0dkrpg+qztFyXCODRDrbNgJTSVVXmrVq2doGT9sr1+pUO1rdulfla6r7Kn+yWSZ2sd3taAyTnAwsX6zp+NpZVTdV9KiIGAksVbyt/HtuuKPfcnd31VhxNDiztRt6eSwKXtRvuWt4Hyn8gPzaLZc9p3ddidvb/8r7060723Xc6WgCtvdoAvhIRS1TLVGzH8ndlySKtYlbHjm79frd7Xel9U7kswgfkYaqDaRuM6Mh7s86St31KaT9yD8D1yCeQ/koO7OwXERvQ8bG1/fvuPL6+UHrdfqhk+VIRO5JvihG0njxprzIk9mPk4ZiV5ZV7F5bLvlEH+121YeLV6rkr5ats5/kiorxdl66StyvH2XLvrZEdvJ6Vjo5/C9K6D5bL9DdaA5C70tpT86GU0r+q5L+2k+/3A1XKU9M+3UXlns2rVV4Ul1CZr3h7X3Ey425ajxXlvEOAFYq3r9D2BMXs6Mp3ZmS7y1ZUO4Z09Teiw3WmlB5LKa1L/i3aitzD9nlyMPLkdtnLAcoXkaQ+ygChpD6p+HOx/Swz5p5q5T86LUN8I6L9dY/Kf2hWbXfNumtobcgeGhFbR8Q8EbFERGwWEaeTe1LMjvJ6V5xFb6GKclBgYkQsFhGjgB+W0qsFxBrd3hGxbkQsQL7WVaUH2bUdzZBSeo987UnI9feziFi0GPb1iYg4uDS9O5Tr/scRsVFEDI2IpSPicxFxIXko0uzobB8sB2LeBd4vAhpfm9WyIuKTNaz76tI6vhoRGxffsx/S+ufnhpTS+zUsa7aklKallC6i9bpcw8j7QUW5B9d2ABGxHtWvl9ZVndV9T/kn+SL9AHtExG7Ffjui2K/+j46v+whASumv5BsBQR7WeU1EjCn2yQWKffJa4OPFd+WGIu/CwFERMX9EbEQexgl5H/hbt33Cto6NiOHFMN5DSumV73dl/5tBvibivMz6Gow1i4hNI+L7wErku+H+AfhXKcsyKaVHimmQr+W3T0QMi4jtaB2G+lq7+eZUORjT/hqK5e/968DgiPgB1XudQb6WYiW4NL54fpV8U5KK8jHspOI4OTQiPhYRn4+IP1P7kM2ulK98HP5xsX9uQb6zdHtdOc6WL2mxf0SsXAzb/UGNn6H9+g6MiI8XwcGf09orsuU3NaU0Azi3eLsVrded+00pz6O07ktbRcRBEbFg8RgdET+k7WVKZkvRFhkeEcNp+99ukSJ9WFGe/9B6neIxEfHFiFiE1usrQxFgLnp4XlGkLR8RBxRtpmNoPVFVuaZlbxkJfK84Rm5F63F/Gq3HwGq/ETtQ/ZIA0HrcHx4RS5UnRMT/RMSXyYHGm8nD6J8rJrc/efCJ0us7kKS+KjXAnVJ8+PDho6sP2t6N7+Iq0z9Tmv6PUvqfS+mVx4Ri2lCq32VzTDH9e1WmzbScIu9kqtx9sJSe2qXfX2V544ppZ5fSRhVps3sX47NL6yynT6qhzie3L0eRXkmbXEob10G9TGr/+dvlLd/NsvKo5S7Gq5Ib+h3VRznvhPZ13NG2oeO7/Z42i31hXJX6mdSuPquVrcN9EFie/Me//bRHOljvoVXyTprF55qtuxi3+1yTSvOMKk+rsk9N6KAclRvOJHKw6JNF+oK0vQPvW6V9pM33tTvrvpN9t1yP5e/W2bWWh9zzqKM767ZZbif1OII8tLSzfbJSh7O6i/FhXfke03pMGtVBXZTzVvt+30jrserXVaaX9++OvsdjqtTJTNPJvc47+txvA0sV+Wb3LsZjOkgfV8M2rNzt/dZ26eOrlOFlSnd/rbKs89rlP7nd9AFU/y2stt9X3a6zUz46votx+W7De3T1OEvHdzEuf59r+Y2r6S7GpfzL0/bu6NOBxdrl2ZTqx+2ZykUHd+CtodwTOll+++/j2rQeN9s/bqLt3YOXJfeYq5b3QWCBGspW7XOWyzvL70wp7SVa7/ZdfpTvYrx8uzyVuzOXfyNGlfKf0lF9ke/S3lGdXt7uc/60tJ5hs6oXHz58+GjUhz0IJfVV5eHF51aZfh2t103bsLh+G8AB5ODZa+1nSLln1JfJgbd3q0z/Gfki5X8lB6M+JA8N+xe5YVutHLX6KvkP4puzyliU5R1yD49jyA31D8h/aO8hB4a2T7mHQ19zFPkaZM+RP9O/gC1SSvd3NlNK6UHynRB/CTxB7lHwBvmurmcB3+rOQqaU9iXvgzcV65lOHm52IzmQ/NfZXG6H+2BK6XFyr9m7ydv6SfLdFC/sYHGnAqfT+gevlvX/hHxtthvIn+tD8uf6DbBW6p2L5ZPyjT4qlwoIih4uKV8PbFvyXZPfI38PfwD8ohvW2en3v6ek3GNyY+BS8tC0D8mBjTvJfzqP63julmW8XCxjL/Kxbyp5n3yB3PPlYIo7uhbbcC3y9+KZYn1vkPfdHVNKx7Zffjf6NLkX1jvk3mZnAjuUjlXfJe+zLxV5/kzrDYi6w13kHlIPkj/zR+S6+jM5UPEsQErpRvLw1cqNNypD668q8l3QjWWqOLN4Xi8iynem/inwv+Tfs/fIx5zNmfnOsmW/6ex9Ud87kO8SfBs5aPcBuffV1UX6v6lNzeVLKT1EvlHJrcX6nibflfiyUrZXSvlrOs6mlBJ5ePNvinxvA3+kiz2LU0rfBL5O/t15u1jfE+Q7f49O+cYn5fyPk79fFX9JKb3YLs9N5KDcuUXZp5P3pfvIw1SP6EoZ51RK6S5yb8c/kOt6GvnOzz8CPpdKl9dI+YZE65IDly8UZX+afK3QjVLb6yv3hv+Sj/+Vm708Qx65cVQlQ7FNdiJfbuZ98u/fvrTeVbq9CeRenC9XmXYOub04pVjWdHJdHU/p+tbFsOfKSJWLU0pvz86Hk6RGEPk3VZKk+oiIcbReN+vrKaWz61caSd0pIiaRe1GR8jXXVEVxbbeHyD32fpJS6tXAUW+JiM8Cf095uDsRsTZ5SPvC5ADjyJTvEiwBEBGVP6s3pZTG1LMs1RQ3LLmGfMJhzd46kSZJPcEehJIkSVIdpXwTpsOLt/sV17/rjy4A3oqIZyNiKrmnbOVGYocaHFQfdGTx/GuDg5L6utm55bskSZKkbpRSuphuuGlFgzsX+Cz5zsVzk4eA3gqclFKaVMdySbMlpVTrDX0kqeE5xFiSJEmSJElqYg4xliRJkiRJkpqYAUJJkiRJkiSpiRkglCRJkiRJkpqYAUJJkiRJkiSpiRkglCRJkiRJkpqYAUJJkiRJkiSpiRkglCRJkiRJkpqYAUJJkiRJkiSpiRkglCRJkiRJkpqYAUJJkiRJkiSpiRkglCRJkiRJkpqYAUJJkiRJkiSpiRkglNStImJSRKSImFTvsnRFRIwpyp0iYkwN+ScXec/u8cLVQURMqNRHD69nVKnex/XkumZHV/eLGpc5rrTMUd2xTEmS5lRv/fZ3p574ne5kXWcX65lcSuuV9mBvfs4q6148It6OiLciYqHeXHd36Yn2ZkQMKrb/RxGxZncsU6o3A4RqaqVgVoqIhyIiStPmjYjXStPPrmNRqyqVrfKYFhFPRMSJETG0B9fb2Y/sf4Hbiue+5E1yuW8rXvdYYywi5ouIn0TEIxHxXkS8Xux/v4+I5Uv5ZmqINqt2QbUZEfF+RDwXETdGxL4RMVcPrXqm/aJWnQTLXy4t84PuKKQkqW9p1wZNEfFhRLxQtAWW6+F1dxTUmkLr71PdtKubj4rA1KMRcUFEbNwu+2z9Ts9mYO/xYj13d2GeLumk7Tfb7ZFu8ENgXuCslNJrMFO7rNI2eysi7oqIb/VWwdq11SuPtyLigYg4MiLm7YZ1VA2cp5Q+BE4gx1SOndP1SI1gUL0LIDWQlYHPAlcX778GLFi30nTNVOAJYBlgOeBAYCCwf28XJKW0b2+vszuklP4NrN9LqzsX2BFIwEPF87LkffBUcgO0X4mIuVJK07ppcQ8BM4DlgTHFY1xEbJVSeqOb1gH0zH6RUroKuKo7lylJ6rOmkQNOCwMrAl8EVgXW6O2CpJTOBM7s7fV2olI3S5J/81cAdo2II1NK/wu9034rOhAMTCn9CPhRT66rI73cTm0REQsAexRvz+sg24PAW8BKwFrALyPi5ZTSpb1QxLInyCdhlwFWI2+rdYHte3CdFwHHAZ+LiJVSSo/04LqkHmcPQimbXjwfWEqrBNc+bJ85IuaKiB9ExMMR8UFEvBIRF0bEyFKetSPi+oh4vsjzTkTcERG7t1tW5WzXTyPilGJZLxW9AGsN4l+VUlqP/IP4RJG2aWkdMw1prNYLsF2+HSLi70UPt4ciYmwlD/Bkad2/LfeSqtZrqrTMn0XEWZGHKTwRETtFxHIRcV1RP/dERJvGT0SsExF/johXi3r8T0R8vbPKKJ19vb6U9mKR9tXi/balM57D252BHBMRE4AbS4u9sYMzzRERR0TuzfZaRJwfEfN1UrZ5aG2o7J1SWi2ltDqwALAFRXCwOHNcaZAt265s80bE5RHxZFFvH0Q+s35MlHrSlbdFROwX+Wz5W0V9Ll7KN1ex771e1POJwEw98iLiqxFxe0RMjYjpxee9JiLWLeUp1+M3Ivfwex/Yt5i+U+Sek+9HxN/JDbiu2jeltAawCHBSkbYOcGKpHFF85nuLffiNiLgyIlYrpi8VuVdCiogvlOZbp1T+jdrvF0WeWX63I59lrnwHNy0tY1R0MMQ4IraPiJuL78f7Rdm/HdGmZ3N3HC8kSY3j+ZTS+imllWgNwKweEYtAx6M2ol0PuHb5DinaI29FxLMRcWQ5D/mkJMAelXmK6TP1lGrXljgkci/HV4u880TEGcV6noqIvcsfLPLQ1DOLMkwr8hwbEUO6WDfLAKsD9wEBTCz9Jlf7nV4sIs6L3Db7oPidvDkidu9KHUTE5yLiv+T/CWtE5yM7IvJ/gxeKdsGFkYNrVbdXkdZmedF526/qqJaI2DhyW+yN4rM+HBHjI2JwlXWfGxFHR26/zLLNWvgiME+xLe7qIM++xf+Q8jDbchkHFvvOA0UZ34yIGyJii1KeS4syPhIRcxdpvynSnonahjb/KKW0PrA0rb1gt+ts3ohYIyL+GLltOy1y2/rnETGsmD4JOKqUv813MaX0InB7MXl3pD7OAKGU/Qd4GNg6IlaMiC3JgYtrgWo9ki4FjiGfyXyY3FjZFfhH6UdoOfKP4wfAA8XzaOC8iNi2yjK/WyzjPWAEOVjZaSCsilSUBeDpLs7b3u+BxYtlrgxcGBELk8/M3VPK9wS1Dyk+kNxLcxq5fi4Ergc+Vkz/BHBxFIGOiNgQuAXYltw4e4x8Rv03EXFIJ+uZVDyvF/n6ICsDixZpmxTPlSEq