From 3399b8a5d9538551b94616881f389934dd1694f6 Mon Sep 17 00:00:00 2001 From: tornikeo Date: Fri, 26 Jul 2024 13:00:52 +0200 Subject: [PATCH 1/7] Update ReadME, fix matchms removing add_losses --- README.md | 24 +- assets/perf_speedup.svg | 2949 ++++++++++++-------------- notebooks/figures/make_figures.ipynb | 145 +- simms/utils.py | 7 +- 4 files changed, 1552 insertions(+), 1573 deletions(-) diff --git a/README.md b/README.md index 14d7deb..e84a874 100644 --- a/README.md +++ b/README.md @@ -3,9 +3,10 @@ - -
+ + Static Badge @@ -16,11 +17,6 @@ Static Badge - - Static Badge - -
@@ -32,9 +28,12 @@ Calculate similarity between large number of mass spectra using a GPU. SimMS aim -![alt text](assets/accuracy.png) -Note: CudaCosineGreedy uses fp32 format, wherease MatchMS uses fp64, and this difference causes most of the occasional errors. +# How SimMS works, in a nutshell + +![alt text](assets/visual_guide.png) + +Comparing large sets of mass spectra is can be done in parallel, since all scores can be calculated independent of other scores. By leveraging the large number of threads in a GPU, we created a GPU program (kernel) that calculates a 4096 x 4096 similarity matrix in a fraction of a second. By iteratvely calculating similarities for batches of spectra, SimMS can quickly process datasets much larger than the GPU memory. For details, visit the [preprint](https://www.biorxiv.org/content/biorxiv/early/2024/07/25/2024.07.24.605006.full.pdf). # Quickstart @@ -89,13 +88,11 @@ pangea-simms --references library.mgf --queries queries.mgf --output_file scores - `CudaCosineGreedy`, equivalent to [CosineGreedy](https://matchms.readthedocs.io/en/latest/_modules/matchms/similarity/CosineGreedy.html) - `CudaFingerprintSimilarity`, equivalent to [FingerprintSimilarity](https://matchms.readthedocs.io/en/latest/_modules/matchms/similarity/FingerprintSimilarity.html) (`jaccard`, `cosine`, `dice`) -- More coming soon - requests are welcome! +- More coming soon - **requests are welcome**! # Installation -The **easiest way** to get started is to visit our [huggingface space](https://huggingface.co/spaces/TornikeO/simms), which offers a simple UI, where you can upload a pair of MGF files and run similarity calculations there (we also offer some control over parameters). - -Alternatively, you can use the colab notebook +The **easiest way** to get started is to use the colab notebook that has everything ready for you. For local installations, we recommend using [`micromamba`](https://mamba.readthedocs.io/en/latest/installation/micromamba-installation.html), it is much faster. @@ -131,6 +128,7 @@ Use [this template](https://cloud.vast.ai/?ref_id=51575&template_id=f45f6048db51 ``` pip install git+https://github.com/PangeAI/simms ``` + # Frequently asked questions ### I want to get `referenece_id`, `query_id` and `score` as 1D arrays, separately. How do I do this? diff --git a/assets/perf_speedup.svg b/assets/perf_speedup.svg index 231f8a4..cfa283f 100644 --- a/assets/perf_speedup.svg +++ b/assets/perf_speedup.svg @@ -1,12 +1,12 @@ - + - 2024-04-23T11:16:52.308139 + 2024-07-26T12:12:29.499257 image/svg+xml @@ -21,19 +21,19 @@ - - @@ -41,619 +41,500 @@ z - - + + - - - - - - - - - - - - - - - - - - - - - - - - - + - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + - - - - - + + + + + - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + - - - - + - - - - - - - - - - + + + + + + + + + + + + + + + + + - - - - - - - - - - - - - - - - - - - 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{}, "outputs": [], "source": [ @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -105,7 +105,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -153,7 +153,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 4, "metadata": { "scrolled": true }, @@ -168,7 +168,7 @@ " Spectrum(precursor m/z=385.16, 49 fragments between 50.1 and 386.2)]" ] }, - "execution_count": 36, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -187,7 +187,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -214,7 +214,7 @@ " Spectrum(precursor m/z=229.03, 6 fragments between 228.1 and 257.2)])" ] }, - "execution_count": 37, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -271,7 +271,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -285,7 +285,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -336,7 +336,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -479,7 +479,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -528,12 +528,12 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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Ot/Bw4m/rzK5K5dRZz9aZPZiezV0Lvmf8Wz9wNDOXi2qHM3/UpbwyvHOFh2VxBraqV3iq9rF3t7PnxJkAVyQiVVXQBGZ8fDxt2rQJdBk+5XS6WPTbrSR39LrYr7eSlGZ4t4toVT+SjJx8ppdxnVmb3ckrX+7m8hnr+CL5OCEmA/cPasGqh/oxoGU9P1fsmUmXx9P9ktqctTmY8NYP5Nh8swyfiMi5guaUbHkcPHiQ++67j61bt5KZmUmLFi0YM2YMV1555QWPdTgcOBz++Qv2y+Tj/JKWTVSYmWva1/fb+xSn4L0cDgcmk4m/XdWKEW98x+JNv3Br10a0bhBV4rGb96Xztw9/ZveJswD0aFabf17ThuYxEee1HSwMwAu3tOdPr2wg5VgWT7y/nf/cmOD1P1DO7TspO/Wbd9Rv3vFVv3lyfJUIzN27d3P33XczevRoTpw4wZtvvslDDz2E0Whk6NChpR6bmuq/J3u88nU6AP0vspC64ye/vU9pkpKSAAgDejYOY+OhXP5v6Xc8c1k9QkJCsNvt2O3uexsz8pws2p7Fl/tzAKgZamRkh0j6XhRC1q+7+bH4ychB474uNfjHOhvvbT1MrOkMl11SvntPC/pOPKN+8476zTsV2W+VPjD/+9//EhYWRnj473859u3bl6uuuoopU6ZcMDDj4+PPO9ZX9p08y9ajX2MwwKQ/deWi2v5ZOKAkDoeDpKQkEhISMP22NN7Ui3MYv+QHHrosntZxMWTl2YkKCyHf4eDLncd54vOfycjJx2CAYZc2YXJiPDWtlWdBgI5ApmUPz3++izd/PMNVPdqVOpIuSXF9JxemfvOO+s07vuq37OzsMg+cKn1g1q5du8g2q9VKnz59WLZsGSdOnCAmJqbE400mk19+SN/adBCAQS3rcUlMpM/bL6tzP99FdSNYdndPXv1qLw8v33bevYwjezWlbkQoDWtZefr6dnS+yD9r3frbxIFx/HDgNF+mnOC+pdv46N7eXq8C5K+fjapO/eYd9Zt3yttvnhxb6QOz4PzzHz90bq779ofQ0NAKr+lMnp3/bjkEwB0BuJWkJDk2O69/ve+8pesyc+yFf55ze2cuqVOjXPdqBprRaGD6LR25euY37Dt5lkff3c4rwzsHbMKViFQdlfdvRuDbb78lISGBpUuXnrf9zJkzbNiwgZYtWxIV5fkpufJ674dDnMmz06xuDfq2qFvh71+S0h6/tWDjfi6uXbnDskB0DQsvD+9EiMnAyqSjzP9t4QgRkfIImr8dDx06RFJSEklJSRw/fhxwT+Yp2Gaz2fjggw9o06YN33zzDQBdu3alQ4cOTJs2jVdffZXNmzfzySefcOedd5Kens4jjzxS4Z/D5XIVruxzR8+Lz3umY6BlXeDxW1XpiR+dLormL1e2BuCZlTvZeuBUgCsSkcouaE7Jvvzyy7z//vvnbbv//vsLv1+zZg1OpxOHw4Hzt4W2zWYzr732Gq+++ipvv/02L774IuHh4XTo0IFFixbRpUuXCv0MAN/sPsmeE2epYTFxY5fGFf7+pYkMC6lWT/wY2asp3+1PZ2XSUSYu/oGP7+9LdA1LoMsSkUoqaAJzypQpTJkypdTXNG7cmBtuuOG8bREREUyaNIlJkyb5s7wyKxhd3tSlcdAFkMPpZFSvS3hxza4i+wqe+OGrdV+DgcFgYMqN7dlxOJP9adk89M6PvHnnpUE16heRyqPq/O0YBA6kZbMm2X06OZgm+xQoeOJHeR6/VdlEhYUwa0QXQs1G1qacYPa6PYEuSUQqqar3N2QAvbXpF1wu6BtXt3BVnGBT3BM/fPH4rWDWpmEU/7y2LY++m8Tzq1LodFEtejUPnslYIlI5aITpIzk2B8u+c997OTIIR5fnCreYsZiN1IkIxWI2VsmR5R/d0rUJN3ZujNMF97/9I8d/e+qKiEhZKTB95IMffyUjJ5+LaocH3eLk4r6e+e/r2tEyNpKTZ/K47+2t2B3OQJclIpWIAtMHzr2V5PYeF2PSpJKgZLWYmHVbZ2pYTGzal17mJ7eIiIAC0yc27Usn+WgW1hATt3RtEuhypBTNYyKYcmN7AGat3cMXyccCXJGIVBYKTB8oGF1e16kRNcOD61YSKepPHRpyR8+LAXho2TYOncoOcEUiUhkoMMvpeGYu3//iXkXmzl4XB7gaKasnrmpNh8Y1ycjJZ+KSrdjsup4pIqVTYHopx2bHZnficLlY98gAlt3dg1b1K37dWvFOqNnEy8M7ExVmZtvB0zyzcmegSxKRIKfA9EJevoM56/bS9enP6fnsF/R4dg3r95wkL19PTK9MmtQOZ/otHQGYv2E/H28/UrgvLCwsQFWJSLBSYHoox2Zn1to9vLhmV+GarJk5dl5as5tZa/eQbSt+cXMJTpe1iWVc/2YAzF23h7QzeThcBmKaNMPhMuj/p4gUqvp3rPtYaY/ImrdhHxMHtqjgiqS8HklsyfGMPP56dWvmb9jPgo37Cx+uParXJUwY0LxKr4QkImWjEaaHqtMjsqoLs8nIU9e0Yf6G/cz8Yvd5Zw5eXLNLZw5EBFBgeqzgEVnFqYqPyKouwi1mFmzcX+y+eRv2YTbqV0WkutPfAh4qeERWcQoekSWVj84ciMiF6BqmhwoekQXukYeudVUNF3q4dkSYflVEqjv9LeCF6viIrKqutIdr39mzKetSTrBi+xEevaIVjWpZA1ChiARamQPzz3/+s8eNL1261ONjKouCR2LViQgFwKKz25VaaWcO7upzCTfM3sDu42f47Oej3N2vGeP7N6dGqP69KVKdlPk3/vjx4+f9OTs7m9OnT2M2m6lduzZOp5NTp07hcDioW7cu9evX93mxIv507pmDjOw8aoaHYnc6CbeYeeHWjvxzxQ4270tn5he7WfbdQf5vaCtu6NQIo55OI1ItlDkwv/jii8Lvd+7cyWOPPcbUqVPp3bs3ZrO7GZvNxpdffsn06dP517/+5ftqRfws3GLG4XBw/OBeardqheW3MwntGtVk2d09+Oznozy9cicH03OYvHwbCzfu58mr29C1ae0AVy4i/ubVecRnnnmG2267jf79+xeGJYDFYmHIkCHccccdPP300z4rUqSi5ebmFtlmMBgY2q4Bnz/Un0eHtiIi1Mz2QxncNGcj9y75QU89EanivArMn376iYsvLvnJHHFxcfz8889eFyUSzMJCTNwzoDlfTO7Pny9tgsEAK7YfYdDz63jusxTO5gVmkYOCBwKkncnDZndqsQURH/MqMENDQ9m8eXOJ+zdu3IjFYvG6KJHKoF5kGFNubM+K+/rQo1ltbHYnL3+5mwHPrWX59wdxOl0VVsu5DwTo8u/VdH36c+au26sHAoj4kFfT/IYOHcqsWbPYt28fPXr0oF69egCkpaXxzTff8Omnn3Ldddf5sk6RoNW2YU3eHtuDVTuO8czKnfySls0j/93Ogo37efLqtnS7xL/XN3Nsduas23veLTEFy/oBjOvfrHBWt4h4z6vfoscffxybzcZHH33Exx9/jMHgniXocrkwGo0MGTKEJ554wqeFigQzg8HAkLb1GdAyhgUb9jNzzW5++jWTW+Zu5KqEBvz1qtbUCg/BZDSed++uJ0HmcrnIyMnnWGYexzJzOZqZS2ZOPrf1uFgPBBCpAF4FZmhoKM888wyPP/44P/30E2lpabhcLmrXrk3r1q2pXVszBqV6CjWbuLtfc27o3Jjpn6eydPMBko9mYQkxMnvtHuaX8CSUbJu9MAh//y+Po5m5HP/t+2OZueTZz196sWVsJEPa1r/gsn4F9wuLiPfKdZ4mMjKSnj174nA4MBqNhSNNkequbkQoz1yfwO09LiYrN5/5691PQilQcMrU6XLRsUkt7lrwfZnbjg4PITYqjNioMJrVDScmMrTUZf30QAAR3/A6MJOTk3nllVfYunUrp06d4t1336VVq1Z8+umngPs6p0h117pBFDa7kzELiw/EBRv3c8+AwdSuYSE330H934IwNiq0MBTP/XNMZChhf1iCMcdmL3FZv4IHAmglKpHy8yowt2/fzh133EFYWBjdu3dn1apVhft++ukn3nzzTcLDw+nXr5/PChWprC70JJTsPAffPDrQ64k5JS3rN7JXUz0QQMSHvPoNffHFF2ndujWvvfYaERERtGrVqnDf5MmTOXLkCHPnzlVginDhJ6FEWUOwmMs3AjxvWb8cGzVCzXyz6yQnz+bRqFZ4udoWETevfku3bdvGmDFjiIiIKHb/jTfeyI4dO8pVmEhVUVHPUA23mLGYjcREhjF5+TbuXrSFZ1cm+6RtEfEyMG02W4lhCWA0GnG5vLtpOzk5maFDh9KyZUv27NlTpmM2b97MbbfdRseOHencuTN33303ycn6i0KCQ8Ep0wcGxxFldZ/UibKaeWBwHBMGNPfLPZITB7YoXIFo28HTPm9fpDryKjDj4uL44IMPStz/1ltv0aKF5/d+LV68mJtvvpkzZ86U+ZgtW7YwevRorFYrr7zyCi+88AKZmZncdtttHDp0yOMaRPyh4JTp909czpa/Xsb3T1zOuP7N/HZ9sW3DmlzfsREAz6zc6fU/YEXkd14F5siRI3n//fcZP358YXB+++23LFy4kFtuuYU1a9YwcuRIj9rcvHkzU6dO5amnnuLWW28t83EvvPACdevW5ZVXXqF3797069ePWbNmYbfbmT17tkc1iPhTwSnTOhGhWMxGv6++MykxHovZyKZ96XyZcvzCB4hIqbwKzD/96U88+eSTbN26lcceewyAKVOm8Mwzz/DLL7/w17/+lauvvtqjNmvVqsXSpUu56aabynzM6dOn+e6777j88svPW7u2du3a9O7dm9WrV3tUg0hV0jg6nFG9mgIw5ZNkHBW4tq1IVeT1P3GHDx/OTTfdxPbt2wsfLl2/fn3atWvn1cLr8fHxHh+TmpqKy+Uq9tgWLVqwevVqjhw5QoMGDTxuW6QqmDCgBUu/O0jqsTO8u+UQt1zaJNAliVRa5TonZLFY6Nq1a8BW+klLSwMgOjq6yL6CbWlpaaUGpsPhwOGoek90KPhMVfGz+VtV6ruIUCMTBjTj2U9SeH5VCle2i8Vq8c9106rUbxVJ/eYdX/WbJ8dX6pV+8vLyAAgJKbr0V8G24h4EfK7U1FTfFxZEkpKSAl1CpVVV+q691UVMuJFjWXk8++5Gbmhd8gx3X6gq/VbR1G/eqch+q9Qr/YSFhQGQn59fZF/BNqvVWmob8fHxhIdXvRu7HQ4HSUlJJCQkYDJppRdPVMW+e9x0mEnLt/PhrhweuKYbdWr4/nm1VbHfKoL6zTu+6rfs7OwyD5wq9Uo/devWBeDUqVNF9p08eRKAmJiYUtswmUxV+oe0qn8+f6pKfXddp8a8sX4/Px/OZNbavfz9mrZ+e6+q1G8VSf3mnfL2myfHVuqVflq2bInJZCIlJaXIvpSUFGJiYgofbi1SnRmNBh6/ojUAizf9wi9pZwNckUjlE3Qr/XgiMjKSXr168emnn553rfLYsWNs3LiRK664wu81iFQWfeLq0i8+hnyHi2mfFf1HpoiULmhW+jl06BBJSUkkJSUV3qaye/fuwm02m40PPviANm3a8M033xQe9/DDD5OVlcXEiRPZsGEDX375JePHj6dmzZqMGzfOm48nUmU9NrRV4ZJ5P2rJPBGPeHUNc+TIkTzyyCOcOnWqcDbst99+y+bNm1mxYgVJSUlMmzbNozZffvll3n///fO23X///YXfr1mzBqfTicPhwHnOYtWtW7dm/vz5TJ8+nQkTJmAymejZsyczZswovMYpIm5tGkZxfadGvPfDrzy7cidL7+6hB7+LlJFXgfmnP/2JrKwsXnzxRdauXQu4V/oBqFmzplcr/UyZMqWwjZI0btyYG264ocj2Tp06sWjRIo/eT6S6ejixJSu2HylcMm9Qq9hAlyRSKQTNSj8iUjEa1bIyqldT5n61l2dXJtMvLgazqXzP4xSpDsq90k/79u05deoUBoOB2rVrYzb7d0FpESm/giXzdh0/w7s/HOLWSy8KdEkiQc/rf1bOmzePyy+/nA4dOjBgwAD69+9PQkICV199Ne+8844vaxQRH6sZHsJ9g9wT86Z/nkqOTcuyiVyIV8PBl156iVmzZtGwYUOuv/566tSpg8vlIi0tjU2bNvHUU09x+vRp7r77bl/XKyI+cnvPi5m/YT+HTuXw5vp9TBzo+TNsRaoTrwJz+fLlXHXVVUybNg2j8fxBqtPp5JFHHmHx4sUKTJEgFmo2MTmxJQ8u+5HZa/fw50ubUCciNNBliQQtr07JZmRkMHz48CJhCe5FC4YNG8bp06fLW5uI+Nk1HRrStmEUZ/LszPxid6DLEQlqXgVmixYtOHbsWIn7jx075vHCBSJS8YxGA3+50r1k3lvf/sL+k1oyT6QkXgXm//3f/zF37ly2bt1aZF9qaipz5szhkUceKXdxIuJ/vVu4l8yzO11MW6Ul80RK4tU1zNdff52zZ88yfPhwoqOjqV+/PkajkZMnT3Ls2DEaNmzICy+8UOS4pUuXlrdeEfGDx4a24utdJ/h4+xHG9j1Nxya1Al2SSNDxaoS5d+9enE4nDRo0ICwsjNOnT5Oeno7RaKRBgwa4XC6OHz9e5D8RCU5tGkZxQ6fGADy7cmeFPDxBpLLxaoT5xRdfFNmWl5dHeno6sbGxxU4GEpHg9nBiPP/bfphN+9L5Ivk4g1tryTyRc3mUbNu3b2fy5MnnbXM6nfztb3+jc+fODBo0iN69e/O///3Pp0WKiP81rGVlVO+mAEz5JBm7w1n6ASLVTJkDc/v27dx55518/vnnnDlzpnD7rFmzWL58OXFxcYwdO5amTZvy2GOPkZSU5JeCRcR/JgxoQa3wkMIl80Tkd2UOzLlz51KnTh1WrVpV+PBoh8PBokWLqFevHkuXLmXSpEm89dZbdOzYkYULF/qtaBHxj5rWEO4d+PuSedk2e4ArEgkeZQ7Mbdu2MWrUKGJjf7+usWXLFjIyMrj22msJCwsDwGQyccstt7BlyxbfVysifnd7z4tpHG3lWGYeb36zL9DliASNMgfm6dOniY+PP2/bd999h8FgoFevXudtb9y4MSdPnvRNhSJSoULNJh4Z0hKAOev2knYmL8AViQSHMgem1WotMvt1y5YtmEwmOnXqVOT1mpYuUnn9qX1D2jXSknki5ypzYMbGxp43kSc9PZ3NmzfTqVOnwtOxBVJTU4mJifFdlSJSoYxGA49foSXzRM5V5sAcPHgw8+bNY/v27aSnp/PXv/4Vh8PBtddee97rsrOzeeutt4oddYpI5dG7RV36a8k8kUJlDszbbrsNp9PJrbfeSu/evfniiy/o0qULN9xwQ+Frtm/fzi233MKBAwe48847/VKwiFScx65oRYt6EVzXsSF5dgdpZ/Kw2Z2aPSvVUplX+omJieGDDz7gnXfe4dixY8THx3PTTTedd10zOzubU6dO8fzzz9O+fXu/FCwiFad1gyjevacXr3+9l4eXbyMzx06U1cyoXpcwYUBzQkNMgS5RpMJ4tDRenTp1uOeee0rc36VLF7788kssFku5CxORwMux2Xnzm33nTfzJzLHz4ppdAIzr34xwi1crbIpUOj5d9DUkJERhKVKFmIxG5m0o/l7MeRv2Yda60VKN6KddREqUlZtPZk7x1yszc+xk5eZXcEUigaPAFJESRYaFEGUt/pRrlNVMZFhIBVckEjgKTBEpkcPpZFSvS4rdd2fPpuw4nEGOzVHBVYkEhq7Wi0iJrBYzEwY0B9zXLAtmyY7s1ZQ7ezbllrnfYjEbmXtbFxrVCg1wtSL+pcAUkVKFhpgY178ZEwe2ICs3n8iwEOxOJylHszidbSPtrI2rZ37N9Fs6EB3oYkX8SKdkReSCwi1mLGYjdSJCsZiNhFvMdLoomhX396Fjk1pk5toZu2gL7/x8BqdT60hL1aTAFBGvNahpZdm4HozofhEuFyzbcYa73/qBjGzNnpWqR4EpIuUSajbx9PUJTL2xHRYjfJlygj+9/A07j2QGujQRn1JgiohP3NS5MU8PqkPjaCsH0rO5ftZ63t96KNBlifhMUAVmcnIyd999N126dKFDhw7cdtttbN68udRjbr/9dlq2bFnsfzNmzKigykUEoFl0CB9M6Em/+Bhy8508tGwbT334Eza7M9CliZRb0MySPXDgACNGjKBZs2Y899xzhIWFsWDBAkaPHs3ixYvp0KFDice2bduWf/zjH0W216tXz58li0gxosMtzBt5KS+uTuWlL3azYOMv/HQ4k1kjOhMbFXbhBkSCVNAE5qxZs3A4HMydO5fatWsD7sXcExMTmTFjBvPnzy/x2Bo1apCQkFBBlYrIhZiMBiYltqR941o89M6PbPnlFFfP/IZXhnem2yW1A12eiFeC4pSsy+Vi9erV9OrVqzAsASwWC4mJiWzatInMTE0gEKlsLmsTy0f39qFlbCQnsvIY9tq3vPHNPlwu3XoilU9QBObhw4fJysoiLi6uyL64uDicTiepqakBqExEyuuSujV4f2IvrunQEIfTxb9W7OCBpT/qIdRS6QTFKdm0tDQAoqOLrhNSsK3gNcU5deoUjz32GN9++y0nT57k4osvZvjw4YwYMeKC7+1wOHA4qt5amAWfqSp+Nn9T33mntH4LNRmYfnMCHRpH8ewnKXy07TDJRzOZNbwTl9StUdGlBhX9vHnHV/3myfFBEZg2mw2g2GdphoS4n4aQm5tb4vGHDh0iMTGR559/nszMTJYuXco///lPcnNzueuuu0p976o+ck1KSgp0CZWW+s47pfVbx3D4e/9ontt4mtRjZ7hm5jc8Obg+AxMuoVbNKDJybNS0WjiVkUHasSOl/t5XNfp5805F9ltQBGZoqHvR5vz8oquDFISp1Wot9tiZM2diNpuJiIgo3DZgwABuvfVWXnrpJW699dbz9v1RfHw84eHh5Sk/KDkcDpKSkkhISMBkMgW6nEpFfeedsvZbR2Bwt1zuXfojp7PtXH5pWxZs2M/8jZsLF3cf1esS7hnQipCguGjkX/p5846v+i07O7vMA6egCMyYmBgA0tPTi+w7efLkea/5o1q1ahXZZjAYGDx4MNu2bWP37t107NixxPc2mUxV+oe0qn8+f1Lfeacs/dYgugZvj+1J6rEs5m/Yz8wvdhfuy8yx8+KaXQCM69+McEtQ/DXld/p58055+82TY4Pi32/169cnOjqalJSUIvtSUlIICQkhPj6+2GOdTid2e9HJAwWncgpGryISXCxmI/GxkSzYuL/Y/fM27MNsDIq/okSAIAlMgCFDhrBhwwZOnDhRuC07O5tVq1bRr18/atQoOjHgwIEDtG/fnueff/687Q6Hg9WrV1OrVi1atGjh99pFxDtZuflk5hQ/WzYzx05WrhZxl+ARNIE5YcIErFYr48ePZ+3ataxfv54JEyaQk5PDpEmTANi8eTNt2rRh2bJlAFx00UVcfvnlLFiwgOeff56NGzeyZs0a7r77blJTU5k8eXLhpCERCT6RYSFEWYs/5RplNRNuMfPdvqKXakQCIWguDsTGxrJkyRKmTZvGpEmTcLlcdOzYkYULFxaOEl0uFw6HA6fz93Upp06dSps2bVi+fDnz5s0jJCSENm3aMHv2bAYNGhSojyMiZeBwOhnV65LCa5bnurNnU77edYK7F23hstaxPHZFK1rUK3kCn4i/BU1gAjRv3pw5c+aUuL979+5FrnNaLBbGjh3L2LFj/V2eiPiY1WJmwoDmgPua5fmzZJvz6ld7MRkNrN55jC9TjjOi+0U8MDiOOhGamyAVL6gCU0Sqn9AQE+P6N2PiwBZk5eYTGRaC3ekkLMTE/YPjuDKhAVM+2cnqncdZuPEX3v/hVyYMbMGo3k0JC9GsUqk4QXMNU0Sqr3CLGYvZSJ2IUCxm43m3krSoF8Hrd17KkrHdadcoiqw8O1M/TWbw8+v48MdfcTq1Lq1UDAWmiFQKvZrX5aOJfXj+5g7Ujwrj19M5PLD0R66ftZ7v9mtikPifAlNEKg2j0cCNXRrz5eQBTE6Mp4bFxLZDGdw8ZyPjF21h38mzgS5RqjAFpohUOlaLiXsHxfHlIwMY1u0ijAb49OejXD59Hf/438+cOmsLdIlSBSkwRaTSqhcZxrM3JPDpg/0Y0DIGu9PFvPX76T/tS177ai82u4Mcmx2b3UnamTxsdqceKyZe0yxZEan04mMjmT+qG1/vOsHTH+8k+WgWS787yE1dGjNvwz7mb9h/3i0rEwY0J1QzbMVDCkwRqTL6xsXw8f11eXfLIepFhfLm+n1a2F18RqdkRaRKMRkN3HJpE3o1r6uF3cWn9BMjIlXShRZ2P51jw+XSPZxSdgpMEamSLrSwe0SomeGvb2Jl0hEtfiBlosAUkSqpYGH34ozs1ZQNe9LYuCeNCYt/IPGFr3jvh0PYHc5iXy8CCkwRqaIKFnZ/YHBc4UgzymrmgcFxTBzQgksvjub+QS2IDDOz+/gZJr2zjUHPr2PJpgPk2R0