96eUplZZxhTyGdGKB8mfs33vvp2Bw4D3yT1Ov1K870jQuo0+HxFbRcTCKaWPUko3pJSeKabdTe4ZCrm+ysNK5gZ2KJ4fAV4i74s/ACZWWeeGwM+L5Qwj1+dxpek/BvYjBynfIO+HBzKz9YCPA6+Q9+m5gc8A10Up4FhyCnl7PQHMiIiPk/erFYuyLApcUmW+mqSU3gUOonV/3C0i5i9en1Ssf01yQPs9YDvgnxHxsZTSs8B1Rd5dS4vdpXh+NKX0jw5WXct3+zby2XSK506HFEcOLl5B3i/fAZ4vyn4a8L9VZumO44UkqbFU2gdvMGfDSH8CbE5umywJ/CgitiL/Bt1G/g2G3M6odUjx+uShph8AC5GDJneQR0S8Qz5J/auIWAUgcoDzVmAvcvviQXK78vvAH7r6gVJKDwLjSkmdDWM9jRysmR+4H3iX3BYaQ9fq4HJgKPBcDUX8AnAIedvNQ/6N/nUN85V11vabSREovJHcFpsBTCb34vsxebRKe7uQ2w/vUVubFVoDfXd0likigvx/oaLck+5X5HboasAz5M+2GfC3iPhckecb5Hpekby/bkNu18wAvlYZ2jybql5TMyJWBf4F7ETezo+R9+NDgGsiYgD5/82zpdkq2+TlUlolQLjZHJRRagwpJR8+mvZBDiQl4E5yj8FE7oV0ZfF6LPmHOgFnF/N8unifgM8UaQuSfygSML5IWwJYrLSuocCjRZ7zSumVZT1BbkANJf8QJeDiWZS/Mu/L5EbY88X7B4FVSvnGlfKOKtJGldLGVcl3XJG2fSlt647mrVKnk6qU835gCLBlKe0acoN4r1LaKsV8NxTvbwIGF2nji7Q3gaEd1MuypWWNLi37DeC/RZ5birSTivdjSvOM6SittI7JpXIsRT7hckeRdussttvZpeVWHveQG22DquSb3G7+uYDV2qWdV+R9psq2+Aj4ZJH2xyLtheL9POSGYiqmBfk6M5Whz6m0vJWBeUrvVyiVf68qdXZjZRuRh7yfU6S/BYws0n9cyj+ukzob18m2OLk0bR3y/jmjeL9PkWcIef9LwK+LtF2L9+8B8xWf/Zki7YhO9otav9uV+p/UyWepfB+fKt7fUSwvyMNWErkhvfCcHi98+PDhw0fjPEq/ER+Q23APF+9fAXYq5RtV7XeS1nbI2VXy/YvcVhhe/IYk4NiO5i2lT6gso0o5pxXrmLcocyKfoFyQPPy3su5vFfP9sPR5lijSNirl26iGuplcZdqbxbQHivfVfqf/U7z/amm+4cAnulIH7epsIFXaZaXlvAIsWqSdUKTNAD7W0fo6WN5MaZ18zpuK908DCxVpx5byfbzdumenzVrJd2K79HGl9bR/XE0ekg25E0ClTXZKkTYfOYCYgLtKy9yyyPsRrf+rfjqL8pXr5XHyd+nZUtqVHX2PaG2XvgMsW6R9q5Rvu46+F+3KcHAx/aV6H1d8+JjThz0IpVZnkwNIe5F7WD0O/KVKvvVKr68phiS8Rm54QOv1QWYAxxXDGz4kByFWKKYtWWW5V6aU3kgpvU/rEN7Faiz78KJclV5cN9H2zN3sqAxzKfcMrLU8HflbSukDckOl4qqUUiXg0X49lbr+NDCtqOsfF2nzkYebzCSl9FRpHRuRe2W9R97Gq0TEUuTAIbQdRjw7bkgpPZtSmkFu3JfL35E9yWdFryWf1Ybce/J4arvI8UfA7sUwjA+KeqkMa6i2b/0npXRP8bqyPSs9KlcgB5kAfp+yd6h+jbwFgCsiDy2aQQ6KVVRb76+K/ZmU0kfk3ocA/0wpTSle/67DT1m78m9ZIgcJK70wflXUz/u07i+V7+hlwOvkz78DeT8ZSf7uVjvzXtHV73anImJR8hlrgMtSSu8X34mLirTB5P2jbE6OF5KkxjEXub2zUvH+v0BHPdhr9buU0rSUR0i8VKTN6W/E/SmlyUUbodJ76paU0ut03oZbGHiu+C2+pZRvdq+nV/l9T53k+VPxfHZEPB4RfwG+SW09ActOqLwo2jGdmZRSqtR1pW0TdNBW7SbrFM9Xp9YedheWpo9ul3922qwLFs9vdZKnMsqmUr+fJY/wqJShss0uBEgpvQX8uUj7ZEQMLNKvI3fUGED+b3MPcOQsylf2MfJ+twD5e/RD2o4Saa9Sf/8o/ju0lLFU9lpUenguWGN+qWF5vSKpkFJ6OyJ+S+sP2qkppRnRevmvinLC7czcQKkM7T2f1p5ylYv3rkYObA2sUoTXS68r1z2caeUdOIfc8DmUHED7Jjl4UxlGWi5jZd0LzGKZlfKUr8FYa3k6UvkB/bBKWrmM7dfzHLlnV3szOlnXjeQg3MbAJ8nb6kbyUMzvknuUJeDvNZS7M6+XXte03YqG2dnkhusg8rCXc8hnN3cgb8fOHAYcXrx+CniBHNiqnBWe4zK2n15ci+UacuPnffIwmOm0/gGotk+/MIt11FKOzmfOwz8qw8WnkwPjHytluZdc3rLnAFJK70fEJcA+5GE3lcbhdaUAZjVd/W53RWd/eMpeL73u6vFCktQ4niL/bm1F66UmziJfFgOqt+Gg83bc66XX3fUbUR7m+mE5LaWUSu3laPf8NvlyHJ2VsSYRMZp8qRQ6WGbFeHKQ9bPkS51sDHwO+BIzn3DrUEqplnZMNdXqurIda92GXdGTbYfKpZY6u1bhvimlSUWb7BZgA3Jb9rh2+Wop57Kl14uRh4m/UsN8AF9PKZ1dY96yWuuvI5XL27w+h8uR6s4ehFJbJ5ODTm8Dv+kgz+2l18enfPHk9ck/ht8jX2cDWs+M/jrlm1BsUyy3RxQ98/4XqFxA+IjKBXZpPXsMeRgI5OttzK53S6/nnYPlzErleifPAVuU6no74ISU0t2dzDupeN6K3LvrFlqHFX+zmHZfSqmzRke3f87INwQ5MSJWB0gpfViUqxIALTfAK+ufJ9pGqiv71iMppVHkAOO9s1mkx2gNoH0hsnnIDemylWk9M7pnSmltWoPptbq/eN4wIio97b7YxWW0KMp5Iq0Xxb4opfQmrcNhKmnrl/ad/cjXwak4u3j+DPDl4vVvZ7HqWr/ble3X6b5T9DionFj4fEQMLbZ35XqI05n97StJanAppRkppWuAU4uksRGxQfF6pjZcce25BedglTX9Ps2hSns5AbuXfoc3I/8Od+kOt0W7qfz7fHon2TcCbkopHZhS2pz82w+wZnFtROj+Otg0IkYUr8ttm0ogs7IdK9twYUo3FCzpqO1XTaWd/LnSNdB3K02/c5alnrXKiKRRNeavlLlyk5S7aG2TfQWguDHK2CLtnkrvzMg3udmJXAePkC/pcsbsFrwGlfrbKCIqgclq9dfyfyAiqu0vlXm9g7H6PAOEUklK6Qlyl/aRKaVqNychpTQJ+Gvx9uJimOd/yGfYbgLWKqbdVzzvHREPkIcsD6UHFcMSK0NUF6Y1EHYbrQGMiyLfPbYrXfbbe5nWs3nHRsRtEXHAHCyvI0eSgyOjgecj4u6IeJrcM21WQ3ErQ4crZ2f/UQy1eZjWs8+TZrGMx2m9w/W5EXFrRMx2QKswgNyL8f7Idw2+h3ytlMrNU8pDGx4qnkcADxXrn5vWfWuliHiSHFyaraE6Kd/oo/KH5AvkYUKTyTfiKHuCfI0WgLMi4j7yxbu74jhyAH4Y+fM8SA6qd9VpEXE/eR+s3G38Doobq6SUnqT1j8Oxke+aeG9EvEpu7H2msqCU0r/I+8Rg8l2RX2fWn6vW73Zl+42OiPsi4upOljm+kpdc/0/QOizmuJTSq7MokySp7zuO1ptnHAGQUnqPfE1BgEMj4kbyENrORlHMSuX36fMRcVcxgqa7nUI++Tkf8N/id/BR8mV5fk9tAc4lirbPU+TrCq5BDjaNTyl1domYY4FXIuKxiLiL1pP3U4DK72l318FQ4NGIeJg8UgXgD8V/C8g35QPYICJuI7clqvUg7KjtV81R5J6ASwNPFOv+fjHt4pTSf2b/47S4qXhep5M8p0XEreTtXWmPXg6QUnqc1k4X+0XEY+RLo6xI3ocrd9hegdYh3YeTT9pOJ2+fnroJ27Hk/0fzAg8UbbpKm/iftF5u56HSPA8U26Q8WmXd4nlOL1sk1Z0BQqmdlNJrHQUHS3Yi/yg/RD5rNJL8h/44WoNO48g/FO+TbwRxEK2BhZ70R1rPYB0SEUOK4MKu5EDIvOThDV+Z3RUUgchvkHufzU3+YVy205lmbz23kANnfyY3gFYrJl1FvmNvZ/M+Q+sdh2eQf+gBbi5lmzSLZbxCDjo9Q75jX/k6j7NrGjkodg25t2ClZ979wP+Qr0NY8RvyGfY3yNcmWo+87f6XPCT5dfKwhovJd+ybXeOBXxblWYjcqDuxnKG4ts3O5Gu6DCg+x3Z0QUrpXnKD7zHyEO/KHZO7alVyw/IN8vY8ANi43fd2f/K2u5d8vcXlyDfx+SUz91o4u/T6d5XrJnZiHLV9t39OvlPy2+TrL3Z4LZuU0vnk4eX/IP+ZWqJY5r4UfxIlSf1bSuk5Wq8BPTYiKsNhx5F/7z4kX05kf6pfeqVWR5Jv5jCNfGL7451n77ripOz6wJnk3nOrktssd5B/116sYTFzkduYi5CDSr8DNk0p/e8s5vsduQfjfOTP9hZ5+PbnijYsdH8dXEr+H7AAucfZ78ht5YqfkC9R8jq5N94F5PZbex21/WZSdFrYDPgbuW22HPk/wA+Ar83Rp2l1Cbm9s0QxxLuaVYtyjiC3vY8nt80qvklu4/6XHMwcQnH35ZTSX4vL7VxA/o9yE3Byce3sY4r5T2wXkOsWKd8ZewPyNak/INf3M+Tt+NnikkCQ/4f8mnxietnis84DEBGL0RogPL+7yyj1tmg9RkqSJEmSJGURcTo5yHdSSuk79S5PI4mI75IDolenlNpfnkfqcwwQSpIkSZKkmUTEEuSbHyZgmdIdk5ta0fPxMXKvyLWKkTJSn2aAUJIkSZIkSWpiXoNQkiRJkiRJamIGCCVJkiRJkqQmNqjeBehuw4cPT6NGjap3MSRJkhrWXXfdNTWlNKLe5ehutgMlSZI611E7sN8FCEeNGsWdd95Z72JIkiQ1rIh4qk7rnQy8BXwEfJhSGh0RCwO/A0YBk4EvVS6CHxGHA3sV+Q9MKV3T2fJtB0qSJHWuo3agQ4wlSZLUmzZLKX0ypTS6eH8YcH1KaUXg+uI9EbEasAuwOrA1cFpEDKxHgSVJkvo7A4SSJEmqpx2Ac4rX5wA7ltIvTil9kFJ6EngMWLf3iydJktT/9bshxpIkSWpYCfhbRCTgVymlM4DFUkrPA6SUno+IRYu8SwG3luadUqS1ERH7APsAjBw5kqlTp/Zk+SVJkvolA4TqkyKizfu7776bT37yky3v33jjDb7xjW9wzTXXsMwyy/DLX/6SjTfemEmTJvHtb3+byZMns9BCC3HooYdy8MEHt8z37LPPstJKK/Huu+/y6KOPssIKK9RUnn//+9+MHj2alBLTp09nypQpLLfccm3yLLfccjzxxBNt0mbMmMGhhx7Kueeey9xzz82hhx7Kd77zHQDOP/98jjzySN566y2+8IUvcNJJJzF06FAOOOAAzj//fN5//31WW201fvnLX7LuunaokCT1CRullJ4rgoDXRsRDneSNKmlppoQcZDwDYPTo0Wn48OHdU1JJkqQm4hBj9VnHH388zzzzDM888wyrr756m2lHHnkk1113Hddddx0rrrgiX/jCF3jvvfd4//33OeSQQ7j77rtZd911OeSQQ3j88cdb5jviiCP46KOPqq5v0qRJjBkzpuq0gw8+mLnmmqvl/dJLL91Stttuu42IYKuttpppvgsvvJBf/OIXHH/88ey///4cdNBB3HrrrTz55JN8/etfZ5tttuH3v/89Z511FieccAIAW2+9Nbfccgt//etfeeCBB/jRj37UxZqTJKk+UkrPFc8vAZeRhwy/GBFLABTPLxXZpwBLl2YfCTzXe6WVJElqHgYI1WcdffTRrLfeekycOHGmaVdeeSUbbrgh66yzDrvssgsvvfQSt956K1tvvTV77703q6yyCptssgkAr732GpB7AV555ZXsueeeXSrHZZddxlNPPcWOO+7YkjZw4EBGjhzJyJEj+ctf/kJKif3222+meW+9NY+c2nnnndlpp50AuOqqq7jrrrv48MMP2W677dh8881ZbLHFuOqqqwDYdtttWX311Vl55ZUZNGgQa665ZpfKK0lSPUTEvBExX+U18BngfuBKYI8i2x7AFcXrK4FdImJIRCwHrAjc3rulliRJag4GCNUnnXrqqdx0003su+++nH766Zxxxhltpr/44ovMN998AMw///wtaRVTpkzh+OOPZ6ONNmLttdcGci/Aww8/nEUXXbTNsr71rW8xbNgwPve5z3HzzTczbNgwhg0bBsD06dP5/ve/z09/+lOGDh06Uzk//PBDzjjjDDbZZJOqgbwll1wSgHvvvZd7770XgFdeeaVN+rPPPsvUqVN55ZVXWuZbffXVWWqppZh77rkZO3ZsF2pOkqS6WQy4JSLuJQf6rkopXQ0cC2wVEY8CWxXvSSk9AFwC/Be4GtgvpVS9m78kSZLmiAFC9Un77rsvn/jEJ/jud78LwH333ddm+mKLLcabb74J0PK82GKLAfDMM88wZswYFlpoIS6//HIigr/85S9MnjyZ/fbbjxkzZgC0DDU+5phjuOeeezjzzDMZPXo099xzD/fccw8Av/71r1lkkUX4/Oc/T0qpzXwAf/zjH3n++eer9h4E+Pa3v80666zDhhtuyDe/+U0igmWWWYYNN9yQvffem8MPP5zll1+eoUOHsswyy7TMd9VVV3HdddcRER0uW5KkRpJSeiKl9InisXpKaWKR/kpKaYuU0orF86uleSamlJZPKa2cUvpr/UovSZLUv3mTEvU5d911FzfeeCPbbrtty7DbNddckxdeeIGBAwcyYsQIxo4dy0UXXcQdd9zBxRdfzIgRI1hvvfWYMmUKY8aM4aOPPuK8887j/fff59133+WRRx7hqaeeaukZCLDKKqvw8ssvM3jwYIYOHcqmm27Kpptu2qYsjzzyCLfeeiuDBw9uSVtkkUV4++23ATjttNNYfPHF+fznP98y/bXXXuOdd95h5MiRDBgwgNNOO41p06Zxww038OMf/5hdd90VgK9//et8+9vf5sEHH+Tb3/42X//61wE466yz2HjjjRk2bBgDBw5knnnm6ZmKliRJkiRJTcEehOpzhg0bxoUXXshaa63FT3/6U/bdd1+++c1vsv7667dcx2/ixIlsvvnmbLnlljzyyCP8/ve/Z5555uG6667jiSee4KmnnmKttdZi6aWX5pJLLmG33Xbjjjvu4I477uAb3/gGkK8tuOCCC/Ld736XpZdeeqYHwCGHHNIyX2Wo76RJkwB44IEHuOmmm9hnn33aBBAry/vwww95+eWX2XHHHdl888259NJL+dOf/sSyyy4LwHe+8x022GADfvCDH3D00Ufz5S9/GcjDqz/1qU+xxRZbsPLKK3P66af3Sr1LkiT1dxdddBFrrLEGAwcOZI011uCiiy6qd5EkSeoVURkW2V+MHj063XnnnfUuhiRJUsOKiLtSSqPrXY7uZjtQc+Kiiy5i/PjxLaM1brnlFvbaay8mTpzYMsJDkqS+rqN2oD0IJUmSJDW9iRMnctZZZ7HZZpsxePBgNttsM8466ywmTpxY76JJktTjDBBKNZowYQIRMcvHhAkT6l1USZIkddGDDz7Ixhtv3CZt44035sEHH6xTiSRJ6j0GCKUaTZgwgZRSy6Ny05JyWkrJAKEkSVIftOqqq3LLLbe0SbvllltYddVV61QiSZJ6jwFCSZIkSU1v/Pjx7LXXXtx4441Mnz6dG2+8kb322ovx48fXu2iSJPW4QfUugCRJkiTVW+VGJAcccAAPPvggq666qjcokSQ1DQOEkiRJkkQOEhoQlCQ1I4cYS5IkSZIkSU3MAKEkSZIkSZLUxAwQSpIkSZIkSU3MAKEkSZIkSZLUxAwQSpIkSZIkSU3MAKEkSZIkSZLUxAwQSpIkSZIkSU3MAKEkSZIkSZLUxAwQSpIkSZIkSU3MAKEkSZIkSZLUxAwQSpIkSZIkSU3MAKEkSZIkSZLUxAwQSpIkSZIkSU3MAKEkSZIkSZLUxAwQSpIkSZIkSU3MAKEkSZIkSZLUxAwQSpIkSZIkSU3MAKEkSZIkSZLUxAwQSpIkSZIkSU3MAKEkSZIkSZLUxAwQSpIkSZIkSU3MAKEkSZIkSZLUxAwQSpIkSZIkSU3MAKEkSZIkSZLUxAwQSpIkSZIkSU3MAKEkSZIkSZLUxAwQSpIkSZIkSU3MAKEkSZIkSZLUxBoqQBgRAyPi7oj4c/F+4Yi4NiIeLZ4XqncZJUmSJEmSpP6koQKEwHeAB0vvDwOuTymtCFxfvJckSZIkSZLUTRomQBgRI4FtgTNLyTsA5xSvzwF27OViSZIkSZIkSf3aoHoXoOQE4HvAfKW0xVJKzwOklJ6PiEWrzRgR+wD7AIwcOZKpU6f2cFElmD59OoD7myRJkiRJ6tMaIkAYEWOBl1JKd0XEmK7On1I6AzgDYPTo0Wn48OHdW0CpisGDBwPg/iZJkiRJkvqyhggQAhsB20fENsBQYP6IOB94MSKWKHoPLgG8VNdSSpIkSZIkSf1MQ1yDMKV0eEppZEppFLALcENKaXfgSmCPItsewBV1KqIkSZIkSZLULzVEgLATxwJbRcSjwFbFe0mSJEmSJEndpFGGGLdIKU0CJhWvXwG2qGd5JEmSJEmSpP6s0XsQSpIkqZ+IiIERcXdE/Ll4v3BEXBsRjxbPC5XyHh4Rj0XEwxHx2fqVWpIkqf8zQChJkqTe8h3gwdL7w4DrU0orAtcX74mI1cjXpV4d2Bo4LSIG9nJZJUmSmoYBQkmSJPW4iBgJbAucWUreATineH0OsGMp/eKU0gcppSeBx4B1e6mokiRJTafhrkEoSZKkfukE4HvAfKW0xVJKzwOklJ6PiEWL9KWAW0v5phRpM4mIfYB9AEaOHMnUqVO7udiSJEn9nwFCSZIk9aiIGAu8lFK6KyLG1DJLlbRULWNK6QzgDIDRo0en4cOHz24xJUmSmpYBQkmSJPW0jYDtI2IbYCgwf0ScD7wYEUsUvQeXAF4q8k8Bli7NPxJ4rldLLEmS1ES8BqEkSZJ6VErp8JTSyJTSKPLNR25IKe0OXAnsUWTbA7iieH0lsEtEDImI5YAVgdt7udiSJElNwx6EkiRJqpdjgUsiYi/gaWBngJTSAxFxCfBf4ENgv5TSR/UrpiRJUv9mgFCSJEm9JqU0CZhUvH4F2KKDfBOBib1WMEmSpCbmEGNJkiRJkiSpiRkglCRJkiRJkpqYAUJJkiRJkiSpiRkglCRJkiRJkpqYAUJJkiRJkiSpiRkglCRJkiRJkpqYAUJJkiRJkiSpiRkglCRJkiRJkpqYAUJJkiRJkiSpiRkglCRJkiRJkpqYAUJJkiRJkiSpiRkglCRJkiRJkpqYAUJJkiRJkiSpiRkglCRJkiRJkpqYAUJJkiRJkiSpiRkglCRJkiRJkpqYAUJJkiRJkiSpiRkglCRJkiRJkpqYAUJJkiRJkiSpiRkglCRJkiRJkpqYAUJJkiRJkiSpiRkglCRJkiRJkpqYAUJJkiRJkiSpiRkglCRJkiRJkpqYAUJJkiRJkiSpiRkglCRJkiRJkpqYAUJJkiRJkiSpiRkglCRJkiRJkpqYAUJJkiRJkiSpiRkglCRJkiRJkpqYAUJJkiRJkiSpiRkglCRJkiRJkpqYAUJJkiRJkiSpiRkglCRJkiRJkpqYAUJJkiRJkiSpiRkglCRJkiRJkpqYAUJJkiRJkiSpiTVEgDAilo6IGyPiwYh4ICK+U6QvHBHXRsSjxfNC9S6rJEmSJEmS1J8MmlWGiBgAjAY+BSwEvA7cDdyRUprRTeX4EDgkpfTviJgPuCsirgXGAdenlI6NiMOAw4Dvd9M6JUmSVINeag9KkiSpTjoMEEbEAsChwF7AYlWyvBQRvwaOSym9MSeFSCk9DzxfvH4rIh4ElgJ2AMYU2c4BJmGAUJIkqVf0ZntQkiRJ9dNZD8IngQWBt4DrgQeBN4H5gVWB9YAjgX2B4d1VoIgYRT47fRuwWBE8JKX0fEQs2sE8+wD7AIwcOZKpU6d2V3GkDk2fPh3A/U2S1J/VpT0oSZKk3tVZgPAB4BfAn1NK09pPjIi5gO2Ag7qrMBExDLgUOCil9GZE1DRfSukM4AyA0aNHp+HDbZ+q5w0ePBgA9zdJUj/W6+1BSZIk9b4OA4QppU06m7FoJF5aPOZYRAwulnVBSumPRfKLEbFE0XtwCeCl7liXJEmSZq2324OSJEmqjy7fxTgi5o6Ir0TEtt1ViMhdBc8CHkwpHV+adCWwR/F6D+CK7lqnJEmSZk9PtAclSZJUPzUFCCPiioh4qQjkXQ6cC1wZERO6qRwbAV8FNo+Ie4rHNsCxwFYR8SiwVfFekiRJvawX2oOSJEmqk86uQVj2KeAWYAFgS+A64OPkXn0T5rQQKaVbgI4uOLjFnC5fkiRJc6xH24OSJEmqn1qHGC8KPAesVrw/gHzmeIkeKJMkSZIazxy1ByNiaETcHhH3RsQDEXF0kb5wRFwbEY8WzwuV5jk8Ih6LiIcj4rPd+3EkSZJUUWsPwteATwMLAe8BjwHDgLd6qFySJElqLHPaHvwA2Dyl9HZxc7pbIuKvwOeB61NKx0bEYcBhwPcjYjVgF2B1YEnguohYKaX0Ubd+KkmSJNXcg/DPwBrArsCfUkozgNHAf3uqYJIkSWooc9QeTNnbxdvBxSMBOwDnFOnnADsWr3cALk4pfZBSepIckFy3Gz6HJEmS2qm1B+G+wG1F/nMjYi7gp8DDPVUwSZIkNZQ5bg9GxEDgLmAF4NSU0m0RsVhK6XmAlNLzEbFokX0p4NbS7FOKtPbL3AfYB2DkyJFMnTq1yx9MkiSp2dUUIEwpTQfObJd8TrW8kiRJ6n+6oz1YDA/+ZEQsCFwWEWt0kr3aDexSlWWeAZwBMHr06DR8+PCuFEmSJEnUGCCMiGWBH5HvXjdvaVJKKS3fEwWTJElS4+jO9mBK6fWImARsDbwYEUsUvQeXAF4qsk0Bli7NNpJ8kxRJkiR1s1qHGF8ErF8lfaazuJIkSeqX5qg9GBEjgOlFcHBuYEvyEOUrgT2AY4vnK4pZrgQujIjjyTcpWRG4fY4+gSRJkqqqNUC4JvAfYDzeuViSJKkZzWl7cAngnOI6hAOAS1JKf46IfwGXRMRewNPAzgAppQci4hLyTVA+BPbzDsaSJEk9o9YA4TXA/CmlP/dkYSRJktSw5qg9mFK6jzw8uX36K8AWHcwzEZg4O+uTJElS7WoNEH4XuDcingUeAypnb1NKqWqDTpIkSf2K7UFJkqR+qtYA4RnAAsVjiVK61yCUJElqDrYHJUmS+qlaA4SfBp4FzgRe77HSSJIkqVHZHpQkSeqnag0QTgLeSikd3YNlkSRJUuOahO1BSZKkfqnWAOHLwFci4hrgIdpec+aQHimZJEmSGontQUmSpH6q1gDhV4vnrYAti9dBvuaMDUJJkqT+z/agJElSP1VrgPBcvAC1JElSM7M9KEmS1E/VFCBMKY3r4XJIkiSpgdkelCRJ6r8GdDQhIlaoZQG15pMkSVLfYntQkiSpOXQYIAQeiojLIuLLEbF4eUJELF6kXw482KMllCRJUr3YHpQkSWoCnQ0xvhDYDdgeICLeBN4C5gPmL/Ik4IKeLKAkSZLqxvagJElSE+iwB2FK6WvAGsDJwBPAAsDI4vnJIn2NlNIevVBOSZIk9TLbg5IkSc2h05uUpJQeAg4CDoqIeYAFgddTSu/2fNEkSZJUb7YHJUmS+r+a7mIMUDQCbQhKkiQ1KduDkiRJ/VNnNymRJEmSJEmS1M8ZIJQkSZIkSZKamAFCSZIkSZIkqYl1KUAYEUMjYrWeKowkSZIam+1BSZKk/qemAGFEzB0RZwFvA/dFxHIR8XhEHNCzxZMkSVIjsD0oSZLUf9Xag/BHwNeL/JFSehJ4DfhKTxVMkiRJDcX2oCRJUj9Va4Dwi8BdwC9LafcCK3V7iSRJktSIbA9KkiT1U7UGCBcC/gtMK6XNDUS3l0iSJEmNyPagJElSP1VrgPAhYGtgVYCI2A/YEXiwZ4olSZKkBmN7UJIkqZ+qNUA4ERgBbFW8PwkYChzbE4WSJElSw7E9KEmS1E/VFCBMKV0JfA64mnyW+K/ANkW6JEmS+jnbg5IkSf3XoFozppSuAa7pwbJIkiSpgdkelCRJ6p9qChBGxGDgq8CngHlLk1JKaa+eKJgkSZIah+1BSZKk/qvWHoTnAF9m5rvUJcAGoXrFuWffXO8itPHiC28AjVeur43bpN5FkCT1T7YHJUmS+qlab1IyFngFOB44uvQ4pofKJalBnXrqqSyzzDIsvvji/PCHPySl1Gb6eeedxxJLLMGQIUNYbrnl+O1vfwvAf//7X5ZffnmGDBnCiBEjOOigg5gxYwYAO+20E/POOy8RwaRJk2oqx/Tp09lwww0ZMmQIEcHkyZOr5rv66qtZYYUViAjGjBnTkj5jxgwOPvhghg8fztJLL82JJ57YMm3UqFFERMvj8ssvr7l+JKkfsz0oSZLUT9UaIHwUuCaldGhK6ejyoycLJ6mx3HXXXey///7sv//+/PznP+dHP/oRl112WZs8K6+8Mpdddhn//ve/mWeeeTjwwAMBmH/++TnllFN44IEH2GqrrTjxxBO5++67Adhkk00YN25ch+udNGlSm+AeQEQwduxYdthhh07LvMACC3DYYYcxfPjwNukXXnghv/jFLzj++OPZf//9Oeigg7j11ltbpn/3u9/lmWee4ZlnnmHrrbeeVdWoH5ndIPhzzz3HWmutxaBBg4ho28Hqj3/8IyuuuCKLLLII3/72t5k2bdosy1FrEPyNN97gS1/6EgsssAAf//jHueWWW4DOg/IAzz77bEtg/rHHHutKFal52R6UJEnqp2oNEO4ObBMRF0XE0RHxw+Lxg54snKTGcuWV+UaVe+65J1/5yleYd955ueKKK9rkWXfddVl//fVZYYUVWHDBBVlzzTUBGDlyJJ/73OdYYYUVWHLJJVlooYVYeumlATj44IP51Kc+1aWyDBo0iCOOOIKVVlqp03wbbLABe++9N0OGDGmTXgkG7rzzzuy0004AXHXVVS3TzzzzTEaPHs3//M//8P7773epbOq75iQIPnDgQHbffXc+/elPt8n/3HPPsdtuu7HNNttwySWXcMYZZ3DKKae0yTMnQfAjjzyS6667juuuu44VV1yRL3zhC7z33nudBuUBjjjiCD766KOuVpGam+1BSZKkfqrWAOE+wELAl4AjgaOACcVD7cyq90lHQx5TSvzwhz9k8cUXZ5llluHUU09tST/00EMZMWIE8847L5ttthlTpkzplrLA7PWGmTx5MltvvTXzzz8/iy66KJdccklXqkh91IsvvgjAfPPNR0QwbNiwlrSyb33rW8w777zcdttt7L777i3pF1xwAUOGDOG4445ju+22Y5FFFul0fd/61rcYNmwYn/vc57j55psZNmwYw4YN65bPsuSSSwJw7733cu+99wLwyiuvAPDDH/6Qm266if/93//l4osvZuLEid2yztkxq+/wCSecwNJLL83QoUNZbbXVuPbaa4EccFp11VWZe+65WXLJJTn++ONb5pmd3my1lAVmb4g5NE5vtjkJgi+22GIcfPDBLftWxTXXXMMHH3zAV7/6VbbYYgtWXnnlmZZZTa1B8CuvvJINN9yQddZZh1122YWXXnqJW2+9tdOg/L///W+uvPJK9txzz5rrRsL2oCRJUr9Va4Bwb2A68HfgyuJxRfGsklp6n3Q05PGPf/wjP/rRjzj++OPZd9992X///bnrrru47777OO6449hmm204//zzmTRpEscdd1ybeav1PqmlLND13jAzZsxgu+22Y/LkyVx//fVcfPHFM30W9U+LLbYYAG+++SYpJd56662WtLJjjjmG22+/nfXXX58DDjiAV199FYDtt9+eu+++m3333Zdzzz23TY+9ao455hjuueeelt5899xzD/fcc0+3fJZvf/vbrLPOOmy44YZ885vfJCJYZpllgBwc+tSnPsWee+7JiBEjuO+++7plnV1Vy3d44MCBnH766dx222188MEH7LVXvk/A+++/zyGHHMLdd9/NuuuuyyGHHMLjjz8+273Z5vR40ld6s81pEHxWy4RcF5W07giCv/jii22WXV5nR0H5gw8+mMMPP5xFF120S+vqCbN7Uq2joPOkSZPaXEM0Ith88827pSzQcVC+u6+z2qBsD0qSJPVTtQYInwIuTCltllLaqfzoycL1RbX0PuloyOOVV17JsGHD2G233Vp6dVx55ZUsscQSLLDAAiyyyCKsuOKKQOsfzTktC3S9N8ztt9/O/fffz/jx41lnnXXYfPPNa/7zpb5t7NixAPz2t7/lggsu4N1332W77bbjhRde4OWXXwbg0ksv5fnnn2eeeeZhyJAhDBgwgKFDh3LzzTdz7733MnToUOaZZx6AlufHH3+cF154AYCnn36ap59+GoDBgwczdOhQNt10Uy699FKGDh3K0KFDW8rz0EMPtfT6e/zxx3n++ecB2pTnjTfe4KGHHuLDDz/k3Xff5aGHHuLdd99lwIABnHbaadxyyy0cfPDBzDXXXOy6664899xzjB8/nv/85z9ceOGFTJ06teU70dtq+Q4fcMABbLvttnziE59gtdVW47XXXgNg6623Zu+992aVVVZhk03yna1fe+212e7NNqfHk77Sm21Og+CzWmbluZLWHUHwxRZbrM2yy+usFpT/y1/+wuTJk9lvv/1aAlj1Cs7OyUm1joLOG2ywQcv1QyvL2mqrrdrMOydB8I6C8nNyndU+xPagJElSPzWoxnx/AL4bEY8ADwEt/yRSSp41Lqm190lH81Z6jpR7gYwYMYJdd92VX/ziF5xwwgmsssoqHHrooUDufXL++efz0UcfMW3atJb533777S6V5Vvf+hZnnnkmACeffHKn5XzqqacAOOWUUzjkkENYYYUVOPXUU7t8DTn1Peussw4nnXQSP/vZz5g2bRpHHHEEX/jCF1huueUYOXIkt9xyCzfccAN77bUX77//PiussAIXX3wx88wzD0888QSHHXYYr7zyCosvvjhHHXUUW265JQBbbLFFy361xx57sOmmmzJp0iS++93vcs4558xUjkqvnlVXXbUlbcstt2SPPfbg7LPPZv31128pz2WXXcbXv/51IH+fVl11VW688UZGjhzJjjvuyNSpU1l11VX505/+xLLLLssrr7zCpEmTOPHEExk8eDC77LILP/hBfS6v1ZXv8HXXXcdf//pXvve977VJnzJlCscffzwbbbQRa6+9Ntddd13LMmHm3mw9eTy54IIL2HPPPZk2bRpf+9rXZurN9u6773a9krrZ2LFjOeaYY/jtb3/Lkksu2SYIPnDgQEaMGMGll17KCiusMFMQfPr06Tz++OMtQbqHHnqI4cOH85nPfIa55pqL888/nzfffJOHH364JRhaDoJvuummM5WnfRB8yJAhLLHEEm3KM3bsWC666CLuuOMOLr74YkaMGMF6663HzTffTESw5JJLtgnK33///Tz11FNteiqussoqvPzyy73eG7wceF5kkUX41re+xRVXXMHnP//5ljwbbLABG2ywARMmTGgz78iRIxk5ciRAm6DzkCFDWtKPPPJIhgwZwt57790tZYEclK9YbbXVWnoEdlQeyPt45TvRx9kelCRJ6qdqDRD+EEjAj9ulpy4soymUe4oMHz68w94nHc371ltvtcxfSbvmmms4/fTT2X///dlxxx3ZeuutOeKIIzjllFM45phjOPTQQ7nttts46aSTuOCCC2arLMcccwz77LMPBx54IAcccABf/vKXWXjhhavmrfypX3755Tn11FP57Gc/y3777cc///nPmj6n+rYDDjigzR9koM3dVU899dSW62eW7bHHHuyxxx5Vl9nR3VnPPvtszj777A7LUm34X/vljRs3rsOeO9Wu5bnIIovwj3/8o8N19qZav8PXX38922+/PV/60pf48Y9bD9PPPPMMm222GQsttBCXX345ETHL3mw9eTyp9GY79dRTOe200/jCF77AoEGDWnqz/fSnPwXq15sN5iwIPnny5DZB61VXXZWjjjqKCRMmcP7553PYYYdx3nnnsddee7V8h7ojCD5x4kRefPFFttxyS5Zeeml+//vfdxqUX3PNNdl4440BOOOMM/j1r3/NZZddxoILLtiDNVvdnJxUg46DzpCvKfq73/2OL33pS4wYMQLoviA4VA/Kd1aefsL2oCRJUj9Va2PuaXLjT7NQS++TN954g+eff77NkMdlllmGsWPHcu6553LhhRe2DLEcO3Zsy5DByvDKAQMG8OyzzwKd9z7pqCzAHPWGWX/99Vl44YVb1j1gwADmnnvu3qpiNYkJEyZw9NFHzzJfJQDTH9VyPLnhhhvYbrvt2GSTTfjJT37Cc889xxJLLMHzzz/PmDFj+OijjzjvvPN4//33effdd2e7N9ucHk/6Qm+2itkNgo8aNarDoPXOO+/MzjvvPFN6dwTBF1xwQf7whz/MlKejoPyiiy7acu3B0aNHc8YZZ3S4/p42JyfVgKpB5+233x6As846i/fff5/99tuvJX93BcE7Csp3Vp5+wvagJElSP1VTgDClNKqHy9Fv1NL7pKMhj1/84hc54ogj+O53v8tcc83FSSedxDrrrMOMGTPYf//9+e1vf8spp5zCpz71KY455hig894nHZUFaNP7ZHZ6w1xyySUceOCBrLfeeqy11lpV/yxLc2LChAltAn+V64X18Qv8d0ktx5Nzzz2X9957j7/97W+MGjUKgCeffJJJkybxxBNPALDWWmsB+dqR48aNm63ebHN6POkLvdl6kwHwbE5Oqt11111Vg86Qb6b1q1/9irXXXpv11luvZX3dEQTvKCj/z3/+s8PyVLvOauWmSH2J7UFJkqT+KzrqnRARywBvppReL15XlVJ6uqcKVyrL1sCJwEDgzJTSsR3lHT16dLrzzjt7ukiqg3PPvrneRWjjJ8fmu7MefthJdS5JW18bt0m9i9AjmjFAqObRzPv3ySef3BJ43nvvvfnxj3/cJgh+9tlnt5xUq7jxxht56qmn2gSd99xzz5Zg6lVXXcXYsWP5zW9+02becePGdTqku1pZIoJRo0a1lKfaMp588kluuummDsszatSoluusAi3XWa2niLgrpTS6hnwN0x6she1ASZKkznXUDuwsQPgRcEJK6ZCImEH1ISUppdSj15yJiIHAI8BWwBTgDmDXlNJ/q+VvpoZhs/VAMUBYGwOEmh3NdjxpNO7f6m1dCBA2RHuwVs3UDpQkSZodHbUDO2vMRfEov6+Wp6etCzyWUnoCICIuBnYAqgYIe9NRP/1LfQsw97r88NirWt6e86vDANjjm207WCbqW9ajv79N3dat2XfJH6+tdxHaeHlqvhZno5XrS5/fqluWM/2h33XLcmbX+F1WZfwuF7e83/JrOVh43blHzZS3nmUdvMqXu2U5H527Z7csp7ukFx8GGq9cA7/2m25b1rvHbNdty+qqiTc+zP9OenSW+Y4YsyLjN1u5F0pU3Tw//FPd1t2JRmkPSpIkqQd1GCBMKQ2o9roOlgKeKb2fAqxXzhAR+wD7AIwcOZKpU6f2SsEO2GvdXllPR372s5/xf//3fzOlH3PYtm3e/8///E+buyz2tu7aHtuMXXXWmXrRr36dry3VaOXqrvre/NOf6pbldJcTF8g3sWi0cnXb8Wb4Ft2znNnU0fFkrlV3afO+3scTuqu+t/lZ9yynm3z4qxwgfK3BytVt9Q2w72+7b1ldNP3tn8GkmffvmfKtsyPv7lu//fvdXmq/dEUDtQclSZLUgzocYtwmU8QNwO9TSr8spe0EjEkpfacHy0dE7Ax8NqW0d/H+q8C6KaUDquV3aIl6i0MCe5f1rf7M/Vu9rdYhxu3mqVt7sFa2AyVJkjrXUTuw1jPBY4AV26VtBuw/h+WqxRRg6dL7kcBzvbBeSXU0YcIEIqLlcdNNN3HTTTe1SYsIr4enPsn9W33UGOrXHpQkSVIP6rQHYURULj40jnzNv9uL9wOAbYB5UkrDerSAEYPINynZAniWfJOS3VJKD1TL75lj9RZ7/EiS+qqu9CBshPZgrWwHSpIkdW52blICuSGYisdqxaPs6m4pXSdSSh9GxP7ANcBA4DcdBQclSZLU7cZR5/agJEmSetasAoRHF89HAbfR2gD8iHzjkN/3ULnaSCn9BajzLYMlSZKaUre0ByNiaeBcYHFgBnBGSunEiFgY+B0wCpgMfCml9Foxz+HAXsW6DkwpXdMNn0eSJEntdBogTCkdDRARALfaKJMkSWou3dge/BA4JKX074iYD7grIq4l91C8PqV0bEQcBhwGfD8iVgN2AVYHlgSui4iVUkofzdknkiRJUnuz6kEI5IZhRCwfEZ8HhrWbdm6PlEySJEkNY07bgyml54Hni9dvRcSDwFLADuQboACcA0wCvl+kX5xS+gB4MiIeA9YF/tUtH0iSJEktagoQRsQhwE+BqDLZAKEkSVI/153twYgYBXyKPGR5sSJ4SErp+YhYtMi2FHBrabYpRZokSZK6WU0BQuB75DvVPQ28Tr5ItSRJkppHt7QHI2IYcClwUErpzWLoctWsVdJmWmdE7APsAzBy5EimTp06O8WSJElqarUGCAH+mFL6Yo+VRJIkSY1ujtqDETGYHBy8IKX0xyL5xYhYoug9uATwUpE+BVi6NPtI4Ln2y0wpnQGcATB69Og0fPjw2S2eJElS0xpQY74TgFUiYkQPlkWSJEmN6wTmoD0YuavgWcCDKaXjS5OuBPYoXu8BXFFK3yUihkTEcsCKwO2zs25JkiR1rtYehPsAywDPRsQL5LvQAaSU0vI9UjJJkiQ1kjltD24EfBX4T0TcU6QdARwLXBIRe5GHL+9cLPSBiLgE+G+xrv28g7EkSVLPqDVAuGwp/8hSutcilCRJag5z1B5MKd1C9esKAmzRwTwTgYm1FlCSJEmzp9YA4WY9WgpJkiQ1OtuDkiRJ/VRNAcKU0k09XRBJkiQ1LtuDkiRJ/VdNAcKIuKGDSSmlVHVIiCRJkvoP24OSJEn9V61DjMd0kO41CCVJkprDmA7SbQ9KkiT1cbUGCL9eej0Q+DjwbeDkbi+RJEmSGpHtQUmSpH6q1msQntM+LSICWLfbSyRJkqSGY3tQkiSp/6r1GoSfbpc0P/lOdst1e4kkSZLUcGwPSpIk9V+1DjGexMzXlwngn91aGkmSJDWqSdgelCRJ6pdqDRA+TdsG4TvA3cCR3V4iSZIkNSLbg5IkSf1UrdcgHNXD5ZAkSVIDsz0oSZLUfw2Y3RkjYquIuL47CyNJkqS+w/agJElS/9BpgDAiFo2ICyLi/uJ54YjYICLuAK4GxvRKKSVJklQXtgclSZL6v1kNMT4e2LV4vSqwJLAuMDfwIXBezxVNkiRJDcD2oCRJUj83qyHGmwPPA+OAU4FNyY3B3wIrpJT26tHSSZIkqd5sD0qSJPVzswoQLgpcllI6FzikSLs6pbRXSunpni2aJEmSGoDtQUmSpH5uVkOMBwBLR8R2QBRp0yNi+0qGlNKVPVU4SZIk1Z3tQUmSpH5uVgFCgLHFAyBVeV/LMiRJktR32R6UJEnqx2bVmHua3OiTJElSc7I9KEmS1M91GiBMKY3qpXJIkiSpAdkelCRJ6v9mdZMSSZIkSZIkSf2YAUJJkiRJkiSpiRkglCRJkiRJkpqYAUJJkiRJkiSpiRkglCRJkiRJkpqYAUJJkiRJkiSpiRkglCRJkiRJkpqYAUJJkiRJkiSpiRkglCRJkiRJkpqYAUJJkiRJkiSpiRkglCRJkiRJkpqYAUJJkiRJkiSpiRkglCRJkiRJkpqYAUJJkiRJkiSpiRkglCRJkiRJkpqYAUJJkiRJkiSpiRkglCRJkiRJkpqYAUJJkiRJkiSpiRkglCRJkiRJkppY3QOEEfF/EfFQRNwXEZdFxIKlaYdHxGMR8XBEfLaOxZQkSZIkSZL6pboHCIFrgTVSSmsCjwCHA0TEasAuwOrA1sBpETGwbqWUJEmSJEmS+qG6BwhTSn9LKX1YvL0VGFm83gG4OKX0QUrpSeAxYN16lFGSJEmSJEnqrwbVuwDt7An8rni9FDlgWDGlSJtJROwD7AMwcuRIpk6d2pNllACYPn06gPubJEmSJEnq03olQBgR1wGLV5k0PqV0RZFnPPAhcEFltir5U7Xlp5TOAM4AGD16dBo+fPgcl1malcGDBwPg/iZJkiRJkvqyXgkQppS27Gx6ROwBjAW2SClVgoBTgKVL2UYCz/VMCSVJkiRJkqTmVPdrEEbE1sD3ge1TSu+WJl0J7BIRQyJiOWBF4PZ6lFGSJEmSJEnqrxrhGoSnAEOAayMC4NaU0rdSSg9ExCXAf8lDj/dLKX1Ux3JKkiRJkiRJ/U7dA4QppRU6mTYRmNiLxZEkSZIkSZKaSt2HGEuSJKn/i4jfRMRLEXF/KW3hiLg2Ih4tnhcqTTs8Ih6LiIcj4rP1KbUkSVJzMEAoSZKk3nA2sHW7tMOA61NKKwLXF++JiNWAXYDVi3lOi4iBvVdUSZKk5mKAUJIkST0upfR34NV2yTsA5xSvzwF2LKVfnFL6IKX0JPAYsG5vlFOSJKkZ1f0ahJIkSWpai6WUngdIKT0fEYsW6UsBt5byTSnSZhIR+wD7AIwcOZKpU6f2YHElSZL6JwOEkiRJajRRJS1Vy5hSOgM4A2D06NFp+PDhPVkuSZKkfskhxpIkSaqXFyNiCYDi+aUifQqwdCnfSOC5Xi6bJElS0zBAKEmSpHq5EtijeL0HcEUpfZeIGBIRywErArfXoXySJElNwSHGkiRJ6nERcREwBhgeEVOAo4BjgUsiYi/gaWBngJTSAxFxCfBf4ENgv5TSR3UpuCRJUhMwQChJkqQel1LatYNJW3SQfyIwsedKJEmSpAqHGEuSJEmSJElNzAChJEmSJEmS1MQMEEqSJEmSJElNzAChJEmSJEmS1MQMEEqSJEmSJElNzAChJEmSJEmS1MQMEEqSJEmSJElNzAChJEmSJEmS1MQMEEqSJEmSJElNzAChJEmSJEmS1MQMEEqSJEmSJElNzAChJEmSJEmS1MQMEEqSJEmSJElNzAChJEmSJEmS1MQMEEqSJEmSJElNzAChJEmSJEmS1MQMEEqSJEmSJElNzAChJEmSJEmS1MQMEEqSJEmSJElNzAChJEmSJEmS1MQMEEqSJEmSJElNzAChJEmSJEmS1MQMEEqSJEmSJElNzAChJEmSJEmS1MQMEEqSJEmSJElNzAChJEmSJEmS1MQMEEqSJEmSJElNzAChJEmSJEmS1MQMEEqSJEmSJElNzAChJEmSJEmS1MQMEEqSJEmSJElNzAChJEmSJEmS1MQMEEqSJEmSJElNzAChJEmSJEmS1MQMEEqSJEmSJElNzAChJEmSJEmS1MQMEEqSJEmSJElNzAChJEmSJEmS1MQaJkAYEYdGRIqI4aW0wyPisYh4OCI+W8/ySZIkSZIkSf1RQwQII2JpYCvg6VLaasAuwOrA1sBpETGwPiWUJEmSJPWGiy66iDXWWIOBAweyxhprcNFFF9W7SJLU7zVEgBD4BfA9IJXSdgAuTil9kFJ6EngMWLcehZMkSZIk9byLLrqI8ePHc/LJJ/P+++9z8sknM378eIOEaloGzNVbBtW7ABGxPfBsSuneiChPWgq4tfR+SpFWbRn7APsAjBw5kqlTp/ZQaaVW06dPB3B/kyRJkrrJxIkTOeuss9hss80A2GyzzTjrrLM44IAD2HXXXetcOql3VQLmZ511FhtvvDG33HILe+21F4DfB3W7XgkQRsR1wOJVJo0HjgA+U222KmmpShoppTOAMwBGjx6dhg8fXi2b1K0GDx4MgPubJEmS1D0efPBBNt544zZpG2+8MQ8++GCdSiTVjwFz9aZeGWKcUtoypbRG+wfwBLAccG9ETAZGAv+OiMXJPQaXLi1mJPBcb5RXkiRJUnN6+d2XGXf1OKa+5yiRelh11VW55ZZb2qTdcsstrLrqqnUqkVQ/BszVm+p6DcKU0n9SSoumlEallEaRg4JrpZReAK4EdomIIRGxHLAicHsdiytJkiT1CK8x1ThOv+90/v3ivzn93tPrXZSmNH78ePbaay9uvPFGpk+fzo033shee+3F+PHj6120puNxqf4MmKs3NcpNSmaSUnoAuAT4L3A1sF9K6aP6lkqSJEnqXt6UoXG8/O7LXPHYFSQSlz92ub0I62DXXXdl4sSJHHDAAQwdOpQDDjiAiRMnOpyyl3lcagwGzBtHMwTMGypAWPQknFp6PzGltHxKaeWU0l/rWTZJkiT1rojYOiIejojHIuKwepenp0ycOJEnn3ySz+z0GVb+4cp8ZqfP8OSTTzJx4sR6F63pjD5gNO+9/x4A773/Hmvvt3adS9TE5oVlv78szFvvgjSniRMnMmXKlDbHpSlTpnhc6mW77ror2267LWO/PJaVf7gyY788lm233daAeS+76KKL2G233Xh4ysMs+71leXjKw+y22279LkjYUAFCSZIkCSAiBgKnAp8DVgN2jYjV6luqnvHAAw8AMGL7EQxbZRgjth/RJl29Y4ElF2DY+sMYMDj/RRoweADDNhjGAksuUOeSNZdKz7WNv7cxw1Yexibf28Sea3XwwAMPMH36dJbdZVmGrTKMZb+8LNOnT/e41MsuuugirrrqKr76y68ybJVhfO2XX+Oqq67y+9DLdtttN2Dm3+lKen9hgFCSJEmNaF3gsZTSEymlacDFwA51LlOPGbTAIJb8zJIkEkt+ZkkGLTCo3kVqOvNuOS8xINqkxYBg3i3twtabJk6cyPFnHM+d791JInHHe3fwizN+Yc+1Olhk2UVYcOMFSSQW3GRBFllmkXoXqen4fWgczfA7HSmlepehW40ePTrdeeed9S6G+qEJEyZw9NFHzzLfUUcdxYQJE3q+QJIkzaaIuCulNLre5ehMRHwR2DqltHfx/qvAeiml/dvl2wfYB2DkyJFr33333T1WpuGnLN9jy/7RIgtx2bBhTB8QDJ6R+Pzbb3PkK6/1yLqm7v94jyy3t/TUdvjikovz8JC5Zkpf+YNp/OG5F7p9fW6Hjvl9qJ3boTG4HRqD26E2I0aMqNoONEAoSZLUZPpIgHBn4LPtAoTrppQO6GievtoOHLzgYFb6v5UYMFfr4J4Z02bwyP88wvTXp9exZM0lIhg1ahRPPvlkS9pyyy3H5MmT6W//mRrZGuutwVz7zsV0Wvf9wTGYaadO4/7b7q9jyZqLx6XG4PehMfS370NH7UCHGEuSJKkRTQGWLr0fCTxXp7L0qBHbj4Bolxi0XONIvWPeeedl8uTJLLfccjz++OMtwcF553WIcW9ae/+1mfbhtDZp06ZPY+39vWFMb1p8p8WrHpcW32nxupSnWfl9aAzN8jttgFCSJEmN6A5gxYhYLiLmAnYBrqxzmXrEhl/csOXGGBUDBg9gwy9uWKcSNae33367JUi4wgortAQH33777XoXram8s8A7xKB214IcFLyzwDt1KlFzWm+n9aoel9bbab06lag5+X1oDM3yO+0QY0mSpCbTF4YYA0TENsAJwEDgNymlTq/KbjtQkiSpcx21A/vfbVckSZLUL6SU/gL8pd7lkCRJ6u8cYixJkiRJkiQ1MQOEkiRJkiRJUhMzQChJkiRJkiQ1MQOEkiRJkiRJUhMzQChJkiRJkiQ1MQOEkiRJkiRJUhMzQChJkiRJkiQ1sUgp1bsM3SoiXgaeqnc56mg4MLXehWgi1nfvsr57l/Xdu6zv3tXs9b1sSmlEvQvR3fpJO7DZ981G4XZoDG6HxuB2aAxuh8bQH7ZD1XZgvwsQNruIuDOlNLre5WgW1nfvsr57l/Xdu6zv3mV9q1G5bzYGt0NjcDs0BrdDY3A7NIb+vB0cYixJkiRJkiQ1MQOEkiRJkiRJUhMzQNj/nFHvAjQZ67t3Wd+9y/ruXdZ377K+1ajcNxuD26ExuB0ag9uhMbgdGkO/3Q5eg1CSJEmSJElqYvYglCRJkiRJkpqYAUJJkiRJkiSpiRkg7AMiYkBE/Coi/hERN0fEBRExLiKejIhJEXFbRJweEQsU+SdExIPFtBsjYpkifcOImBERH6vvJ6qfanXZjcseGhGvR8TXS2ljImLN0vsDu2t9fYH13bus795lfTemiBgVEa8Vv4GTIuJ/IuKxLi5jTESc2VNlVPOxLdfzPCY3BrdDY3A71J/boG+x/ZgZIOwbtgYGpZQ2SiltAhxQpJ+VUhqTUloPeBg4sTTPxJTSGODXwBFF2leKPLv1TrEbUkd12R22A84DvlxKGwOsWXrfbAdq67t3Wd+9y/puXHcVv49jUkr/V+/CSNiW6w0ekxuD26ExuB3qz23Q9zR9+9EAYd/wNrBGRKwKkFJ6tX2GlNIvgE0iov02/TewbEQMBj4FHAZ8rofL28hmqsuI2Kw4O39zRFwREUMBIuLgiLizOMt/R0SMKtJ/EhE3RcS/ImJsadm7Aj8DPoiIJSNiYWAcML44C/EVYKni9fjiDMNfI+KiiPhPROzci/XQW6zv3mV99y7ru4+ptn0iYp6i7m4q6nOlIvtS1qe6kW25nucxuTG4HRqD26H+3Ab9RLXtFv21/ZhS8tEHHsCewI3Ak8BB5APAke3y3AosCkwAdi/SDgR+Doyt5AdOBdau92dqoLqctzTtp8DXinq8GxgMzA9MBUaRzwSdXuSdB7gXCGBh4C9F+s7AIcXrlm1RvH+s9HoMcBcwEFgSuLPedWN99/2H9W199+f6rnGbjAJeAyYVj00rddXB9lkLuLCUPsD69NETjyrHi3HYluvpOvaY7HZwO7gd3AZNvA26sK1GYfuRQahPSCn9BvhNRMwP/B04qUq2EeQDCuSzB3sDz5IblieTo9kbkw88u5N33qZTpS7/GRE/BoYAiwFvAssB96eUpgPTI+KhYvaPA5tGxKTi/RBgEeCLwMiIuBoYBMwLHFdDce5JKX0EPBcRC3bH52s01nfvsr57l/XdsO5KKW1ZeRMRlZerV9k+5wF3RcT5wCvAUUVe61PdyrZcz/OY3BjcDo3B7VB/boM+p+nbjwYI+4CIWBJ4O6X0JvAWubtytMtzIPCPlNKMYkeemFI6v5g2DBiZUvp0Kf/tETGw2HmbRgd1+QPgqJTSvyLiZ+S6nUw+EAwC5gZWLhbxAPC3lNJ3iuXNlVKaFhFfBj6dUnq9SD8vIlYDptH2e/ZhRAxIKc0o3qce/Lh1Z333Luu7d1nffdJ4Zt4+Q4DjU0opIo4Evgr8B+tT3ci2XM/zmNwY3A6Nwe1Qf26DfqVp2o8GCPuGkcAvImIGeZv9CfgI2CsitiQfSO6j4wuRfp58xqLsPmAL4G89UuLGVa0unwTOioiHgTeAN1NKL0bEhcBtwCPAFGBaSukvEbFBcSYnAVOKA8LAykG6cA35zP5lwAmRrxnxJeAPwFUR8VfyNujvrO/eZX33Luu777mYdtsHWA04KSI+JA8P2QNYtn5FVD9lW67neUxuDG6HxuB2qD+3Qf/RNO3HSKlPBzilHhMRg1NK0yN3Cb8bWMmz9D3H+u5d1nfvsr4lqXF4TG4MbofG4HaoP7eBGoU9CKWOHRYRWwALAD/wIN3jrO/eZX33LutbkhqHx+TG4HZoDG6H+nMbqCHYg1CSJEmSJElqYgPqXQBJkiRJkiRJ9WOAsEFFxPoRcXREnB0Rd0fEpOIxIiImRMTuXVzepIgY2S5troi4MiKadj+IiHUi4oaIuKl4XiciRkXEdcX0+YppX2w332PF87iIeDcilijej4mIMyPiO0Wd3xMRzxev/1zU+SURcXNE3BYRm/f+p64f67t3Wd+9y/rueRFxRuSLdRMRC0bE10rTxkTEmrO53DbzRsQFc1xYNb2wLVdXHpPrz23QGNwOjcHtUF9hG7ImNiYa1/eBU4vXB6SUxhSPl7trBSmlacC/gO26a5l9SUQsAJwD7JlS2hTYs3i/YDF9GPluU6emlP7QyaIeIW+vFimlE1NKY4CDgKuKbTcW+AzwTkppE+DLwE+68zM1Muu7d1nfvcv67nkRMRfwCeCtiFiGXLdfK2UZA8xW4679vCmlr8zmcqQy23J14jG5/twGjcHt0BjcDvVlG7J2BggbUETMBwxPKb1UQ95zirME/46I7Yu0XSLi9oi4MSLKB4L9I+JvEXF9RAwp0v4C7Nz9n6JPGAtcnlKaDFA8XwFsCwwD/gycllK6ZBbLuRTYqHI2ZxYeB4ZERAALA7Pcxv2I9d27rO/eZX33vG2BK8kN6t2Ag4G1i9/ArwDjgPHF+4ERsXNx1vyWiPghtJzl/WtEXBQR/ynyLFxl3srZ+nki4vfFGf0bI2KFIn1SRBxb5TdVAmzLNQCPyfXnNmgMbofG4HaoL9uQNfIuxo1pFeCp0vuTI+IN4MmU0tfb5d03pfRORCwC3ETe8XcDdk8pPRJth5zcmlI6LCLOALYiH4geAT7eY5+ksY0Enm6X9hT5jMIqwJPk+pyVBPwfcBhw2SzyPgHMDTxUrKeZzvhb373L+u5d1nfP2xU4FHgR+BuwB7BaSmlLgIhYEXgspXR+RCwEHAJsklKaHhGXRUTlt25RckN9MeDKlNLvI+LsyrzFsirr3Af4T0rpmIj4NPAz4PPFtGq/qVKFbbn68phcf26DxuB2aAxuh/qyDVkjexD2DZVhKW0alEWD8aiIuIV8NmHZYtLhwKGRx7+XDwR3Fc9PA4uU0pv1VtbPAsu0S1sGmAu4E7gA+F1EDIqIHxfR/h93sKzfAxsAszqbswfwTEppZWA94PTZLn3fY333Luu7d1nfPSjy0JyNgDPIZ9xHAQt0MssK5N/EayNfb2Y5Wn8j70kpfZRSeo5iaE8nVgb+Wbz+J7kRX9HRb6pUjW253uUxuf7cBo3B7dAY3A51Yhuya+xB2JgeIu+4s/IJ8nj3Tcg71uNF+pMppX2K7qqPkr8I0LbxWAltrwQ8MKcF7qP+DBwREb9KKT0V+XoEOwBfBT6dUvp50W34t8DXUkodNr5TSiki/g8YTz7IdySAqcXr14D5uuOD9BHWd++yvnuX9d2zvgj8JKV0CkBEbAHsR9t2zLTS+yeAx4AtU0ofFkGYIP9eVqv78rxlDwMbAtcVzw+XplX7TZUqbMvVl8fk+nMbNAa3Q2NwO9SPbcgusAdhA0opvQVMjYjFZpH1YWAwMAn4AfB6kf5/EfH3Iv1Xs1jGtuSzEE0npfQ68HXg7Ij4J3Ar+SD9ainPEcDbwEk1LPIPzPo7dT4wOiJuIh8sxne95H2T9d27rO/eZX33uK8AV5fe30K+KPR7EXFp0di7FvhGRPyB3BA+AbghIm4s5h3RyfJb5m03nPPXwCeK39Qf0e7C4FJHbMvVl8fk+nMbNAa3Q2NwO9SVbcguiE6C06qjiNgA+FxK6Yc9uI65yMNZdkgpzeip9fQFxZf5N8DDKaWmvcNTb7G+e5f13busb0lgW65ReEyuP7dBY3A7NAa3gxqZAUJJkiRJkiSpiTnEWJIkSZIkSWpiBgjVtCJiVES8Vtwl6s6I2CMift4uz4URsVW7tCeLeSYVdxekeP2viLi5mGdQRCwfEXdFxNsRsXFp/oER8fOIuK6Yb7Xe+cT1ZX3XTy/U/UIR8beIuCki/hERa/bm52s01ndji4j5I+KfRd3eXlx7RlI/YpujMbgdGovtk8bgduibmqb9mFLy4aMpH+S7C15XvJ4feAV4EhhQpM1LvoPRwHbzPVZlWZOAkcXrM4BdgHmAhYGzgY1Leb8N7FPvz299N8+jF+p+f+CoIm0M8Lt6f2br20cn22cAMKh4/THgjnqXyYcPH937sM3RGA+3Q2M9bJ80xsPt0DcfzdJ+tAehBKSU3gQeBSYDmxbJOwB/Sil91MXF/RtYNqX0bkrp1SrTdwaWjYgbI+KUyBcYbyrWd/30RN0DD5IbOJAb6i/NeUn7B+u78aSUZqSUPizezg/cV8/ySOpZtjkag9uhsdg+aQxuh76jWdqPBgglICKWIt++/BfAbkXybuTbw7c3sNS9+zvtlhPAlsADnaxuKeD5lNJmwPvAnnNa/r7G+q6fHqr7u4D1I+J+4CTguJ4qf19jfTemiFgqIm4B/gZcVu/ySOo5tjkag9uhsdg+aQxuh76lGdqPg+pdAKnO1o6IG4EE7AP8Hfh5RCwJLJNSuisi9ge+SO7WvTfwUUppTJVl/R6YBvwDuKqTdb4KXF28vhr4fLd8kr7B+q6fnqz7icClKaXjI2ID4FRg2x7/RI3N+m5gKaVngY0jYhR5eM6f61ogST3BNkdjcDs0FtsnjcHt0Ac1Q/vRAKGa3V0ppS3LCRFxLfAb4BKAlNIpwCk1LGvnlNKUGvJNAkaTry1ReW4W1nf99FjdF2ctpxZvXyIPZ2h21neDioghKaUPirdvAm/VszySeoxtjsbgdmgstk8ag9uhj2mW9qMBQmlmF5DPwOw7JwuJiPmBPwKrAatHxF9SSkcBPwN+GxHfIp/h/Ooclrevs77rp1vqHjgZOC8i9gTmBr4/pwXrp6zvxrBGRPwC+AgYDBxU3+JI6kW2ORqD26Gx2D5pDG6HxtYU7cdI+S4skiRJkiRJkpqQNymRJEmSJEmSmpgBQkmSJEmSJKmJGSCU2omINSPir8Ut5P8ZEQdHxGPt8jxWPI+LiCeLvLdFxOkRsUAp31IR8VFEbNbbn6PRRcQCRb1NiojXI+JfxesvFtO3joivFq/HFdeZ0Rxy/+5d1rckNQ6PyfVl269x+F1oDG4HNRoDhFJJ0RA5H9i/uI38RsADs5jtrJTSmJTSesDDwImlabsBJwFf6YHi9mkppTeKehsD3EO+A9eYlNIfImJgSunqlNJ5RfZxgI3EOeT+3busb0lqHB6T68+2X2Pwu9AY3A5qRN7FWGprLPCnlNLjACnfxeeaiKhp5pTSLyLi8YgYkFKaAWwHfBa4NtreGl0zGxURlwEPAdMj4u/ASOCfwCeB30fEncCBwOnA6uSTHAellG6PiLOBt4HlgEWA7VNKL/X6p2hs7t+9y/qWpMbhMbnx2ParD78LjcHtoIZjD0KpraWBZ+ZwGS8DwyNiDeCRlNJ7wBXkHwF1bhSwX0ppz0pCSukGWs8yHwDsAAxOKW0M7A6cUpr/sZTStsCVwJd6q9B9iPt377K+JalxeExuTKOw7dfb/C40BreDGo49CKW2ngHWqJKeurCMEcBU4GDg4xFxNTC0SLt0jkvYv92fUnpzFnlWJp9ZJqX0REQsVJp2V/H8NLB8D5Svr3P/7l3WtyQ1Do/Jjcm2X+/zu9AY3A5qOPYglNr6MzA2IloaGBGxFfBSRKxYvF8FeL7azBFxIPAP8oF9S2CDlNLWxXUlFmzXoNHMPuogfRqtJzQeBjYEiIiPAa+X8pV/UGvrn99c3L97l/UtSY3DY3Jjsu3X+/wuNAa3gxqOPQilkpTSm8Xd006NiKHAXMAfgP2AM0rXhNivNNteEbElMDdwH/k6KZsADxXXg6iYBOwMnNGjH6J/+iNwVkT8EzgK2DYibgEGAgfUtWR9iPt377K+JalxeEzuc2z79RC/C43B7aBGFPlamJIkSZIkSZKakUOMJUmSJEmSpCZmgFCSJEmSJElqYgYIJUmSJEmSpCZmgFCSpB4QEQMi4lcR8Y+IuDkiLoiIcRHxUUQsU8r3WEScXbxeKSImFY/jo7hCdUSsVSznnxExrj6fSJIkSd3FtqIajQFCSZJ6xtbAoJTSRimlTWi96+LtwK4AEbE+8FJpnp8Bh6WUxpDvULdlkX4ysDswBjgwIhbq8dJLkiSpJ9lWVEMxQChJUs94G1gjIlYFSCm9WqRfA3ymeP0V4MLSPCsBdxavbwc2i4ghwLwppSdTStOAm4F1errwkiRJ6lG2FdVQDBBKktQDUkp/B34FnBYRT0bEQcWkD4GHI+KTwBrAPaXZ/gNsXQwX2RpYGFgEeL2U5/UiTZIkSX2UbUU1GgOEkiT1kJTSb1JKmwGfAMbR+rt7EXAGcH27WQ4B9gKuBV4DngNeBRYo5VmgSJMkSVIfZltRjcQAoSRJPSAiloyI+Yu3b5GHkUTx/hbyGeDzy/OklKaklHYCtgLmBf6YUnofeDcilomIwcDG5CElkiRJ6qNsK6rRDKp3ASRJ6qdGAr+IiBnk39s/AR8BpJQS+ewvETGyMkNE7AZ8A0jAeSml+4tJ3yGfSQ7gtJTSa731ISRJktQjbCuqoUTe7yRJkiRJkiQ1I4cYS5IkSZIkSU3MAKEkSZIkSZLUxAwQSpIkSZIkSU3MAKEkSZIkSZLUxAwQSpIkSZIkSU3MAKEkdYOIGBURKSK8NbwkSVITsR0oqT8wQCip4UU2udLwiohV200/u0if0C69kn9UN5en2vreBE4sHj2iXR1Ue4zpqXVLkiTVg+3AlvXaDpTUowbVuwCSVINPA8uW3n8VOKJOZakqpfQqcFAPr+Y3wMLF628DcwGXAlOKtCnVZpIkSerDbAdmtgMl9Sh7EErqC3Yvnu8unneLiIB8FhfYo0g/qjiDena7IR5Pls+sRsSeEXFvRLwdEY9GxBERMaiYNq7Ie0tE/CIiXo+IZyPiK7NY30xDS4q030fE8xHxWkTcGBHrlaZPKub5SUT8PSLejYh/RES5EdwipXRMSumglNJBwHtF8inF+3mBRyPi8NLyTy+Wf0S5fBGxV/GZXo6In0XEwNI8HdaNJElSHdgOxHagpJ5ngFBSQ4uIIcAXi7eHAK+RzyJ/ukj7G/Bg8fo28tCOv9F2iMdvi/dTIuKbwFnAQsAfgI+AicD4dqveqHjcDiwJ/Coi5u9kfe3LPS9wQ1H2R4rXY4AbImL5dtm/BzwDTAU2BH7ccY106Mziefdi/QGMLdIuapd3PHANMDfwP8C+xTy11o0kSVKPsx1YM9uBkuaYAUJJjW4ssCDwEnAT8OcifXeAlNKF5MYbwNXFmdULi7OpFZUzro8BBxZptwOvA3cW77/dbr2vkhuf25IbSPMCK3W0virl3hZYDngCGJNS+gJwOTAPsFe7vKenlL4CHFW8/1TVmuhESuk24D/AahGxFrA2sBTwr5TSk+2y75RS2pPWBt/Xiuda60aSJKk32A6sge1ASd3B7sKSGl1lWMmfUkozIuIy8rVndo6I/VNKH3RxeaOK5y+0S18sIoaV3j+YUnofICLeAeYHhlG7ynoeTilVhps8VDy3HzpSGTLzevHclfWUnQWcQK6zt4u0C6rkq5z5rpRnZPE8qniuWjcppbeRJEnqPbYDa2c7UNIcsQehpIYVEQsB2xRv9yqu6/LH4v0CwHbF64+K5/bHtBlV0icXz9unlKLyAD7WruHzYel1+To2na2vrLKelSrXyQFWLp6fape3sq726+mq84EPgF2BnYrlXlIlX+Xuf6sUz5WLWk8unmdVN5IkST3KdmCX2Q6UNEfsQSipkX2JfIe2N4EbS+mrASuSzyD/gXzdFoDdI2IB4PKU0o1F+rLAKRHxCHkoxSnAacD5xVnoAcBo8tCVMTWWa6b1Ae2Hb1xFbmgtD9wYEVPJjbX3yHeh63YppVci4nLgy8Di5KEvL1fJ+seIuIlcvwDnFc/dUTeSJEndwXZgF9gOlDSn7EEoqZF9pXj+VUppx8oD+EaR/rmIWAT4NfBP8rVWDiRfdwXg++SzolsD3yFfjPl0YG9yQ+6L5DPTU2m9uHMtOlpfi5TSO8AWwKXkM7Rbkq+ds0VxDZyeUv4c1a6JA/kaN58B3geOA04t0rujbiRJkrqD7cCusx0oabZF6yURJEl9XUQMIJ9pD2CxypCQiBhFcXa7GC4iSZKkfsR2oKQ54RBjSeonIuKL5LPk85LPtnu9GEmSpCZgO1DSnDJAKEn9x/7AhsD1wOF1LoskSZJ6j+1ASXPEIcaSJEmSJElSE/MmJZIkSZIkSVITM0AoSZIkSZIkNTEDhJIkSZIkSVITM0AoSZIkSZIkNTEDhJIkSZIkSVIT+39WpDR6xpKPegAAAABJRU5ErkJggg==", 