Brl6CkaaIiUiVVdLC7qEhJkJDTExKbMmYfs1YtPEX3vhmHwfSs/nL+0m8tGYXd/drxrBuF2G16PYTcdMIU0SqtNIWdgeICgth4sAWfPPoQP52dRtio0I5mpnLP1fsoM/UL5i1djdZufkBql6CiQJTRAR3sN7V5xK++r+BPH19OxpHW0k7a+M/n6bQe8oXTP88ldPZWnKvOlNgioicI9RsYkT3i/ly8gCev7kDzWNqkJlr56U1u+g95QueXbmT41m5AFp2r5rRNUwRkWKEmIzc2KUx13VqxKc/HeXlL3ez80gmc7/ay1e7TrDs7p688c0+5m3Yp2X3qgkFpohIKUxGA1e1b8CVCfX5MuU4M7/YzYQBzXnt671adq+a0SlZEZEyMBgMDGoVy3v39KJffIyW3auG9H9VRMQDBoOBM7n2UpfdO5GVxxvf7GPLL6e0ilAVonMGIiIeKlh2r7jQjLKaia4Rwitf7ib9rI26ERYGt4rl8jax9G5RV/d1VmIKTBERDxUsu1dwzfJco3pdwomsPHq3qMva5OOcPGNj2fcHWfb9QcJCjPSNi+Hy1rEMal2PuhGhAahevKXAFBHxUMGye0CJs2RnDuuEze5k8750Pt9xlNU7j/Pr6Rw+33GMz3ccw2CAzhdFM7hVDI2w06GYJ6fk2OyYjMbzVinSZKLAUc+LiHihtGX3CljMRvrE1aVPXF3+fo2LHUcyWb3jOJ/vPMpPv2ay5ZdTbPnlFAAzvv+axLb1uax1LF0ujsbucDJn3V7dthJEFJgiIl4qGO3V+e3UqqWUeZQGg4G2DWvStmFNHrgsjiMZOazecYxVO46xcfdJ9qdl8+pXe3n1q73MG3kpWw+c4iU/3rZSFUavYWFhFfp+lat3RESqiAY1rdzesynDuzVhw3c/cDqsIV+knGDrgVN0b1abB5ZtLfa4eRv2cc+A5rzz3QGsFjPR4RZqhYdQKzyE6HAL4RYTBoOh1PfOy3f4ffTqz0AuaDumSTMcLgN5NnuFhL0CU0QkwMJDjPRKqM+fOjYi3+HkVLat1NtWTp7J441v9pNyLKvIfovJWBieBV+ja4RQ02ohOjyExLb1eX/rIV5a47/Rqz8DuSLCviQKTBGRIBJiMlLLain1tpW6EaG0axRFzfAQTmfbOJWdz+lsG/kOFzaHk+NZeRzPyitybO0aFm7veTHzN+wv9r3nbdjHuP7NuPblb8h3uKgRaiLcYv79q8WE9bev4aF/+GoxE24x0TjaysKNv5w3g9hXgZxjszNn3V6/tF0WCkwRkSBzodtWnC4Xz9/S8bztLpeLbJuDU9k2Tmfnc+qcID111v3ncIuJ09n5pY5e08/ayM13Fjt6vZDaNSx88+hA5m3YV+z+gkC+bPpasnLtmI1GzCYDJqMBs9GAyWj87av7z2aTAbPRiMlooJY1hCk3tS+17YkDW3hcsycUmCIiQaYst638kcFgoEaomRqhZhpHl9y2ze4sdfRaLzKUKTcmkJGTT7bN8dt/ds7mnf+1yHabgwY1w0g7U/rp5PSzNkwGI8cyi46AS9MyNpKTWXmltp2Vm184Acsfgiowk5OTmT59Olu2bMFut5OQkMD9999Pt27d/HKciEiwKsttK9640OjV7nTR6aJSEvcCLhzIYbw8vBN5dicOpwu70/Xb19/+7CjY5vx9n8OF2WigXmRoqW1HhoV4XXdZBE1gHjhwgBEjRtCsWTOee+45wsLCWLBgAaNHj2bx4sV06NDBp8eJiAQ7T25bKStvRq+euHAgO4mLjfSq7Ryb/YJt+6KPShI0gTlr1iwcDgdz586ldu3aAHTp0oXExERmzJjB/PnzfXqciEh15a/RK/g3kP0d9hcSFIHpcrlYvXo1vXr1Kgw9AIvFQmJiIosWLSIzM5OoqCifHCciUt35Y/RawJ+BfG7bGdl51AwP9VnbFxIUj/c6fPgwWVlZxMXFFdkXFxeH0+kkNTXVZ8eJiIh/hVvMWMxG6kSEYjEbfXq7R7jFjMng4vjBvZgMrgpboSgoRphpaWkAREcXvdBcsK3gNb447lwOhwOHw+FZwZVAwWeqip/N39R33lG/eUf95h2Hw0Fubm65+82T44MiMG02G+A+lfpHISHuWU+5ubk+O+5cVX0EmpSUFOgSKi31nXfUb95Rv3mnIvstKAIzNNR9Dj0/P7/IvoJQtFqtPjsOwOl0AnDRRRdV+AK+FcHpdLJ7925atGiB0RgUZ94rDfWdd9Rv3lG/ecdX/Zabm8uBAwcKM6E0QRGYMTExAKSnpxfZd/LkyfNe44vjAPLy3DfNHjhwwIuKK4/du3df+EVSLPWdd9Rv3lG/ecdX/ZaXl0dERESprwmKwKxfvz7R0dGkpKQU2ZeSkkJISAjx8fE+Ow6gZs2aNG3alNDQUP2rTkSkmnI6neTl5VGzZs0LvjYoAhNgyJAhvP/++5w4caJwVJidnc2qVavo168fNWrU8OlxZrOZOnXq+OfDiIhIpXGhkWWBoBlaTZgwAavVyvjx41m7di3r169nwoQJ5OTkMGnSJAA2b95MmzZtWLZsmUfHiYiIlFfQBGZsbCxLliwhJiaGSZMmce+992IwGFi4cCEtWrhXoHe5XDgcjvMuzpblOBERkfIyuFwuV6CLEBERCXZBM8IUEREJZgpMERGRMlBgioiIlIECU0REpAwUmCIiImWgwBQRESkDBaaIiEgZKDBFRETKQIEpIiJSBkGz+LqI+Nftt9/O5s2bi2y3WCzUr1+f3r17M378eOrXrx+A6kSCnwJTpJoJDw+nQ4cOhX9OS0sjNTWVAwcOsGbNGj766COio6MDWKFIcFJgilQzjRo1Yv78+edte+edd/jb3/7G8ePHWbVqFbfeemtgihMJYrqGKSL06dOn8PuzZ88GsBKR4KXAFBG++eabwu+7desWwEpEgpdOyYpUM7/++isjR44s/HPBNczatWvz4IMP0q5du8AVJxLEFJgi1Ux2djYbN24ssj0iIoKDBw+Sm5tLWFhYACoTCW46JStSzcTFxZGSklL43w8//MBrr71GVlYWr732Gg8//HCgSxQJSgpMkWquRo0a9OvXjzvuuAOA1atXk56eHuCqRIKPAlNEAPf9mQXS0tICWIlIcFJgighZWVl89NFHgDs4L7roogBXJBJ8NOlHpJr54yzZ3Nxcdu/eTVZWFgCTJ08mNDQ0QNWJBC8Fpkg188dZsmazmdjYWLp168Zdd91Fly5dAlidSPAyuFwuV6CLEBERCXa6hikiIlIGCkwREZEyUGCKiIiUgQJTRESkDBSYIiIiZaDAFBERKYNqex+m3W4nIyOD0NBQjEb9u0FEpDpyOp3k5eVRs2ZNzObSI7HaBmZGRgb79+8PdBkiIhIEmjZtSp06dUp9TVAFZnJyMtOnT2fLli3Y7XYSEhK4//77L/gE+C+++ILXX3+dXbt2kZ+fT6tWrRg9ejSJiYklHlOw9FfTpk2xWq0+/RzBwOFwkJqaSnx8PCaTKdDlVCrqO++o37yjfvOOr/otJyeH/fv3l2k5yKAJzAMHDjBixAiaNWvGc889R1hYGAsWLGD06NEsXryYDh06FHvchx9+yP/93/9xzTXXMHHiRGw2G2+88Qb33XcfM2bM4Morryz2uILTsFar9bynNFQVDocDcC+krV9Cz6jvvKN+8476zTu+7reyXJoLmsCcNWsWDoeDuXPnUrt2bQC6dOlCYmIiM2bMYP78+cUe9+KLL9K1a1emTZtWuO3SSy+lf//+LF26tMTAFBGRyi0sLKxC3y8oAtPlcrF69Wp69epVGJYAFouFxMREFi1aRGZmJlFRUecdl5eXx1133UVcXNx52yMiImjWrBmHDx+ukPpFRKQC2bIxmsy0alIXIw6w5YHF/2cKgyIwDx8+TFZWVpHgA4iLi8PpdJKamkrXrl3P2xcaGsqIESOKHJOfn8+RI0do3bq132oWEZEAsOfC+hcwbJqLKfc0hNWC7uOg7yQw+3fEGRSBWfB09+jo6CL7CraV5QnwDoeDAwcOMH36dPLy8rj//vvLdEzBufCqpOAzVcXP5m/qO++o37yjfis7oz0XNryIYd3U3zfmnoZ1U3EB9HoAp4eh6Um/B0Vg2mw2wH0K9o9CQkIA90NuS/Pee+/x+OOPA9C6dWvmzZtHu3btLvjeqampnpZbqSQlJQW6hEpLfecd9Zt31G+lM5vNJLRthXHT3GL3GzbNxdn3YX766Sfsdrt/avBLqx4qmM6bn59fZF9BmF7o1o9Bgwbx3nvvceLECT766COGDRvGP/7xD2644YZSj4uPj6+ys2STkpJISEjQzDsPqe+8o37zjvqt7Ay56e4RZXFyT2PIyyrTQOlc2dnZZR44BUVgxsTEAJCenl5k38mTJ897TUlq1apFrVq1ABgwYACTJ0/m73//O4MHD6ZmzZolHmcymar0D2lV/3z+pL7zjvrNO+q3Mgir6b5mWVxohtXCEBblcR968vqgWBOufv36REdHk5KSUmRfSkoKISEhxMfHF9l3/Phxli9fzu7du4vsa9u2LXl5eVrNR0SkqrDlQLexxe/rPg4c/jkVWyAoAhNgyJAhbNiwgRMnThRuy87OZtWqVfTr148aNWoUOcZms/HXv/6VuXOLntPeunUrAA0aNPBf0SIiUjHsebByMnQfD/0ecY80wf21/6PuWbJ+vrUkKE7JAkyYMIFPP/2U8ePHc9999xESEsJrr71GTk4OkyZNAmDz5s2MHDmSp556iltvvZXGjRtz7bXX8uGHHxIREcFll10GwKpVq/jss8+44YYbqFevXiA/loiIlJfLBf97AJLegbQ9MGIZrv7/hzP7NMbwWhgc+X6/pQSCKDBjY2NZsmQJ06ZNY9KkSbhcLjp27MjChQtp0aIF4F7gwOFw4HQ6C4975plnaNWqFe+//z7vvvsuFouFJk2aMHnyZEaOHBmgTyMiIj7zzXTY9jYYTDDoCagRg9PhIPnACVq1qoOpmDss/CFoAhOgefPmzJkzp8T93bt3L3Kd02w2M3r0aEaPHu3v8kREpKLt+BDW/NP9/ZX/gRaDC3dd6HZDXwuaa5giIiLn+fUHeG+c+/vu98ClYwJajgJTRESCT8av8PYwsOdAXCIMeTrQFSkwRUQkyOSdgbdvhTNHoV4buPENMAb+HlUFpoiIBA+nA967G44mQY0YGLYUwqIufFwFUGCKiEjwWP13SPkYTKHw5yUQfXGgKyqkwBQRkeDww0LY8JL7++tmQZNuga3nDxSYIiISePu+hhUPub/v/xgk3BTYeoqhwBQRkcBK2wPLbgOnHdrdBAMeC3RFxVJgiohI4GSnw5Jb3E8gaXwpXPsKGAyBrqpYCkwREQkMuw3euQPSdkPNJu5JPiH+XxPWWwpMERGpeC4XfDwJ9n8NlggYvgwigvthGQpMERGpeBtfhq2LwGCEm96E2LaBruiCFJgiIlKxklfCqr+5vx/yDMQPCWw9ZaTAFBGRinNkO7w7BnBB17vcD4SuJBSYIiJSMbKOwtt/hvyz0GwgXDE1aGfEFkeBKSIi/mfLdodl5q9QNx5ung+mkEBX5REFpoiI+JfTCR+Mh8NbwVrbPSPWWivQVXlMgSkiIr5nywaHDc6ecH9tf4v7UV1/Xgy1mwW6Oq+YA12AiIhUMfZcWP8CbJrrXsEnrBZ0Gwt3rYLQyAAX5z0FpoiI+I4t2x2W66b+vi33NHw1zX3PZe8HwRIeoOLKR6dkRUTEd0xm98iyOJvmuvdXUgpMERHxndwM94iy2H2nITezIqvxKQWmiIj4TlhN9zXLYvfVgrCoiqzGpxSYIiLiOw47dB9X/L7u49z7K6nKezJZRESCjyUcekwAlxM2v/b7LNnu46DvJDAH7+O7LkSBKSIivpOdDgv+BAMfh8mpkJflPg3ryK/UYQk6JSsiIr704xI49hOsnQImC9So6/5qqRHoyspNgSkiIr7hcsH3b7q/7zq6Ui2sXhYKTBER8Y19X0H6HrBEQMLNga7G5xSYIiLiGwWjy/a3VOol8EqiwBQRkfLLOgbJK9zfdx0d2Fr8RIEpIiLlt3UROO3Q+FKonxDoavxCgSkiIuXjdMCWBe7vu94V2Fr8SIEpIiLls3sNZBxwL1DQ9rpAV+M3CkwRESmfgsk+HUdAiDWwtfiRAlNERLx3+iDs+sz9fddRga3FzxSYIiLivR8WuteNbdoX6sYFuhq/UmCKiIh3HPnuwIQqeyvJuRSYIiLinZRP4MxRqBEDra4OdDV+p8AUERHvFEz26XQ7mC2BraUCKDBFRMRzaXtg75eAAbrcGehqKoQCU0REPLdlvvtri8sgumkgK6kwXgVmdna2r+sAIDk5mbvvvpsuXbrQoUMHbrvtNjZv3nzB4zZs2MCwYcPo0KED3bp1Y/jw4axbt84vNYqIVHv2PNj6lvv7ajDZp4BXgdmtWzduu+02Zs+ezfbt231SyIEDBxgxYgSnTp3iueeeY86cOURERDB69Gi2bdtW4nFffPEFo0aNIiIigpkzZzJt2jRCQ0O5++67+eSTT3xSm4iInGPHR5CTDlGNIC4x0NVUGLM3B40bN47vvvuOOXPm8NJLLxEVFUXPnj3p3bs3ffr0oUGDBh63OWvWLBwOB3PnzqV27doAdOnShcTERGbMmMH8+fOLPW7GjBk0bdqUWbNmERISArgDfcCAASxatIgrrrjCm48oIiIlKZjs0/lOMHkVI5WSV5/0vvvuA8Bms7Ft2zY2bdrE999/z9NPP01eXh5NmzalT58+PPHEE2Vqz+VysXr1anr16lUYlgAWi4XExEQWLVpEZmYmUVFRRY675557qF27dmFYAlitVi6++GKOHj3qzccTEZGSHN8JBzaAwQSdbw90NRWqXP80sFgsXHrppVx66aUApKens2TJEpYsWcJbb71V5sA8fPgwWVlZxMUVXSUiLi4Op9NJamoqXbt2PW+fwWDgyiuvLHJMfn4+v/zyC61bt77gezscDhwOR5nqrEwKPlNV/Gz+pr7zjvrNO5Wt3wzfvYkRcMVfgbNGLASobl/1myfHlysw09PT2bJlC9999x3ff/89KSkpWCwWEhISioRbadLS0gCIjo4usq9gW8FrymLmzJmcPn2a4cOHX/C1qampZW63MkpKSgp0CZWW+s476jfvVIZ+M9pzSNi6GCOwq1Zfsn78MdAlVWi/eRWYTz75JN9//z379u2jVq1adO7cmauvvpq///3vtGnTBrPZs2ZtNhvgHrH+UcGp1tzc3DK1tXTpUl599VVuuOEGEhMvfDE6Pj6e8PBwD6qtHBwOB0lJSSQkJGAymQJdTqWivvOO+s07lanfDD++hdF+Fld0U5pffhcYAndnoq/6LTs7u8wDJ68C85133iE6OprRo0dz3XXXFXsq1ROhoaGA+1TqHxWEqdV64UfGvPzyy8ycOZM//elP/Otf/yrTe5tMpqD/IS2Pqv75/El95x31m3cqRb/9du+locsoTOaQ0l9bQcrbb54c61VgPv/882zevJkvvviCN998k5o1a9K1a1e6du1Kt27daN26NQaDocztxcTEAO5TvH908uTJ815TkqeeeoqlS5cyZswYJk+e7NH7i4jIBRzeCod/AGMIdLot0NUEhFeBedVVV3HVVVcBcOLECTZv3szmzZtZtmwZU6dOJSIigs6dOzN37twytVe/fn2io6NJSUkpsi8lJYWQkBDi4+NLPH7GjBksW7aMJ554gjvuuMObjyQiIqX5fp77a5troUbdwNYSIOW+gSYmJoarrrqKK6+8kuTkZD777DOWLVvGV1995VE7Q4YM4f333+fEiROFo8ns7GxWrVpFv379qFGjRrHHrV69mjlz5jB58mSFpYiIP+RmQNJ/3d9Xo5V9/sjrwMzLy2Pbtm1s2bKFLVu2sG3bNs6cOUNMTAx9+/alV69eHrU3YcIEPv30U8aPH899991HSEgIr732Gjk5OUyaNAmAzZs3M3LkSJ566iluvfVW7HY7U6ZMoXHjxnTv3r3Y2VItW7YsdjKRiIiU0fZ3IP8s1G0JF3v2d3tV4lVg3nLLLezcuRO73Y7VaqVbt27ce++99OrVy+sJQLGxsSxZsoRp06YxadIkXC4XHTt2ZOHChbRo0QJwL1TgcDhwOp0AHD16lIMHDwJw8803F9vumjVraNy4sVc1iYhUey7X76dju46Gajw/xKvANBqNjB07ll69etGxY0ePbyMpSfPmzZkzZ06J+7t3737edc7GjRsXe91TRER85OBmOP4zmK3Q4dZAVxNQXiXd0qVLAcjJyeHHH3/k+PHjGAwGYmNjadeunU6BiohUFQXrxra7EaxFF5epTrweGr744ovMnz+f3NxcXC4X4F6qLioqivvuu4/bbque045FRKqM7HT4+X3399V4sk8BrwJzwYIFzJ49m0GDBjFgwABiYmJwuVwcO3aM1atX8/TTTxMVFcU111zj63pFRKSi/LgYHHlQvz006hzoagLOq8D873//y6hRo3j00UeL7Bs2bBj/+Mc/mD9/vgJTRKSycjp/n+xz6V3VerJPAa8WAvzll1/o379/ifsvv/xy9uzZ43VRIiISYPu/gvQ9YImEdjcFupqg4FVghoSEcPbs2RL322w2n82cFRGRACiY7NPhVgiNCGwtQcKrwGzfvj0LFy4s9gkiOTk5zJ8/n/bt25e7OBERCYCso5D8sfv7LqMCW0sQ8WoYOHHiREaOHMnAgQPp1asX9erVA+DYsWNs2LCB7OxsFi5c6NNCRUSkgmxdBE47NOkO9dsFupqg4VVgdu3alfnz5zNz5kxWrVpV+Fiu0NBQunXrxv33309CQoJPCxURkQrgdMCWBe7vdSvJeby+0Ni1a1cWLFiA3W7n1KlTGAwGoqOjg/95biIiUrLdqyHjoHuRgjbXBrqaoFLumTlms/mCz6oUEZFKomCyT8cREGINbC1BpsyBOXjwYI8aNhgMrF692uOCREQkQE4fgNTP3N93GRnQUoJRmQOzYcOG/qxDREQC7YeFgAsu6Qd1vXvyVFVW5sBctGiRP+sQEZFAcuT/Fphosk8JynwfZufOndm2bRsArVu3ZseOHX4rSkREKljKSjhzDGrUg5ZXBbqaoFTmEabD4eCjjz4iLy8Pl8vFzz//XOpqPwCXXnppuQsUEZEKUDDZp/PtYNYjGotT5sC87LLLWLx4MUuWLMFgMPDkk0+W+FqXy4XBYGDnzp0+KVJERPwobQ/sXQsYoPOdga4maJU5MP/zn/9wzTXXkJ6ezuOPP869995Lo0aN/FmbiIhUhC2/PZUk7nKIvjiwtQSxMgemyWQqfELJe++9x9VXX03Tpk39VZeIiFSE/DxI/sT9vSb7lMqrhQvq1KmDw+HwdS0iIlJRbNlgMkNuOoz/Cn7ZCM0HBrqqoObV00q2bt3K0aNHfV2LiIhUBHsurH8BpsXB861gehs4tAmc+YGuLKh5NcL8y1/+wvTp0wHo0aOH1o8VEaksbNnusFw39fdtuadh3X8AA/R+ECzhgaktyHkVmLNnzyYnJ4cxY8ZgNBqJjIws8sBog8HA119/7ZMiRUTER0xm2DS3+H2b5kK/yRVbTyXiVWBGRkYSGRlZ+BxMERGpJHIz3CPKYvedhtxMqFG3IiuqNLwKTC2TJyJSSYXVhLBaxYdmWC0Ii6rggioPryb9nMtms3Hw4EFsNpsv6hEREX9y2KH7uOL3dR/n3i/F8jowv/rqK2644QY6dOhAYmIie/fuBeDtt99m3rx5PitQRER8yBIOPe+Ffo+4R5Tg/tr/Ueg7SRN+SuFVYH799deMHz+e3NxcRo4ced6+s2fP8p///IePPvrIF/WJiIgv5ZyGhddCw44wORUe2QOP7ILeD4A5LNDVBTWvAnP27Nn079+fFStW8Oijj+JyuQr3jRkzhhEjRjB//nxf1SgiIr7y3Wtw+AdY828whrgn+JgsYKkR6MqCnleBuXPnToYNG4bRWPzhl19+OXv27ClXYSIi4mO2s7Bxlvv7vg9DCX+HS/G87q3SFivIz8/XYgYiIsHm+3mQkw7Rl0Db6wNdTaXjVWC2bduWRYsW4XQ6i+zLz89nzpw5tG3bttzFiYiIj+TnwoaZ7u/7TnIvYCAe8arHxo0bx913382NN97IZZddhsFg4MMPP+T999/ns88+48SJE7z66qu+rlVERLz142I4cxSiGkP7Pwe6mkrJqxFm3759mT17Nnl5ecycOROXy8W8efNYsGABNWrUYObMmfTu3dvXtYqIiDcc+fDNC+7ve98PZktAy6msvB6TDxgwgAEDBnD06FGOHTsGQP369YmNjfVZcSIi4gNJyyHjANSIgc53BLqaSsurwLz99tu55pprGDJkCPXr16d+/fq+rktERHzB6YCvn3d/3/NeCLEGtp5KzKtTsvv37+dvf/sbvXv35t577+XTTz/V0ngiIsFox4eQttu9ms+ldwW6mkrNqxHm119/zffff8+nn37K559/zurVq4mIiODyyy/nmmuuoUePHhgMBl/XKiIinnC5fh9d9rgHQiMDW08l5/U1zK5du9K1a1f++te/smXLlsLwfP/996lbty5XXXUVjz/+uC9rFRERT6R+Csd+AksEdLs70NVUej5Z5qFLly488cQTrF27lhdffBGr1crChQt90bSIiHjD5YKvnnN/f+ldEF47sPVUAT65c3Xnzp2sWrWK1atXs3v3bsLCwrjiiit80bSIiHhj3zr49Xv3guo97w10NVWC14G5devWwpA8dOgQZrOZPn36MH78eAYNGoTV6vlMrOTkZKZPn86WLVuw2+0kJCRw//33061btzId++CDD7Jv3z5WrlxJ8+bNvflYIiJVQ8HosvOdEFEvsLVUEV4FZp8+fUhLS8NoNNK9e3fGjx9PYmIikZHeX1A+cOAAI0aMoFmzZjz33HOEhYWxYMECRo8ezeLFi+nQoUOJxy5evJgpU6ZQs2ZNr99fRKTKOLAJ9n/tfhpJ7/sDXU2V4VVgXnTRRdxzzz0MGjQIs9lMZGQkYWHle47arFmzcDgczJ07l9q13efau3TpQmJiIjNmzCjxcWGbN29m6tSpPPXUUxw5coSXX365XHWIiFR6X/82uuw4DGo2DmwtVYjHk36OHDlC69ateeONNxg0aBD9+vWjU6dODBkyhOnTp5Oenu5xES6Xi9WrV9OrV6/CsASwWCwkJiayadMmMjMziz22Vq1aLF26lJtuusnj9xURqXIO/wi7VoHBCL0fDHQ1VYpHI8z169fz4IMPkpWVRUJCAn369KFGjRqcOXOGnTt38uqrr/Lee+8xa9Ys2rdvX+Z2Dx8+TFZWFnFxcUX2xcXF4XQ6SU1NpWvXrkX2x8fHe/IRRESqtoL7LtvdBHU0l8OXyhyYR48e5b777qNFixY8++yzxU6q2bNnD3/5y18YN24cK1euJDo6ukxtp6WlART7+oJtBa/xNYfDgcPh8EvbgVTwmariZ/M39Z131G/e8Wm/nUjGuPN/GABHrwegCv+/8FW/eXJ8mQPzzTffJDo6mvnz5xMeHl7sa5o3b868efO47rrrmD9/Pg899FCZ2i5YVs9iKbqCfkhICAC5ubllLdUjqampfmk3WCQlJQW6hEpLfecd9Zt3fNFvTX94hjq4OFW/D3sP57lPz1ZxFfnzVubA/Oabb7jzzjtLDMsC4eHh3HbbbSxfvrzMgRkaGgq4Hz79RwVh6s1tKmURHx9/wc9UGTkcDpKSkkhISMBkMgW6nEpFfecd9Zt3fNZv6fswrvgSgKir/0nHBh19U2CQ8lW/ZWdnl3ngVObAPHLkCG3atCnTa1u3bs2hQ4fK2jQxMTEAxU4YOnny5Hmv8TWTyVSlf7mr+ufzJ/Wdd9Rv3il3v218CVwOaHEZpsZdfFdYkCtvv3lyrEezZF0ul09fV6B+/fpER0eTkpJSZF9KSgohISGa3CMiUpKMX+HHJe7v+04ObC1VWJkDs2HDhuzYsaNMr/35559p2LChR4UMGTKEDRs2cOLEicJt2dnZrFq1in79+lGjRg2P2hMRqTY2zARnPlzcBy7uGehqqqwyB2avXr1YtGjRBSffZGRkMH/+fPr16+dRIRMmTMBqtTJ+/HjWrl3L+vXrmTBhAjk5OUyaNAlwL1LQpk0bli1bVnjcoUOHSEpKIikpiePHjwOwe/fuwm16TqeIVGlnTsCW+e7v+z0c0FKqujJfwxw1ahT//e9/GTVqFFOnTuWiiy4q8pqdO3fy2GOPkZ2dzV13efag0tjYWJYsWcK0adOYNGkSLpeLjh07snDhQlq0aAG4T/U6HA6cTmfhcS+//DLvv//+eW3df//vS0GtWbOGxo210oWIVFHfvgL2HGjUBZoNDHQ1VVqZA7Nhw4ZMnz6dSZMmMXToUDp06EDLli2pUaMGWVlZ/PTTT+zcuZPIyEheeeUV6tat63ExzZs3Z86cOSXu7969e5HrnFOmTGHKlCkev5eISKWXcwo2v+7+vu9kMBgCW08V59FKPwMHDuSjjz7itddeY+3atWzdurVwX8OGDbnjjjsYPXo0sbGxPi9URET+YNOrYMuCem0hfmigq6nyPF58vUmTJvzzn/8E4MyZM5w9e5aIiAhNyhERqUh5Z2DTbPf3/R4Go8dLg4uHyvUA6YiICCIiInxVi4iIlNX3b7pPydZpAW2uC3Q11YL+SSIiUtnk57hvJQHo8xAYtVBERVBgiohUNlvfgrPHoWYTaH9roKupNhSYIiKVid0G6190f9/7ATCFBLaeakSBKSJSmWxfBhkHISIWOt0e6GqqFQWmiEhl4XTANzPc3/e6D0LCAltPNaPAFBGpLH5+H9L3gDUauowKdDXVjgJTRKQycDrh6+fd3/eYCKG6pa+iKTBFRCqD1E/g+A4IjYJuYwNdTbWkwBQRCXYuF2x+1f39pWPAWiug5VRX5VrpR0RE/MiWDSYzZKfDn5fAvq+gSY9AV1VtKTBFRIKRPRfWvwCb5kLuaQirBd3vhuZ6hFegKDBFRIKNLdsdluum/r4t9zSs+w9ggN4PgiU8MLVVY7qGKSISbExm98iyOJvmuvdLhVNgiogEm9wM94iy2H2nITezIquR3ygwRUSCTVhN9zXLYvfVgrCoiqxGfqPAFBEJJi4XHN9Z8r2W3ceBw16xNQmgST8iIsHD5YJP/g/2roVRn4DBAJtePWeW7DjoOwnMWkM2EBSYIiLBwOWElf8H370OGOCX9dD7Iej3iPuaZVgUOPIVlgGkwBQRCTSXE8PKyfDDfMAA174Mba79fX+Nuu6vJksgqpPfKDBFRALJ5eSi7dMxHlgJGOC6WdBxeKCrkmIoMEVEAsXpxLDiAWIOrMRlMGK4bg50uDXQVUkJNEtWRCQQnA74cCLGHxfjwojrWoVlsFNgiohUNKcDPpgA25bgMpjY1/kJXAk3BboquQCdkhURqUgOO3wwHpKWg8GE84bXOGVrysWBrksuSCNMEZGK4rDD+3e7w9JohpvnQ5vrAl2VlJECU0SkIjjy4b0x8NO7YAyBmxdAm2sCXZV4QKdkRUT8zZEP/x0NOz9yh+UtC6HVlYGuSjykwBQR8Se7Df47CpJXuBceuGURtBwa6KrECwpMERF/sdtg+UhI+RhMoXDrWxCfGOiqxEsKTBERf7DnwTt3QOqn7rActgRaXBboqqQcFJgiIr6Wnwvv3A67VrkXSx/2NjQfFOiqpJwUmCIivpSfC8tGwO7VYLbC8KXQbECgqxIfUGCKiPhKfg68PQz2fgkh4TB8GVzSL9BViY/oPkwREW/ZssFhg7Mn3F8Pb4XMXyGkBoxYrrCsYjTCFBHxhj0X1r8Am+ZC7mkIqwXdxsKoT+D0QWjUKcAFiq8pMEVEPGXLdofluqm/b8s9DV9NA4MRej8YoMLEn3RKVkTEE/m5YDS5R5bF2TQXTBqLVEX6vyoiciFpe2D3GvfM17Mn3Ium554u/rW5pyE3E2rUrcACpSIEVWAmJyczffp0tmzZgt1uJyEhgfvvv59u3br55TgRkWLZzsK+r90BuXs1nNr3+77wOlAjxn3NsrjQDKsFYVEVVKhUpKA5JXvgwAFGjBjBqVOneO6555gzZw4RERGMHj2abdu2+fw4kdKEhYUFugTxlT/OZLVlF32NywXHd8KGmbDgGpjaFN6+Fb57zR2WxhBo2hcu+wfc8RHggu7jin+/7uPcj/GSKidoRpizZs3C4XAwd+5cateuDUCXLl1ITExkxowZzJ8/36fHlZst232dIjcDwmq6f0Es4ZWjfdVeavtGk5lWTepixAG2vEpVe2Xud7+0X9xM1u7joO8k9xNE9nzx2yhyjft2kHPVvAjiLnMvZ3dJPwiNPH9/30nur8W1bdY/uKqioAhMl8vF6tWr6dWrV2HoAVgsFhITE1m0aBGZmZlERUX55LhyK+2X0Be/KP5sX7VfsH3DprmYKmntlbnffd5+STNZ1011jygbdnSv9VrAHAZN+7gDssVlUKcFGAwlt28Oc8+G7TfZfc0yLModwgrLKisoAvPw4cNkZWURFxdXZF9cXBxOp5PU1FS6du3qk+PKpbRfQoCuo4v+S9UTUY3g+zdg3X/K177TSfjpVDjsBKPRt237u/aKbtvf7Vf12jMOub93Ogg/tQt+tbtnkbpcJTR6zvZaTeD7N0tuv+NwOLjZHUQOGzjt7q+O/HO25Rf9sykUhjxd8kzWza/CpB3Q6FJo3NUdkE17Q4jVs/4pGAUXTPAxWTw7XiqVoAjMtLQ0AKKjo4vsK9hW8BpfHHcuh8OBw+Eoc61GkxlDadPJez8Ai2+G7NLft1jhdeDBJNj0arnbNwGtAb72fdv+rr1C2/Z3+9Wh9iW3QHba7z9z3/i4/U8f87z2em3gzPFSZ7K6bGdxjv7s/O0e/F3gKwV//3jy95D4rt88OT4oAtNmswHuU6l/FBISAkBubq7PjjtXampqmesMCwujVZO67tN1xck9jSs7jfw6rXG5yt5uAUOdeELOnsTgh/b92ba/21ftgWm/7G23Ldp2aacyC9SNx3I27QLtp3O2yUAcpw7iMphxGU04jSG/ff/bf0W+D8FgjaJBRD0MpcxkdYXV5