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" ] @@ -268,7 +317,7 @@ " fontsize=16, fontweight='bold')\n", "\n", "names = list(mean_runtimes.keys())\n", - "colors = ['#1f77b4', '#ff7f0e', '#2ca02c', '#d62728', '#9467bd']\n", + "colors = ['#485696', '#7a77a9', '#858a9d', '#f9c784', '#fc7a1e', '#f24c00']\n", "\n", "# Plot 1: Mean runtime with error bars (std)\n", "mean_times = [mean_runtimes[name]['mean_ms'] for name in names]\n", @@ -319,13 +368,13 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 8, "id": "74c352d4", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -351,7 +400,7 @@ "\n", "# Prepare data for plotting\n", "names = list(mean_metrics.keys())\n", - "colors = ['#1f77b4', '#ff7f0e', '#2ca02c', '#d62728', '#9467bd']\n", + "colors = ['#485696', '#7a77a9', '#858a9d', '#f9c784', '#fc7a1e', '#f24c00']\n", "\n", "# Metric 1: Mean Absolute Error\n", "ax1 = axes[0, 0]\n", @@ -426,13 +475,13 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 9, "id": "4e0607c7", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -458,7 +507,7 @@ "\n", "# Prepare data for plotting\n", "names = list(mean_metrics.keys())\n", - "colors = ['#1f77b4', '#ff7f0e', '#2ca02c', '#d62728', '#9467bd']\n", + "colors = ['#485696', '#7a77a9', '#858a9d', '#f9c784', '#fc7a1e', '#f24c00']\n", "\n", "# Metric 1: Mean Absolute Error\n", "ax1 = axes[0, 0]\n", @@ -572,57 +621,68 @@ " \n", " 0\n", " SDPA (Flash)\n", - " 0.1068\n", - " 0.3123\n", - " 2.535544e-05\n", - " 9.711405e-04\n", - " 3.022692e-09\n", - " 9.326172e-04\n", - " 1.966093e+00\n", + " 0.1078\n", + " 0.3156\n", + " 2.536206e-05\n", + " 9.707840e-04\n", + " 3.027220e-09\n", + " 9.472656e-04\n", + " 1.958950e+00\n", " \n", " \n", " 1\n", " SageAttn QK-INT8 PV-FP16 CUDA\n", - " 4.1156\n", - " 39.1018\n", - " 1.569240e-03\n", - " 3.331924e-02\n", - " 4.219630e-06\n", - " 2.423450e-02\n", - " 1.999343e+00\n", + " 5.0245\n", + " 47.9926\n", + " 1.568080e-03\n", + " 3.326230e-02\n", + " 4.213332e-06\n", + " 2.425812e-02\n", + " 1.999416e+00\n", " \n", " \n", " 2\n", " SageAttn QK-INT8 PV-FP16 Triton\n", - " 0.2852\n", - " 0.7674\n", - " 1.808409e-03\n", - " 3.739501e-02\n", - " 5.589218e-06\n", - " 2.779160e-02\n", - " 1.999515e+00\n", + " 0.3310\n", + " 1.1954\n", + " 1.810164e-03\n", + " 3.736821e-02\n", + " 5.599509e-06\n", + " 2.653595e-02\n", + " 1.999536e+00\n", " \n", " \n", " 3\n", " SageAttn QK-INT8 PV-FP8 CUDA\n", - " 0.2181\n", - " 0.3324\n", - " 5.281200e-03\n", - " 8.642963e-02\n", - " 4.592310e-05\n", - " 6.924805e-02\n", - " 1.999880e+00\n", + " 0.2200\n", + " 0.3340\n", + " 5.282955e-03\n", + " 8.630530e-02\n", + " 4.595685e-05\n", + " 7.033081e-02\n", + " 1.999910e+00\n", " \n", " \n", " 4\n", " SageAttn QK-INT8 PV-FP8 CUDA SM90\n", - " 0.3045\n", - " 0.9723\n", - " 5.288680e-03\n", - " 8.647147e-02\n", - " 4.602007e-05\n", - " 6.114459e-02\n", - " 1.999936e+00\n", + " 0.3097\n", + " 1.0341\n", + " 5.290417e-03\n", + " 8.640017e-02\n", + " 4.605384e-05\n", + " 6.204712e-02\n", + " 1.999901e+00\n", + " \n", + " \n", + " 5\n", + " Flash Attention 3\n", + " 0.1370\n", + " 0.2310\n", + " 2.536210e-05\n", + " 9.707830e-04\n", + " 3.027246e-09\n", + " 9.472656e-04\n", + " 1.958820e+00\n", " \n", " \n", "\n", @@ -630,25 +690,28 @@ ], "text/plain": [ " Attention Type Mean Runtime (ms) Std Runtime (ms) \\\n", - "0 SDPA (Flash) 0.1068 0.3123 \n", - "1 SageAttn QK-INT8 PV-FP16 CUDA 4.1156 39.1018 \n", - "2 SageAttn QK-INT8 PV-FP16 Triton 0.2852 0.7674 \n", - "3 SageAttn QK-INT8 PV-FP8 CUDA 0.2181 0.3324 \n", - "4 SageAttn QK-INT8 PV-FP8 CUDA SM90 0.3045 0.9723 \n", + "0 SDPA (Flash) 0.1078 0.3156 \n", + "1 SageAttn QK-INT8 PV-FP16 CUDA 5.0245 47.9926 \n", + "2 SageAttn QK-INT8 PV-FP16 Triton 0.3310 1.1954 \n", + "3 SageAttn QK-INT8 PV-FP8 CUDA 0.2200 0.3340 \n", + "4 SageAttn QK-INT8 PV-FP8 CUDA SM90 0.3097 1.0341 \n", + "5 Flash Attention 3 0.1370 0.2310 \n", "\n", " Mean Abs Error Mean Rel Error MSE Max Abs Tolerance \\\n", - "0 2.535544e-05 9.711405e-04 3.022692e-09 9.326172e-04 \n", - "1 1.569240e-03 3.331924e-02 4.219630e-06 2.423450e-02 \n", - "2 1.808409e-03 3.739501e-02 5.589218e-06 2.779160e-02 \n", - "3 5.281200e-03 8.642963e-02 4.592310e-05 6.924805e-02 \n", - "4 5.288680e-03 8.647147e-02 4.602007e-05 6.114459e-02 \n", + "0 2.536206e-05 9.707840e-04 3.027220e-09 9.472656e-04 \n", + "1 1.568080e-03 3.326230e-02 4.213332e-06 2.425812e-02 \n", + "2 1.810164e-03 3.736821e-02 5.599509e-06 2.653595e-02 \n", + "3 5.282955e-03 8.630530e-02 4.595685e-05 7.033081e-02 \n", + "4 5.290417e-03 8.640017e-02 4.605384e-05 6.204712e-02 \n", + "5 2.536210e-05 9.707830e-04 3.027246e-09 9.472656e-04 \n", "\n", " Max Rel Tolerance \n", - "0 1.966093e+00 \n", - "1 1.999343e+00 \n", - "2 1.999515e+00 \n", - "3 1.999880e+00 \n", - "4 1.999936e+00 " + "0 1.958950e+00 \n", + "1 1.999416e+00 \n", + "2 1.999536e+00 \n", + "3 1.999910e+00 \n", + "4 1.999901e+00 \n", + "5 1.958820e+00 " ] }, "execution_count": 7,