KeffsJuD44JOklJSYEuoVKqyH4LisAMDQ0FID8/v8i+glC0WoueKvH2uHPFx8cTHl72yQVGHKVPJ4+sj2nkR2VuryjftO9wOEhKSiIhIQGTyeTTtkt5Vz+2r9oD035Z2v7A/cpif+bK234s1ltKGIFeiD0XV/dxGM69fPIbV/dxGBx22rVr513bPuRdv4mv+i07O7vMA6egCMyYmBgA0tPTi+w7efLkea/xxXHnMplMnnW2Lc89IaGYX0J++yU0FTPiDVT7532+SlZ7hbXt7/arWe0e/U75s3ZTjRJnshp+m1AUTPHk8d9FApS/3zw5NigCs379+kRHR5OSklJkX0pKCiEhIcTHx/vsuHKxhPt3Ork/21ftqj2Y2q6I9jWTVXzJFSSefPJJV0JCguv48eOF286ePevq2bOn65577vH5cWfPnnV9//33rrNnz3pXcN5Zl8ue53KdOeH+mnfGu3b81L7dbnd9//33Lrvd7vO2L8if7VdA7U57nsueeczlrIS1B7LfS/2Z80H7VVW5+q0a81W/eZIFQbPSz4QJE7BarYwfP561a9eyfv16JkyYQE5ODpMmuf8FunnzZtq0acOyZcs8Os4vLOHuKeQ16rq/WmpUnvZVe6ntOzGRfOAETkyVrvbK3O9+bV/EB4ImMGNjY1myZAkxMTFMmjSJe++9F4PBwMKFC2nRogXgXqjA4XDgdDo9Ok7EUxeaXS0i1U9QXMMs0Lx5c+bMmVPi/u7duxd7vfJCxxWnIHRzcnI8K7KSKLi3KDs7WxMJPKS+8476zTvqN+/4qt8KMuDcgVhJDC5XictxVGlpaWns378/0GWIiEgQaNq0KXXq1Cn1NdU2MO12OxkZGYSGhmI0Bs2ZaRERqUBOp5O8vDxq1qyJ2Vz6SddqG5giIiKe0NBKRESkDBSYIiIiZaDAFBERKQMFpoiISBkoMEVERMpAgSkiIlIGCkwREZEyUGCKiIiUgQJTRESkDBSYIiIiZaDAFBERKQMFpoiISBkoMEVERMogqB4gLSIVY/v27SxatIgtW7Zw4sQJrFYrsbGx9O/fn+HDh9OwYcNAlygSdPR4L5Fq5rXXXuP555/H5XJhtVpp1aoV2dnZ7Nq1C6fTSc2aNZk9ezZdunQJdKkiQUWBKVKNfP3114wZMwaAoUOH8vTTTxMREQHA3r17uffee9mzZw8NGzbks88+w2KxBLJckaCia5gi1cjs2bMBaNCgAf/5z38KwxKgWbNmvPDCC8TFxXHVVVeRlZUVqDJFgpKuYYpUE2fOnGHr1q2Ae3QZGhpa5DXx8fGsWLGioksTqRQ0whSpJg4ePIjT6QQgLi4uwNWIVD4KTJFqIjs7u/B7q9UawEpEKicFpkg1ce71yjNnzgSwEpHKSYEpUk1cfPHFhISEAJCcnFzi6/bu3VtRJYlUKgpMkWoiLCyM3r17A/Dpp58WO8pMTk7myiuv5IYbbuCnn36q6BJFgpoCU6QamThxImazmbS0NB5++GFOnz5duG/v3r088MADuFwujh8/TtOmTQNWp0gw0sIFItXM+++/z9/+9jfy8/MJDQ2ldevW5Obmsnv3bux2O3Xr1mX27Nm0b98+0KWKBBUFpkg1tGfPHhYsWMDGjRs5duwYISEhNGrUiMGDBzN8+HBiYmICXaJI0FFgioiIlIGuYYqIiJSBAlNERKQMFJgiIiJloMAUEREpAwWmiIhIGVTbx3vZ7XYyMjIIDQ3FaNS/G0REqiOn00leXh41a9bEbC49EqttYGZkZLB///5AlyEiIkGgadOm1KlTp9TXVNvALHh4btOmTavko44cDgepqanEx8djMpkCXU6lor7zjvrNO+o37/iq33Jycti/f3+xD1T/o2obmAWnYa1WK+Hh4QGuxvccDgcA4eHh+iX0kPrOO+o376jfvOPrfivLpbmgu3iXnJzM0KFDadmyJXv27CnTMZs3b+a2226jY8eOdO7cmbvvvrvUxxeJiIh4KqgCc/Hixdx8880ePdx2y5YtjB49GqvVyiuvvMILL7xAZmYmt912G4cOHfJjtVKVhYWFBboEEQkyQROYmzdvZurUqTz11FPceuutZT7uhRdeoG7durzyyiv07t2bfv36MWvWLOx2O7Nnz/ZbvTn5OeQ78knPSSffkU9Ofk6laV+1l96+Eyf1mtbDibPS1V6Z+72y1i7VR9Bcw6xVqxZLly6lTZs2zJw5s0zHnD59mu+++47bb78di8VSuL127dr07t2b1atX8/TTT/u81jxHHm/+9CZLkpeQacskyhLFiFYjuKv9XYSaLnzhOJDtq3bVHkxtV/bapXoJmsCMj4/3+JjU1FRcLlexx7Zo0YLVq1dz5MgRGjRo4IsSAfe/Vt/86U3mbJ9TuC3Tlsns7bNx4eLqZlfzw/EfvG6/c2xnVuxZUWL718ddz96MvZiNZkwGU4lfjRhJs6VxIvsElhALZqMZI0YW/LygxLZvb3M7OfYc7C47+Y587E47+c6yf720/qV8vPdj5m6fW2z7Qy8ZysbDGzEajO4ajUaMGN1/NpoKtxsMBvf+gtcZjMTViuO9Xe+V2i+pp1JxuBy4XC4cLgdOl7PYPzudTpw43X92urf3bdyXT/Z9UmLtlze9nDUH1nj1//Syiy7js/2fldz2xSW37eLCDxO6/OLLPW/fULQdQzEbB180uNS2E5sm8uXBLwH3/WxHjh/hu6Tvynxv88AmA0tt/+pmV7Pt5DbMBjNm4/n/hRhD3N8Xs89sMBMeEs5bO94q9mcGYFS7UVhDqt4MefGfoAlMb6SlpQEQHR1dZF/BtrS0tFID0+FwFM62Kguz0cyS5CXF7luSvIRR7UYxY8sMTuWdKnObBaJDo/n0xk8v2P5fvv5L2dtP9aztm/93c7lqfzv57VLbf3X7qx63X9ban1z/pNe139LylgvW/vbOt72q/c42d1647WTP2y5of2TbkX5pPzo0mjva3HHBtt/a8db5bR8ve/u3tb7tgu0/991zPv+ZWZy8mLHtx3r0u+8vBTUEQy2Via/6zaO//8v1TgGWl5cHQEhISJF9Bdtyc3NLbSM1NbXM7xcWFka9pvXItGUWuz/TlklGXga96vbiUOaFJxz98VGkTaKacDrv9AXbT6iVwN7Te3FwzqjJ5cSO/fc/4/7qcDlw4aKutS7puemltn0q7xT1rPU4azvrHq0a3KPVc78v6WvTmk3JyMsotf3MvEwG1BvAwYyDuHDhdLlHei6X67yvTpfzvP0X1byoTP3SMbojBzMOYjAYCkeuBgwYDe6RbEnbG0c1LlPtQ2OHciTrSEn/O4vVILJBmdq+ov4VhW0XN9Irb/tX1r+ysP3iRq3FPRa3rG0PjR3K4azDZa65QMPIhhdsPyMvgx51erA/Y3/hz7PD5cDB79/bXfYi+2LDYy/4834i5wQLv19IbVdtWtdoTbgpsLeXJSUlBfT9K6uK7LdKHZgFMxnz8/OL7CvYdqFFCeLj4z26D9OJkyhLVLG/iFGWKOpa6/L0QO+vm5al/Zcuf+mC7TgcDpKSkkhISMBgNOBwOTAZTaW2Xc9aj2VXL/Nb7XWsdXiq/1N+abuutS4zLpvhVdtlab+OtQ6P9nvUb23/X9//86rtsrb/SN9H/NZ2Qb+c+zNX1vviyvL/9dlBz/ql9lqhtVh5dCWn8k5hMphoW6ctPRr0oEeDHiTUTSDEWPQf4v7gTb+J7/otOzu7zAOnoJkl6426desCcOpU0dM1J0+eBCAmJqbUNkwmk0f/2Z12RrQaUWxbI1qNwO60e9ymv9ov+Hwh5hDCQsIqVe2Vud+rc+3g2e9UoGof3mo4p3JPMaTpEJpGNcXhcrD95HZeTXqV0atG0/+d/jyw9gGWpi7ll6xfMBqNxb6HzWnDiZMMWwZOnNicNq9q9bTf9J9v+62sKvUIs2XLlphMJlJSUorsS0lJISYmhnr16vn0Pa0hVu5qfxfgvg7i65l3/mxftav2YGo7GGp/oscTABw5c4SNRzby7eFv+fbIt5zKO8W6Q+tYd2gdAPXC69GjQQ96NuxJjwY9qGutqxm41ZDBVdzFiwCbOXMmL7/8MitXrqR58+alvnbMmDEkJyezevXqwlO0x44dY/DgwQwbNownnnii2OOys7PZuXMnrVu39mppvJz8HMxGM1n5WUSGRGJ32n0646687TscDn788Uc6duxY5F9QwV57oNo+t/2MvAxqhtaslLUHqt9L+5kL9trP5XQ5SUlPYeORjWw8vJEfjv2AzWk77zWvJ77Od0e/O292b4F72t/j0Qzc8vRbdearfvMkC4JmhHno0KHCU6vHj7un2e3evZvs7GzAPZpcuXIlf/nLX3j11Vfp06cPAA8//DB//vOfmThxInfddRd5eXm89NJL1KxZk3Hjxvmt3oJfhtqm2gCEmHx7vcOf7av20tt3OBwc23eM6FbRPg009Xtg2ve0baPBSOs6rWldpzWj240m157LD8d/4NvD37LxyEaOnT1GQt0EJq2dVOzxBTNwpeoJmsB8+eWXef/998/bdv/99xd+v2bNGpxOJw6H+z66Aq1bt2b+/PlMnz6dCRMmYDKZ6NmzJzNmzCi8xiniqQvNrpbqI8wcRq+GvejVsBcAp3NPcyb/TKkzcLPyswoDWqqOoAnMKVOmMGXKlFJf07hxY2644YYi2zt16sSiRYv8VZqISKFaYbXId+SXOgM3MiQyAJWJv1XqWbIiIoFQ2gzcYa2GkZGXUcEVSUVQYIqIeKhgBu497e8hyhIFuEeW49qPY3jr4dz/5f3sSNsR4CrF14LmlKyISGUSagplVLtRjG0/tnAGbp4jj39s/AdJJ5MYu2osryW+Rps6bQJdqviIRpgiIl6yhlgJMYVQO6w2IaYQIiwRPNXzKdrHtCfTlsnYVWM10qxCFJgiIj4UYYlg7mVzzwvNnWk7A12W+IACU0TEx/4YmmNWjVFoVgEKTBERP1BoVj0KTBERP4mwRDDnsjkKzSpCgSki4keRlkiFZhWhwBQR8TOFZtWgwBQRqQB/DM2xn2v2bGWjwBQRqSDnhmZGXgZjPx9LcnpyoMuSMlJgiohUoD+G5rjV4/gl55dAlyVloMAUEalg54WmLYP/7P+PRpqVgAJTRCQACkIzoW4CZx1nGbd6nK5pBjkFpohIgERaIpk1aBbNrM3IsOmaZrBTYIqIBFCkJZLJTSeTUDeBjLwMxqwao9AMUgpMEZEACzeFM2vQLNrXba/QDGIKTBGRIBBpiWTO5XMKQ/Nf3/6LkzknyXfkk56TTr4jn5z8nECXWa0pMEVEgkRBaA5tOpSZg2ayNHkpA94ZQP93+jPgnQHM+2keeY68QJdZbZkDXYCIiPwu0hLJkz2fZMHPC5i7fW7h9kxbJrO3zwZgVLtRWEOsgSqx2tIIU0QkyISZwng7+e1i9y1OXozZqLFOICgwRUSCTJYti0xbZrH7Mm2ZZOVnVXBFAgpMEZGgE2mJJMoSVey+KEsUkSGRFVyRgAJTRCTo2J12RrQaUey+Ea1GYHfaK7giAU36EREJOtYQK3e1vwtwX7PMtGUSZYliWKth3JVwF6Hm0ABXWD0pMEVEglCoKZRR7UYxtv1YsvKzsJqtbDi8gW+PfEv/Jv0DXV61pMAUEQlSBbeO1DbVZuHPC5n2/TRa1GpB38Z9MRp0Ra2iqcdFRCqB6+Kuo0ZIDXaf3s3ag2sDXU61pMAUEakEoixR/LnlnwF4Pel1XC5XgCuqfhSYIiKVxO1tbifUFErSySQ2Hd0U6HKqHQWmiEglUcdahxvjbgTg9e2vB7ia6keBKSJSiYxsOxKzwcymo5vYdmJboMupVhSYIiKVSIOIBlzd/GrAfS1TKo4CU0SkkhndbjQGDKw9uJbUU6mBLqfaUGCKiFQyl9S8hMSmiYBGmRVJgSkiUgmNSRgDwGf7P+NA5oEAV1M9KDBFRCqhVrVb0bdRX5wuJ2/+9Gagy6kWFJgiIpXU2PZjAfhwz4ccO3sswNVUfQpMEZFKqlO9TnSJ7YLdaWfBjgWBLqfK8zgwr7vuOubPn8/Jkyf9UY+IiHhgbIJ7lPnf1P9yKvdUgKup2jwOTJvNxpQpUxgwYABjxoxhxYoV5Obm+qM2ERG5gF4Ne9GmThty7Dm8tfOtQJdTpXkcmCtXrmTFihWMGzeOo0ePMnnyZHr16sXjjz/Ot99+648aRUSkBAaDoXCU+fbOtzljOxPgiqour65htmjRgvvuu48VK1awYsUKRo8ezdatWxk1ahQDBgzg+eefZ9++fb6uVUREijHookFcUvMSsvKzWJayLNDlVFnlnvTTokUL7r33Xl577TWuvPJKjh49ymuvvcZVV13F2LFj2bNnjy/qFBGREhgNxsL7MhfuWEiuXZfJ/KFcgZmRkcHixYu59dZbSUxMZOXKlVx66aU888wzvPTSS5w+fZrrrruuzKdqk5OTufvuu+nSpQsdOnTgtttuY/PmzRc8bvXq1fz5z3+mQ4cOdO7cmfHjx7N3797yfDQRkUrlikuuoFFEI9Jz03lv13uBLqdK8jgw7XY7q1ev5r777qNPnz7861//Ij09nYkTJ/L555+zaNEibrjhBi677DKWLVvGwIEDeeqppy7Y7oEDBxgxYgSnTp3iueeeY86cOURERDB69Gi2bSt5Rf7//e9/TJw4EYvFwowZM5gxYwZHjhzh9ttv58SJE55+PBGRSinEGMKotqMAmPfzPPId+QGuqOoxe3pAnz59yMjIIDw8nD/96U/ccMMNdO3atdjXGo1Gbr/9du64444Ltjtr1iwcDgdz586ldu3aAHTp0oXExERmzJjB/Pnziz3uhRdeoEGDBrz++utYLBYA2rdvz+DBg3n99dd5/PHHPf2IIiKV0nVx1zF722yOnj3Kx/s+5roW1wW6pCrF4xFm69atmTJlCuvXr+eZZ54pMSwLNG/enP/85z+lvsblcrF69Wp69epVGJYAFouFxMRENm3aRGZmZpHj0tPTOXToEL169SoMS4Do6GgGDhzI6tWrPfx0IiKVV6gplDvb3gnAG0lv4HA6AlxR1eJxYM6bN48rrriC77///rztNpuNlStXYrPZztteu3Zt/vSnP5Xa5uHDh8nKyiIuLq7Ivri4OJxOJ6mpRR9h43C4fxjODcsC9erV49ChQ2RnZ1/wM4mIVBW3tLyFSEsk+zP3s+bAmkCXU6V4fEr2+PHjjB49mhMnTrBp06bC7Xl5eUyaNIn4+Hjmz59/3kjxQtLS0gD3yPCPCrYVvOZcdevWpVatWvzwww9F9v30008AnDp1ivDw8BLf2+FwFAZvVVLwmariZ/M39Z131G/e8XW/hRnDGNZyGK8mvcpr219jUONBGAwGn7QdTHzVb54c73FgPv/882RnZ/PMM8+ctz0yMpL58+fzt7/9jWnTpvHss8+Wuc2CUWlxI8WQkBCAYlcTMhgMjBkzhueee44pU6Zw1113YTQaefPNN9m9ezdw4c4obuRalSQlJQW6hEpLfecd9Zt3fNlv7e3tCTWGknwqmUXfLKJ9ZHuftR1sKvLnzePA3LhxI48//jiDBw8usq9Hjx489NBD/P3vf/eozdDQUADy84vO6ioIU6vVWuyxo0aN4syZM7zxxhvMmzcPk8nEVVddxbhx43j22WdLHV0CxMfHX/A1lZHD4SApKYmEhARMJlOgy6lU1HfeUb95x1/9dqvhVhbuXMiX2V9yR98LT7ysbHzVb9nZ2WUeOHkcmFlZWdSqVavE/TExMUWuY15ITEwM4J7E80cFi7wXvOaPzGYzDz30EGPHjuXYsWPExMQQFRXFCy+8QHh4OHXq1Cn1vU0mU5X+5a7qn8+f1HfeUb95x9f9dme7O3k75W22ntjKjyd/pEtsF5+1HUzK22+eHOvxpJ+WLVvy4YcfFrvP6XSycOFCWrRo4VGb9evXJzo6mpSUlCL7UlJSCAkJIT4+vtQ2IiIiaN68OVFRUQBs2bKFhISEKnnuXkTkQuqF1yu8reS1pNcCW0wV4fEIc+zYsUycOJH9+/fTq1cv6tSpQ35+PkePHuXLL7/kwIEDzJw50+NChgwZwvvvv8+JEycKR5PZ2dmsWrWKfv36UaNGjWKP+9e//sXmzZv54IMPCv+lsGPHDr777jv+9a9/eVyHiEhVMardKN7d9S7rf13PjrQdtKnTJtAlVWoejzAHDx7MSy+9xJkzZ5g1axb/+te/mDJlSuHCAjNmzOCyyy7zuJAJEyZgtVoZP348a9euZf369UyYMIGcnBwmTZoEwObNm2nTpg3Llv2+uHCPHj1ITU1l8uTJbNq0iY8++oh77rmHjh07cv3113tch4hIVdEksglXXHIFAK8nvR7gaio/j0eYAImJiSQmJnL8+HGOHz+O0Wikfv361K5dG5fLhd1ux2z2rOnY2FiWLFnCtGnTmDRpEi6Xi44dO553itflcuFwOHA6nYXHXX755UydOpU33niDsWPHEhUVxdChQ3nwwQc9rkFEpKoZ024MH+/9mNW/rGbv6b00q9Us0CVVWuVKlHr16lGvXr3ztm3ZsoVJkybx1Vdfedxe8+bNmTNnTon7u3fvXux1zuuuu47rrrvO4/cTEanqWkS3YFCTQXxx8Ave+OkNnu7zdKBLqrS8Csxdu3bx2WefceTIkfNGe06nkx9++EGr64iIBJExCWP44uAXfLz3YyZ0nECjiEaBLqlS8uo+zHHjxhXeOmIwGHC5XIX7Y2Njeeihh3xXoYiIlEtCTAI9GvTg2yPfMv+n+TzR44lAl1QpeTzp5+WXX6ZNmzZ88MEH/PDDD7hcLpYvX87nn3/O8OHD6d+/P8OGDfNHrSIi4qWxCWMBeG/Xe5zMORngaionjwNz165dTJgwgVatWhWukBMSEkKTJk148sknyc3N9eq2EhER8Z9L619Kh5gO2Jw2Fu1YFOhyKiWPAzMvL++8eyJDQ0M5c+ZM4Z+vv/76Ehc2EBGRwDAYDIWjzGUpy8jIywhwRZWPx4HZvHlzPvnkk8I/169fn2+//bbwz7m5uZw6dco31YmIiM/0a9yP+Oh4zuaf5e3ktwNdTqXjcWCOGDGCt956iwceeACAQYMGMWfOHJ5++mneeOMN/v3vf9O8eXOfFyoiIuVjMBgYkzAGgLd2vkV2vu5o8ITHs2RvvPFG4PfnU44bN45vv/2WRYvc58Tr1q3LE09oBpaISDBKvDiRlyNf5kDWAf6353/c2urWQJdUaXh1H2ZBaALUqlWL999/n9TUVBwOB82aNSt8XJeIiAQXk9HEA50fIMQYQo+GPUjPSSfSEondaccaUvxjFMXN41OyDz74IHv27CmyPT4+ntatWyssRUSCXP/G/fk57WcuW34Z/d/pz4B3BjDvp3nkOfICXVpQ8zgwt27dytGjR/1Ri4iI+FlOfg6vJ73O3O1zybRlApBpy2T29tm8sf0NcvJzAlxh8PI4MP/yl78wffp01q9fj8Ph8EdNIiLiJ2ajmSXJS4rdtzh5MWajHlpREo97Zvbs2eTk5DBmzBiMRiORkZFFngpiMBj4+uuvfVakiIj4RpYtq3Bk+UeZtkyy8rOobapdwVVVDh4HZmRkJJGRkUWeUiIiIsEv0hJJlCWq2NCMskQRGRIZgKoqB48Ds+D2ERERqXzsTjsjWo1g9vbZRfaNaDUCu9NOiCkkAJUFP52sFhGpRqwhVu5qfxfgvmaZacskyhLFsFbDuCvhLkLNutOhJB4H5h133HHB1xgMBhYsWOBVQSIi4l+hplBGtRvF2PZjycrPwmq2suHwBr469BWXN7080OUFLY8Dc8+ePRgMhvO2uVwuTp06hdPppHHjxkRERPisQBER8b2CRQpqm2qzZOcSnt38LG3rtFVglsLjwFy/fn2x2+12O2vXruXll1/mhRdeKG9dIiJSQYZeMpTnvn+On9N+5ue0n2lbp22gSwpKHt+HWRKz2cxll13GiBEj+Oc//+mrZkVExM9qh9Xm8ovdI8vlKcsDXE3w8llgFrjkkkv48ccffd2siIj40c3xNwOwct9KsmxZAa4mOPk8MD/99FPCw8N93ayIiPhRl9guNKvZjBx7Dh/v/TjQ5QQlj69h/vnPfy52e35+PseOHSMtLY2bbrqp3IWJiEjFMRgM3NLyFqZsnsI7qe9wa8tbi0zwrO48Dszjx48Xu91oNFKvXj1uueUWxowZU+7CRESkYl3d7Gpe2PICu07tYtuJbXSs1zHQJQUVjwPziy++8EcdIiISYDVDazKk6RA+3PMhy1OXKzD/wKtrmDabjW+++abItpUrV2Kz2XxSmIiIVLxbWt4CwKf7PiUjLyPA1QQXjwPz+PHj3HDDDTz88MPnbc/Ly2PSpEncdNNNpKen+6xAERGpOAl1E2hVuxU2p42P9nwU6HKCiseB+fzzz5Odnc0zzzxz3vbIyEjmz59PTk4O06ZN81mBIiJScQwGQ+EtJu+kvIPL5QpwRcHD48DcuHEjjzzyCIMHDy6yr0ePHjz00EOsWbPGJ8WJiEjFu6rZVYSbw9mfuZ/vj30f6HKChseBmZWVRa1atUrcHxMTo+uYIiKVWI2QGlzV7CrAPcoUN48Ds2XLlnz44YfF7nM6nSxcuJAWLVqUuzAREQmcgtOyqw+sJi0nLcDVBAePbysZO3YsEydOZP/+/fTq1Ys6deqQn5/P0aNH+fLLLzlw4AAzZ870R60iIlJBWtdpTfu67dl+cjsf7P6AuxLuCnRJAedxYA4ePJiXXnqJF198kVmzZp237+KLL2bGjBlcdtllPitQREQC46b4m9h+cjvLU5czqt0ojAafr6ZaqXgcmACJiYkkJiZy/Phxjh8/jtFopH79+tSuXdvX9YmISIAMvWQo076bxq9nfmXj4Y30btQ70CUFVLkWLqhXrx7t2rWjTZs2REREaOECEZEqxGq2ck2LawBYnqrHfmnhAhERKVHB5J+1B9dy7OyxwBYTYFq4QEREStS8VnM61+uMw+Xgvd3vBbqcgNLCBSIiUqqC9WXfTX0Xu9Me4GoCRwsXiIhIqS6/+HKiQ6M5ln2Mb3795sIHVFFauEBEREplMVm4tsW1QPVe+UcLF4iIyAXdFH8T83+ezze/fsOvZ36lUUSjQJdU4bxeuOCll14qduGCF154QQsXiIhUMRdHXUyPBj349si3vJv6Lvd3vj/QJVU4ny5cEBoaysqVKxk2bBhvv/22r2sVEZEAuqXlLXx75Fve2/Ue93S8hxBjSKBLqlBeBWaBevXqUa9ePb7//numTZvGp59+Sk5ODnXr1vVVfSIiEiQGNBlAXWtdTuac5MsDX5LYNDHQJVUorwPz2LFjfPDBB7z33nscOHAAk8lE//79ufHGG+nfv78vaxQRkSAQYgzh+hbX81rSa7yT+o4CszR2u53Vq1fz7rvvsmHDBhwOB5dccgkAr7zySrmDMjk5menTp7NlyxbsdjsJCQncf//9dOvWrcRjnE4n7733HkuXLmX//v3k5+fTvHlzhg0bxs0331yuekRE5Hw3xd/E60mvs+nIJn7J/IWLoy4OdEkVpky3lSQnJ/P000/Tt29fHnzwQZKSkhg2bBjvvfceixcvxuVyYbFYylXIgQMHGDFiBKdOneK5555jzpw5REREMHr0aLZt21bicc899xxPPPEE7du3Z+bMmbzyyivExcXx17/+lddee61cNYmIyPkaRjSkb+O+APw39b8BrqZilWmEed1112G1Wunbty9XX301AwcOJCTEfbH31KlTPilk1qxZOBwO5s6dW/jUky5dupCYmMiMGTOYP39+sce98847dOrUiSeffLJwW+/evdmyZQsrVqxg7NixPqlPRETcbo6/ma8OfcUHuz/g3k73EmoKDXRJFaJMI0yDwYDdbsdms5GTk4PD4fBpES6Xi9WrV9OrV6/zHhFmsVhITExk06ZNZGZmFnusxWIhPDy8SL0RERE+rVFERNz6NupL/Rr1OZ13ms9/+TzQ5VSYMgXm2rVrGTduHLt27eLRRx+ld+/e/PWvf+WHH37wSRGHDx8mKyuLuLi4Ivvi4uJwOp2kpqYWe+yoUaPYuHEj//3vf8nJySE7O5u3336b5ORk7rzzTp/UJyIivzMZTdwYdyMAy1Oqz2O/ynRKNjY2lnvvvZd7772X9evXs3z5cj788EPeffddGjRogMFgIDs72+si0tLSAIiOji6yr2BbwWv+aOzYsYSHh/P3v/+dJ554AgCr1crUqVO59tprL/jeDofD5yPmYFDwmariZ/M39Z131G/eqaz9dm2za5mzbQ4/HP+BlLQUWtSq2CVRfdVvnhzv8W0lvXv3pnfv3pw+fZoPPviAd999F5fLxf3330+PHj248cYbueyyyzyaBFSwWHtxxxRcK83NzS322HXr1jF16lSuuOIKrr32WvLz8/nggw948skniY6Opl+/fqW+d0kj16oiKSkp0CVUWuo776jfvFMZ+61jZEe2ZG5hzoY53NbwtoDUUJH95vV9mLVq1WLkyJGMHDmSbdu2sXz5cj755BPWr19PzZo12bRpU5nbCg11XzDOz88vsq8gTK1Wa7H7nnjiCTp16nTeMzgHDhzIjTfeyD//+U9Wr15d6nvHx8cXuQZaFTgcDpKSkkhISMBkMgW6nEpFfecd9Zt3KnO/3VXvLrZ8sYVvs77lX+3+hdVc9O9pf/FVv2VnZ5d54FSulX4KdOjQgQ4dOvDEE0+wYsUK3n33XY+Oj4mJASA9Pb3IvpMnT573mnPt37+fEydOMHLkyCL7unXrxptvvklaWhp16tQp8b1NJlOl+yH1RFX/fP6kvvOO+s07lbHfejfuTeOIxhw6c4jPD3zO9XHXV3gN5e03T471+PFepbFardx8880sXbrUo+Pq169PdHQ0KSkpRfalpKQQEhJCfHx8kX0Fp2nt9qIPNC0YrerZnCIi/mE0GLm5pXuBmOWpVX/yj08DszyGDBnChg0bOHHiROG27OxsVq1aRb9+/ahRo0aRY1q0aEFYWBjr168vsm/z5s3ExMRQv359v9YtIlKdXdv8WsxGM0knk9iRtiPQ5fhV0ATmhAkTsFqtjB8/nrVr17J+/XomTJhATk4OkyZNAtwh2KZNG5YtWwZAeHg4Y8eOZfPmzTz66KN89dVXrFu3jgcffJCUlBQmTJiAwWAI5McSEanS6ljrcPlFlwNVf5Tpk2uYvhAbG8uSJUuYNm0akyZNwuVy0bFjRxYuXEiLFu7pyi6XC4fDgdPpLDzu3nvvJTY2lsWLF/PJJ59gMBiIi4tjxowZXHnllYH6OCIi1cbNLW/mk/2f8PHej3m4y8NEWKrmwjFBE5gAzZs3Z86cOSXu7969e7HXOW+++WYttC4iEiBdY7tySc1L2Jexj5X7VnJLy1sCXZJfBM0pWRERqZwMBgM3x7sHLe+kvIPL5QpwRf6hwBQRkXK7pvk1hJpCSTmVwvaT2wNdjl8oMEVEpNxqhtZkSNMhgHuUWRUpMEVExCcKrl1+tv8zMvIyAlyN7ykwRUTEJ9rXbU98dDx5jjz+t+d/gS7H5xSYIiLiEwaDgVvi3aPMd1Kr3uQfBaaIiPjMVc2uwmq2si9jHz8e/zHQ5fhUUN2HKSIilVuEJYI7295Jm9ptaF2nNek56URaIrE77VhDKu5pJv6gEaaIiPjU6Haj+TntZwYvH0z/d/oz4J0BzPtpHnmOvECXVi4aYYqIiM/k5Ofw5k9vMnf73MJtmbZMZm+fDcCodqMq7UhTI0wREfEZs9HMkuQlxe5bnLwYs7HyjtMUmCIi4jNZtiwybZnF7su0ZZKVn1XBFfmOAlNERHwm0hJJlCWq2H1RligiQyIruCLfUWCKiIjP2J12RrQaUey+4a2GY3faK7gi31FgioiIz1hDrNzV/i7uaX9P4UgzyhLFuPbjGNZ6GJuPbg5whd6rvFdfRUQkKIWaQhnVbhRj248lKz+LyJBIdp3exchPR3Io6xCvJ75O59jOgS7TYxphioiIz1lDrISYQqgdVpsQUwgto1vSrGYz8p35PPDlA/yS+UugS/SYAlNERPzOZDTxbN9naVenHafzTjNxzURO554OdFkeUWCKiEiFsJqtzBw8k4Y1GvJL5i888OUDlWr1HwWmiIhUmLrWurwy+BUiQyL54fgP/G393yrNU00UmCIiUqFaRLfg+QHPYzaY+WTfJ7z848uBLqlMFJgiIlLhejbsyZM9nwTg1e2v8sHuDwJbUBkoMEVEJCCuj7uesQljAfjHhn+w6cimAFdUOgWmiIgEzL2d7mVo06HYXXYe+vIh9pzeE+iSSqTAFBGRgDEajPy7z7/pVK8TWflZTFwzkZM5JwNdVrEUmCIiElChplBeHPgiTSKb8OuZX7n/i/vJsecEuqwiFJgiIhJw0WHRzBo8i5qhNUk6mcRfvv4LTpcz0GWdR4EpIiJBoWnNprw48EVCjCGsPrCaGVtmBLqk8ygwRUQkaHSJ7cI/e/8TgPk/z+edlHcCXNHvFJgiIhJUrm52NRM7TgTg6U1P8/WhrwNckZsCU0REgs649uO4pvk1OF1OJq+bTEp6SqBLUmCKiEjwMRgM/L3n3+lWvxvZ9mwmrJnAsbPHAlqTAlNERIJSiCmE6QOmc0nNSziefZx7v7iX7PzsgNWjwBQRkaBVM7Qmrwx+hdphtUlOT+aRrx7B7rQDEBYWVqG1KDBFRCSoNYlswsxBMwk1hXIw6yCp6ak4cVKvaT2cOMnJr5hFDswV8i4iIiLl0D6mPS8NfIlWdVqxZOcSxn4+lkxbJlGWKEa0GsFd7e8i1BTq1xoUmCIiUil0qteJN356g7nb5xZuy7RlMnv7bABGtRuFNcTqt/fXKVkREakUzEYzbye/Xey+xcmLMRv9OwZUYIqISKWQZcsi05ZZ7L5MWyZZ+Vl+fX8FpoiIVAqRlkiiLFHF7ouyRBEZEunX91dgiohIpWB32hnRakSx+0a0GlF4u4m/aNKPiIhUCtYQK3e1vwtwX7PULFkREZEShJpCGdVuFGPbjyUjL4OaoTWxO+1+D0vQKVkREalkrCFWjBg5tu8YRox+vZXkXApMERGplHJzcyv0/artKVmn0wlATk7FLKlU0RwOBwDZ2dmYTKYAV1O5qO+8o37zjvrNO77qt4IMKMiE0hhcLpfL63eqxNLS0ti/f3+gyxARkSDQtGlT6tSpU+prqm1g2u12MjIyCA0NxWjUmWkRkerI6XSSl5dHzZo1MZtLP+labQNTRETEExpaiYiIlIECU0REpAwUmMKhQ4do2bIlQ4cOLfzv6quvDnRZlca6deu4/vrrC/tt5cqVgS6pUnA6ncydO5e2bdvy5ZdfBrqcoKa+8o6vfzer7W0lUtSnn34a6BIqnZMnT/LQQw+xaNEi2rZtS1JSEsOHD6dLly7ExsYGuryg9sgjjxAREUHt2rUDXUrQU195zh+/mxphipSDwWDg+eefp23btgAkJCQQHh6uW5bKYMSIEfzjH/8gJCQk0KUEPfWV5/zxu6nArASSk5MZOnQoLVu2ZM+ePSW+5u6776ZLly506NCB2267jc2bN3v0PpMnT+aqq67illtuqTKnffzdd3Xq1GHgwIGFf165ciVWq5V27dr5pP5AqYifuc6dO/uq3KDlq36sDn11Ll/0mz9+NxWYQW7x4sXcfPPNnDlzpsTXHDhwgBEjRnDq1Cmee+455syZQ0REBKNHj2bbtm0AfPzxx3Tv3r3If/fccw/h4eHceOONjBkzho8//pj77ruPBx98sNKPkiqi7wp8+umn9OnThylTpvDcc89Ro0YNv38+f6nIfqvKfNWP1Y2v+82nv5suCVqbNm1yJSQkuJYvX+566aWXXPHx8a7du3cXed2jjz7q6tChgystLa1wW15enqt///6uO++806v3vv32212LFi3ytvSAC1Tffffdd67u3bu7fv755/KUHzCB6LeBAwe6vvjii/KWHlT81Y9Vsa/O5c+fP1/8bmqEGcRq1arF0qVLuemmm0p8jcvlYvXq1fTq1eu8CQEWi4XExEQ2bdpEZmZmqe9z+vRpDhw4cN42h8NxwVUvgllF9d3evXtZt25d4Z+7dv3/9u49pKk2jgP4dzVbZRel7EJSkGgZZJvdNMuuvpUhq7AgtWXlpYsXzG5EUIH90T1TxCyke0ms6L8Kk8pyUSQUZWgldM+SVmlqO+nz/iGOTks77V1u9n4//+15nnPOsy/OH8+zs20MRowYAZPJ9N+fhBO0V25/O+ZoH0fm9idemyyYLszPzw8jRoxoc8zr169RU1MDX19fmz5fX180NTWhoqKizXPcu3cPUVFRqKqqAgCUlpairKwMEydOtH/yTtZe2X3+/Bnp6emorKwEALx69QoPHz785bVdVXvl9rdjjvZxZG5/4rXZcZcQBKD5S+QBwNPT06avpa1lTGsmT56MuLg4GAwGqFQquLu7IzMzE97e3o6fsAtxRHZarRYbN27EihUrADTfmZeYmIjg4GAHz9Z1OCK32tpa6yqiqqoKW7duxY4dO5CSkoLw8HAHz9g1Kc2RWckpzW3mzJkOf22yYHZwFosFQPN2xI9abkFX8ptxsbGxiI2NdejcXJ2jsouMjGxzC+lv44jcevTo8b//3K/SHJmV3O/8/Tn6tckt2Q5Oo9EAACRJsulr+cPq1q19fo28o2F29mFujsEc7ePM3FgwOzgvLy8AwIcPH2z6qqurZWNIjtnZh7k5BnO0jzNzY8Hs4AYMGABPT0+Ul5fb9JWXl8PNzQ1+fn5OmJnrY3b2YW6OwRzt48zcWDD/AjNnzkRJSQnev39vbaurq8Ply5cRGhraoT9E/6cxO/swN8dgjvZxVm686ceFvXz5EmazGQDw7t07AMCTJ09QV1cHABg2bBi6dOmCVatW4eLFi1ixYgWSk5Ph5uaGQ4cOob6+HmvWrHHa/J2J2dmHuTkGc7SPq+emEkKIP3Z2+k82btyI8+fPt9p/5coV60c/nj59il27duH27dsQQkCr1WLNmjUYOXJke03XpTA7+zA3x2CO9nH13FgwiYiIFOB7mERERAqwYBIRESnAgklERKQACyYREZECLJhEREQKsGASEREpwIJJRESkAAsmERGRAiyYRERECrBgEhERKcAvXydqB7/6jswWSUlJSE5ObnPMtGnTMGjQIBw/ftxR0yMiBVgwidpBUlISoqOjrY+vXr2K7OxsbN68GVqt1trer18/J8yOiJRgwSRqB97e3tZfWQCAx48fAwCGDBnyv/xVCqKOiO9hErmQs2fPQq/XIyAgADqdDtHR0SguLv7lccXFxYiOjoZWq4VOp8OiRYtw/fp12ZjFixdDr9fj4sWLCA0NRUpKirXPaDRi3rx5CAgIwNixYxEVFQWTyfTT4ysrK7F8+XIEBgYiJCQEmzZtQm1trWzs3bt3ERsbC51Oh+DgYKxevRqVlZWyMffv30dcXBxGjx6NUaNGYf78+bhw4cLvRkbUblgwiVzEoUOHsHnzZowaNQo5OTnYu3cvunfvjoSEhDaL5tWrVxEfHw93d3dkZWVh//796N27NxITE3Ht2jXZ2Pr6euTl5SEjI8P6XqnRaMSmTZug0+mQn5+P3bt3o7GxEfHx8SgvL5cdX1tbi9TUVISFhSE3NxcREREwGo3Yv3+/dcz9+/dhMBigVquxb98+ZGRk4Pnz5zAYDKiurgYAlJWVISYmBjU1Ndi5cydycnIwfPhwrF+/HmfOnHFQokQOJoio3RmNRuHn5yeuXbsmhBCirq5O6HQ6sWzZMtm4hoYGMWHCBBEVFWVtmzp1qoiJibE+nj17toiIiBAWi8XaJkmSmDVrltDr9da2mJgY2TVbHDx4UCQlJcnaHj16JPz8/ERmZqbN8ZcvX7a2NTU1iZCQEBEeHm5ti4+PF6GhobL5lJWVCZ1OJwoKCoQQQsTFxYmQkBDx+fNn2XWXLFkixo8fLyRJaiU5IufhCpPIBTx48ABfvnzBjBkzZO0ajQZBQUG4d+8eJEmyOe7Nmzd4+vQp/vnnH7i5uVnb1Wo1pkyZgkePHqGhocHa3qlTJwQHB8vOkZCQgKysLFnb4MGDref/XufOnTF16lTrY5VKBW9vb3z69AkAIIRASUkJxo0bJ5uPv78/SktLsXDhQkiShFu3bmHSpEno2bOn7PxhYWEwm8149uxZ62EROQlv+iFyAVVVVQCA/v372/R5eXlBkiSYzWabu2hbjsvKyrIpei3evXtnLYC9evWSFTIAMJvNyMvLw5UrV/D27Vt8/frV2ieEkI318PCAWi3/t+Hm5mYdZzabIUkS+vbt2+pz/fjxIywWC86dO4dz5861OmcfH59Wz0HkDCyYRC5ApVK12tdSjDp1an1DaOnSpdDr9T/t+77I/ljshBBYtmwZKioqkJCQgODgYPTs2ROSJGHBggW/Nc/v5/iz1fCP5syZg/j4+J/2fX9HMZGrYMEkcgEtK8u3b9/a9FVVVUGj0cDDw8Omb+DAgQCAxsZG+Pv7//Z1KyoqrDfgpKamWtufP3/+2+cCmleg3bp1s9nKBYCamhqo1Wp4enpCo9GgoaHBrjkTOQvfwyRyASNHjkSvXr1QWFgoa6+rq4PJZMLYsWNtVodAc6H18fHBpUuXYLFYZH2HDx/GqVOn2rxuY2MjAGDAgAGy9iNHjsj6f0dgYCBKSkpkHzV58eIFxowZg2PHjkGtVmP8+PG4ceMGPnz4IDvWaDQiJyfHZiuYyBWwYBK5AI1Gg+TkZNy8eRPbtm2DyWRCYWEhVq5ciS9fvshWfz9KT0/H+/fvsXTpUhQXF+PWrVvIyMjArl27UF9f3+Z1hw4dir59++L06dMoKiqCyWTCunXrYLFY0K9fP5SWluLOnTtoampS/FySkpIgSRISExNRUlKCoqIipKamwsvLC5GRkQCAlJQUCCFgMBhQWFiIO3fuIDs7G1u2bEF1dfUvt36JnIFbskQuwmAwwN3dHUePHsXZs2fRpUsXaLVanDhxAgEBAa0eN336dOTl5SE3NxcpKSn49u0bfHx8sGPHDsydO7fNa3bt2hUHDhzA9u3bkZaWBk9PT+j1eiQnJ6OgoAB79uxBWloaioqKFD+PwMBA5OfnIzMzE6tWrYJKpUJQUBD27duHPn36AGheUZ88eRIHDhzAhg0b8PXrV3h7e2Pt2rUwGAyKr0XUnlSCex9ERES/xC1ZIiIiBVgwiYiIFGDBJCIiUoAFk4iISAEWTCIiIgVYMImIiBRgwSQiIlKABZOIiEgBFkwiIiIFWDCJiIgUYMEkIiJSgAWTiIhIgX8Bl4r3rU3IuE8AAAAASUVORK5CYII=", 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", 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" ] @@ -609,7 +609,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -638,7 +638,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -659,12 +659,12 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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q/V8LvFX755QeFgdJWUuXpUdt4wFG5RV7ebHndSAch1wH9mdNLqg47zAVTGFz+a7cd45ODQN479FmFpOqvRmMRoaG17NYNjS8Hnpj/kFJJeGqVaNVK6ni7oRWrbRJ32dhsQ8Jr2uz2IUQoiCSWMtIWkZ2kbckHVXOrdoXugXj6WJOdp4ual7oFszYzg0cevBPQbGP7xrEs+3q8k+izs4RCiHudo77DlnBeThrCh356mHn/tSiOGlUjO5Un3FdgvLcqq0Ij6tYij360g2eXrKfjGwDmybcj5erY//+hRAVl7RYy0h53U4tS2Vxq7a8/Df24KoeZBuMXLqRzkvfHEGGFgghyook1jJSkW+n3o08nTUsHHAvWpWSX49f4/Pdlvu/hRCitOTdvQxV5Nupd6NmNbx486HGvPnD33z0Sywt6/hwT20fe4clhLjLSIu1jFXk26l3o4Ft69C7eTX0RhPPrz3EDV2WvUMSQtxlJLGKSkWhUPDR46HUreJq7m9dL/2tQgjbksQqKh0PZw0L+t+LVq0kMiaez36X/lYhhO1IYhWVUrMaXrz1UBMApm2O5eA/yXaOSAhxt5DEKiqtAW1q83CL6uiNJsav/YvkW9LfKoQoPUmsotJSKBR88Fgz6vm5cTklg8nrj2A0Sn+rEKJ0JLGKSs3DWcMnt/tbt8fGs/T3M/YOSQhRwUliFZVek+qevPNwUwA+3nKCP88l2TkiIURFJolVCKBf61o8GlYdg9HE+C8PkST9rUKIEpLEKgTm/tb3Hwulvp8bV1IymPT1YelvFUKUiCRWIW5zd1LzyYB7cVIr2XEigSW7pL9VCGE9SaxC3KFxNU/efcTc3zpj6wn+kP5WIYSVJLEK8R9976vFY/fUMPe3rj1E4s1Me4ckhKhAJLEK8R8KhYKpfZrRwN+Nq6kZvPi1PN8qhCg+SaxCWODmpGbhgJY4a5Tsiktg0c7T9g5JCFFBSGIVogANAz1479FmAMzceoIDZxLtHJEQoiKQxCpEIZ5qWZPH762B0QTjvzzEdelvFUIUQRKrEIXI6W8NCnAnPi2TF7+S51uFEIWTxCpEEVy1ahYOuBcXjYrfT17nk99O2TskIYQDk8QqRDGEVPXgf33M/a0/HrnMlRvpZOmNJN7MJEtvRJelt3OEQghHobZ3AEJUFE+2rMmZhJsM71CPFXvPsXLfOVLT9Xi6qBkaXo+xnRvgpFHZO0whhJ1JYhXCCmM7N2DJrjPM3/7v7eDUdD1zt50EYHSn+rhq5c9KiMpMbgULYQWtWsXKfecsli3fexa1Uv6khKjs5F1ACCukZWSTmm65PzU1XU9aRnY5RySEcDSSWIWwgoezBk8Xy7d6PV3UeDhryjkiIYSjkcQqhBUMRiNDw+tZLBsaXg+90VjOEQkhHI2MshDCCi5aNWM7NwDMfao5o4KfbVeXYR3q4ayWUcFCVHaSWIWwkpNGxehO9RnXJYi0jGzcndXsPJHA4wv30iesOuO7Bds7RCGEHTncreDY2Fh69epFw4YNOX26eCuKREVFMXDgQMLCwrj33nsZNWoUsbGxFuseNWoULVu2pEWLFgwcOJCoqChbvwRRCbhq1WjVSqq4O+GkVnFDl83phJvMioxje+w1e4cnhLAjh0qsa9as4amnnuLmzZvFPubgwYMMGzYMFxcXPvnkE+bMmUNqaioDBw7k4sWLufudP3+eAQMGkJyczIwZM1i8eDHu7u4MGzaMI0eOlMXLEZXI0/fVYmDb2phM8MKXhzmTUPxrWAhxd3GYxBoVFcW0adN4++236du3b7GPmzNnDn5+fnzyySe0b9+ejh07snDhQvR6PYsWLcrdb+HChRgMBpYsWUKXLl1o164d8+bNw8/Pj9mzZ5fFSxKVzFsPNaVVHR/SMvWMXn2Qm5kyzaEQlZHDJFZvb2/WrVvHk08+Wexjbty4wR9//EGPHj3QarW52319fWnfvj2RkZEAmEwmIiMjCQ8Px9fXN3c/rVZLREQEBw4cIDU11XYvRlRKWrWShQPvpaqnEyfjbzL5a1kJR4jKyGESa0hICE2aNLHqmLi4OEwmEyEhIfnKgoKCuHHjBleuXOHy5cukpaURHJx/UElwcDBGo5G4uLgSxy5EjgAPZxYNbIlWpWTL39dYuENWwhGisin2qOBnnnnG6srXrVtn9THWSExMBMDHxydfWc62xMREjLefLSxqv8IYDAYMBkOp4rVGzrnK85zCNlrU8OSdhxvzxvd/M/PXOBoFetCloX+J6pLrQIBcB47Amt99sRNrfHx8np91Oh03btxArVbj6+uL0WgkOTkZg8GAn58fgYGBxY+4hDIzMwHQaPLPdpOzLSMjI3fbnbeLC9vPEnu1aKOjo+1yXlE6DTUQUd+FrWfSmfDlX0zrVoXqHiV/uk2uAwFyHVQUxf5L3759e+73MTExvPbaa0ybNo327dujVpurycrK4rfffmPWrFn873//s320/+Hs7AxAdnb++Vlztrm4uOS2WC3tl5WVlbtfYUJCQnB1dS1VvNYwGAxER0cTGhqKSiWTDlREc5sZGfB5FH+dv8G8vzL4Zkxb3J2sS65yHQiQ68AR6HS6YjewSvQR+oMPPmDgwIF06tQpz3atVkvPnj25fv0677//Pl988UVJqi82Pz8/AJKTk/OVXb9+HQB/f//cxJqUlFTofoVRqVR2uaDtdV5Rei4qFYsHtuSh+bs5GX+T1747xsIB96JQKKyuS64DAXId2JM1v/cSDV46duwYderUKbA8ODiYv//+uyRVW6Vhw4aoVCpOnDiRr+zEiRP4+/sTEBBAYGAgPj4+Be6n0WgsDoASorQCPM2DmTQqBb8cu8rCHcWb9EQIUXGVKLE6OTkVOmPRvn37LPZn2pqHhwfh4eFs3rw5Tx/ptWvX2LdvHw888EDutp49e7J3714SEhJyt+l0OrZu3UrHjh1xc3Mr83hF5dSyjg/vPdoMgBlbT/DbifgijhBCVGQluhXcq1cvFi5cyNmzZ2nbti0BAQGAeWTt7t272bx5M3369LGqzosXL+be0s0ZKHXq1Cl0Oh1gbp1u2rSJN954g08//ZQOHToAMHnyZJ555hnGjRvH8OHDyczMZN68eXh5eTF69Ojc+seOHcvmzZsZM2YM48ePR6PRsHTpUtLT05k0aVJJfg1CFFu/1rWJvpTC2gPneeHLQ/z4fAfq+smHOSHuRiVKrK+//jpZWVn8+OOP/Pzzz7l9RiaTCaVSSc+ePZkyZYpVdS5YsIANGzbk2TZhwoTc77dt24bRaMRgMOT2mQI0btyYFStWMGvWLMaOHYtKpaJdu3bMnj07tw8WoGrVqqxdu5bp06czadIkTCYTYWFhrFq1iqCgoJL8GoSwytsPNyH2Sip/nb/BqNV/smFse9ysHMwkhHB8CpPJVOKpYdLS0jh27BiJiYmYTCZ8fX1p3LhxntmNKjqdTkdMTAyNGzcu91HBhw8fJiwsTAYr3EXiUzN4aP5u4tMyeTA0kE/6Fz6YSa4DAXIdOAJrckGpPi57eHjQrl07DAYDSqWyRKMdhahMzIOZ7uWZT/ezKfoqi3aeZmxnuWMixN2kxFMaxsbGMn78eDp06EDz5s1zR9xu3ryZzZs32yxAIe42Lev48u4j5sFM07ecYIcMZhLirlKixHr06FGeeeYZ/vjjD1q2bJmnz/PYsWNMmjSJXbt22SxIIe42/dvUpl/rWphMMOHLQ/yTeMveIQkhbKREiXXu3Lk0btyYyMhI5s6dy53dtC+99BIPPPAAS5YssVmQQtyN3nmkKffU9iY1Q8+oVQe5JcvMCXFXKFFiPXLkCCNGjMDd3d1i+RNPPMHx48dLFZgQdzsntXlmJn8PJ05cS+OVb45SirGEQggHUaLEmpWVVWBSBVAqlfIGIUQxVPV0ZtGAe9GoFPwcfYXFO8/YOyQhRCmVKLEGBwfz/fffF1j+xRdfyLOhQhRTq7q+vP1wUwA+3hLLzriEIo4QQjiyEj1uM2TIEF5++WWSk5Pp1asXAPv37ycqKoqNGzcSHR3N9OnTbRqoEHezAW1qc+xSCn+cS8ZgMJKlN5KWkY2Hs4YaderZOzwhhBVKlFgffvhh0tLSmDt3Ljt27ADgo48+AsDLy4v/+7//46GHHrJZkELc7RQKBe892hRdloHPd59l4teHSU3X4+miZmh4XZ7r7IXMCyBExVDiCSL69+/Pk08+ydGjR3Pn9g0MDKRZs2blMgG/EHcbg9HE8j3nmL/9VO621HQ9c7edAhSM7lQfV61MgSiEoyvVX6lWq6VVq1Yy85IQNqBSKlm+96zFsuV7zzKui4xbEKIikJmXhHAQaRnZpKZbfpY1NV3P9ZuZRJ1NxGiUEfdCODKZeUkIB+HhrMHTxfJNJE8XNd6uGsZ88RfdZu1k+Z6zpGVkl3OEQojikJmXhHAQBqORoeGWRwAPDa/HmYRbZBuMnL1+i3d/Ok7bD7bx9g/HOJ1ws5wjFUIURmZeEsJBuGjVjO3cgBe6Bee2XD1d1LzQLYixnRvQrIYX+1/vxv/6NCMowJ1bWQZW7vuHbjN38uyyKH6LjZfbxEI4gBINXpKZl4QoG04aFaM71Wdcl6Dc51iTbtxAffsjsJuTmkFt6zCwTW32nEpkxd6zbIuNZ2dcAjvjEqhbxZXB7eryZKuaeDpr7PtihKikZOYlIRyMq1aNVq2kirsTKoWJS//kHymsUCjoEOzHZ8/ex86XujCiQz08nNWcS9Tx3sbjtPtgG2/9cIxT8XKbWIjyJjMvCVHB1a7iyv891IQXe4Sw4dAlVu49x8n4m6za9w+r9v1DxxB/hoTXoXNIAEqlgvQsPSqlMrdFrDca5flYIWxIZl4S4i7h5qRmYNs6DGhTm72nE1mx9xyRMdfYFZfArrgEOgb7sXDAvSz9/SzL9569Y2aneozt3AAnjUztJIQtyMxLQtxlFAoF7YP8aB/kx4UkHav3/8O6qPMMaleHJbvOWJjZ6SSAzOwkhI2Ueual5s2bk5ycjEKhwNfXF7Va/jCFcBS1fF1548HGTOwejEqhYPL6Ixb3k5mdhLCdEmfB5cuXs3btWi5evJhne4MGDRg8eDBPP/10qYMTQtiGq1ZN4s3MQmd2SsvIpoq7UzlHJsTdp0SJdd68eSxcuJDq1avz2GOPUaVKFUwmE4mJiRw4cIC3336bGzduMGrUKFvHK4QooZyZnSwlV08XNR7yeI4QNlGixLp+/Xp69+7N9OnTUSrzPrFjNBp5+eWXWbNmjSRWIRxIzsxOOX2qdxoaXg+90Yi25NOHCyFuK9FfUUpKCv3798+XVME8OUS/fv24ceNGaWMTQthQQTM7je8axHOdG8jAJSFspER/SUFBQVy7dq3A8mvXrskEEUI4oP/O7OSqVbPrZAILtp/kpZ6N7B1ekeQZXFERlOiKfOWVV/jwww+pVq0a99xzT56yuLg4Fi9ezJQpU2wSoBDCtnISURV3J45evMHo1QdRKOCB0Go0re5l5+gKlpltYPHOM/IMrnB4JUqsn332Gbdu3aJ///74+PgQGBiIUqnk+vXrXLt2jerVqzNnzpx8x61bt6608QohbKh5TW8eaVGdH49cZurGGNaObINCobB3WPmkZ+lZvPNMnv5heQZXOKoS9bGeOXMGo9FItWrVcHZ25saNGyQlJaFUKqlWrRomk4n4+Ph8X0IIx/NKr4Zo1Ur2nUkkMsYx/05VSiXL9+afMxnMz+CqLYz3EMJeSvQRb/v27fm2ZWZmkpSURNWqVS0OahJCOKaaPq6M6FCPhTtO88GmGDqF+KNVO9bfcFpGtjyDKyoMq/56jh49yksvvZRnm9Fo5M033+Tee++la9eutG/fnp9++smmQQohytZznRvg567l7PVbrDnwj73DySfnGVxLPF3UuDqpuZSsK+eohLCs2In16NGjPPvss/z666/cvPnvUlQLFy5k/fr1BAcHM3LkSOrWrctrr71GdHR0mQQshLA9D2cNkyMaAjAn8iQ3dFl2jiivuGupPNuursWyZ9vV5fe4BLrO3MmsrSfQZVlu2QpRXoqdWJcsWUKVKlXYunVr7iLnBoOB1atXExAQwLp165g0aRJffPEFYWFhrFq1qsyCFkLY3tOtatEo0IOU9GzmbTtV9AHlZGdcAi+sO8KQ8Lr5nsF9oVswYzs3YPPfV8nUG5m3/RTdZu7kh8OXMJlMdo5cVFbFTqxHjhxh6NChVK1aNXfbwYMHSUlJ4dFHH8XZ2RkAlUrF008/zcGDB20frRCizKiUCqb0bgzAqn3nOJNg/0XSk29l8fL6I5xOuMnaA+cZ3ak+f07pwcH/686fU3owulN9XLRqZj7VgkUD7qWGtwtXUjJ4Yd1hnlq8j+iLKfZ+CaISKvbgpRs3bhASEpJn2x9//IFCoSA8PDzP9po1a3L9+vUSBRQbG8usWbM4ePAger2e0NBQJkyYQOvWrS3uf/HiRbp161ZonSdOnACga9euXLp0yeI+U6dO5amnnipRzELcLe4P9qdLQ39+O5HAR7/E8ungVnaLxWQy8caGaOLTMmng78aI++vjojU/r5ozUClnCkaFQsEDodXo0iiApbvOsHDHaf78J5lHPtnN0y1r8VLPhvh7yOAmUT6KnVhdXFzyjfY9ePAgKpUq3yQRQIluw5w/f54BAwZQv359ZsyYgbOzMytXrmTYsGGsWbOGFi1a5DsmICCAb775xmJ9b731FhpN3onFu3Tpwrhx4/LtW6NGDavjFeJuNKV3Y3advM7W49fYe/o64Q387BLHt39d4pdjV1ErFcx95p7cpFoYZ42K8d2CebJVTT76JZYfDl/mqz8vsCn6ChO6BfNseF2HG/Es7j7FTqxVq1YlOjqali1bApCUlERUVBT33HNP7m3gHHFxcfj7+1sdzMKFCzEYDCxZsgRfX18AWrZsSUREBLNnz2bFihX5jtFqtYSGhubbvn37dmJiYvj666/zbPf29ra4vxDCLCjAgwFtarNq3z9M3RjDT+M7oFKW76QRF5J0vPPj3wC82COEZjWsmxGqmpcLc5+5h0Ft6/DuT8eJvpTC+5ti+DLqPG8+1IQujQLKImwhACv6WLt168by5cs5evQoSUlJ/N///R8Gg4FHH300z346nY4vvvjCYiu2MCaTicjISMLDw3OTKpgTZ0REBAcOHCA1NbVYdWVmZvL+++/z2GOP0bx5c6viEELAC92C8XBWc/xKKt/9dbHoA2zIYDQx6evD3MzU06qOD2M6NShxXa3q+vLDuPZ8/ERz/Ny1nLl+i6Er/mDo8ihOO0Afsrg7FTuxDhw4EKPRSN++fWnfvj3bt2+nZcuWPP7447n7HD16lKeffprz58/z7LPPWhXI5cuXSUtLIzg4OF9ZcHAwRqORuLi4YtX15Zdfcu3aNV544QWrYhBCmFVxd2J8V/NCGtO3lO8jLEt2neaPc8m4aVXM7htW6tayUqng6ftq8dtLnRnVsT4alYLfTiTQc/Yupm48TmpGNmCeNjFLbyTxZiZZeqM8tiNKrNi3gv39/fn+++/5+uuvuXbtGiEhITz55JN5+l11Oh3JycnMnDnT6pZiYmIiAD4+PvnKcrbl7FOYrKwsli1bxqOPPkpgYGC+8gsXLjB+/HgOHTpEamoqQUFBjBgxggcffLDQeg0GAwaDoTgvxSZyzlWe5xSOx57XwcA2tfli/z+cT0pn0W+nmNg9/4deW/v7ciqzfzV/gH7rocZU93Ky2Wt31Sh5tWcIT7eswfubYvntRAKf7T7LoQs3WDm0NUt/zz/B/3OdG6BxgC5ZeT+wP2t+91ZNaVilShWee+65AstbtmzJb7/9hlartaZawJwQAYvH5gxAysjIKLKeH374gYSEBEaMGGGx/NSpU4waNYphw4aRkJDAsmXLePHFF1EqlfTq1avAeovbWrY1mWhDgP2ug6cbOjFjXzpLdp0m1DWVKq5lt4pMpsHEK79eJ9tgok0NJxooEzh8uGRPFxTl+eYqwv19WH4klTGd6rNk12nmb//32d1/J/g30e8efy79Y3me4vIm7wcVg02Xg/jvCFxrODmZh8JnZ2fnK8tJui4uLkXW8+2339KiRQvq1auXr+ybb77B2dkZV1fX3G33338/vXv35qOPPio0sYaEhOQ5rqwZDAaio6MJDQ1FpZIlsSore18HLVqY2HE5ij//SeaXyxpmPFl2Yxbe2xjDxTQD/u5OLHi2Pb5u1n9At0ZYGAyKMIJCyeT1Ryzus3zvOcZ1CcbfJ6xMYymKva8DYb4jW9wGlsOss5QzijgpKSlfWc4zsUWNNI6Pj+fw4cNMnDjRYvmdg6JyuLi40KFDB7766isSEhIKPIdKpbLLBW2v8wrHYs/r4M2HmvDoJ3vYcOgyQ9vXo3lNb5uf4/eTCazcZ56j+OOnmuPvWfSHaFtQqVQk3swsdIL/lPRsqrhpUZbzyGhL5P3Afqz5vTtA74FZYGAgPj4+uZM53OnEiRNoNJp8E1T817Zt2zCZTHTq1MlieUH9pDm3mHNazUKIf7Wo5c1j95if8566McbmUwXe0GXx0u0W46C2dejSsHwfhSlqgn83JxUPzfudD3+J4fjlVJkqURTJYRIrQM+ePdm7dy8JCQm523Q6HVu3bqVjx464ubkVevyhQ4cKTMD79+8nNDQ032LrN2/eZO/evTRs2BBPT0/bvBAh7jIv92yIs0ZJ1Lkktvx91Wb1mkwmpmw4xrXUTOr7u/HGg41tVndxGYxGhobn7zoCGNKuLvtOJ3L8ahpLdp7hwXm/02P2LuZvO8k/ibfKOdKCyYhmx+JQiXXs2LG4uLgwZswYduzYwZ49exg7dizp6elMmjQJgKioKJo0acJXX32V7/hz585RvXp1i032Vq1a0aJFC6ZPn86nn35KVFQUv/zyC88++yxJSUm8/PLLZf76hKioqnu7MOr++gB8+EssmXrbjE7dcOgSP0dfMc+u1Ld4syvZmotWzdjODSxO8D+uSxAdgvxYNOBeejUNRKtWcir+JjN/jaPT9B08+skelu0+S3xq0QMry0pmtoHFO8/Q6v1faTk1klbv/8qSnWfIzJYRxPbiMH2sYJ7dae3atUyfPp1JkyZhMplyV8oJCjI/U2cymTAYDBiNxnzHp6SkFNiqVavVLF26lE8//ZQvv/ySuXPn4urqSosWLVi9enXujFJCCMtGd2rAl39c4J9EHav3/cOI24m2pC4m63j7B/PsShO7BxNa07rZlWzJSaNidKf6jOsSRFpGNh7OGvRGI04ac6J/ILQaD4RWIzUjmy3HrvLjkcvsOXWdIxducOTCDab+fJx2DarwSIvq9GpaDS/Xkg/ktEZ6lp7FO8/cHsFs9u+IZhjdqT6uWod6m68UFCbpMCiUTqcjJiaGxo0bl/uo4MOHDxMWFiaDFSoxR7sOvv7jAq98exQPZzU7X+5S4pG7BqOJfkv3E3U2iZZ1fPhqVFvUKoe6gVakhLRMfj56mR+PXOav8zdyt2tVSjo39OeRsOp0a1Q1txWenqVHpVTmSdxFJT2TyURqup5/Em+y+9BxtD6BXEnJ5GKyjrQMPZ8924q2H26zOPjK00XNn1N6yNzINmJNLpCPMkKIYnuiZU1W7D3H8SupzI2M491Hm5WonqW/nyHqbJJ5dqWnwypcUgXw93BiSPt6DGlfjwtJOn48cpkfD1/mxLU0th6/xtbj13DTqhjYtg4TugXz6a78E1CM7dyAW1kGzifpuJis41JyOpdupHMxOT33+5uZdybNG7nfNazqQeLNrEJHNKdlZOeuBCTKjyRWIUSxqZQK/q93Y/p/doAvDpxnULu6BAW4W1XH35dTmLnVPPr/7YebUrtK+d0JKiu1fF0Z1yWIcV2CiL2ayo+HzS3Zi8nptKrrw+KdliegMJpMhNbwYtTqwtev9nXT4qs1EVzDl5o+rtT0caVuFVeqejrj6aIusMXq4Vw+t6RFXpJYhRBWCQ/yo3vjqkTGXOPDTTF8PuS+Yh+bkW3gxa8Ok20wEdGkKk+1qlmGkdpHo0BPGvXy5OWeDTl6MYWGgR4FTkCxct859r/ejUaBHrg7qanh40INbxdq+LhQ08fV/L23C1oVFrsE0rP0DA2vl6ePNcez7eryx7kkGvi7E+jlnK9clB1JrEIIq73+YCN2nIhnW2w8u09ep0Nw8dZs/XjzCeKu3cTP3YkPHw9FobD/pAtlRaFQ0KKWd5ETUKRnGdg8sWOhdRU0T23OiGYg323mZ8Pr8tTifdzK1LN86H00riaPE5aXitexIYSwuwb+7gxsWweAqT8fx2Asegzk7pPXWbbHPOfu9CebV5q+v6ImoCjt7dqcEc1/TunBwf/rzp9TejC6U30ysw0oFHA1NYOnFu9jV1xC0ZUJm5DEKoQokYndg/Fy0RB7NY31f14odN87Z1ca2LZ2pVpovLAJKIaG10Nv4dFBa7lq1WjVSqq4O6FVK3HVqqnm7cK3Y8JpU8+Xm5l6hq74g6//KPz/SdiGJFYhRIl4u2qZ0M28lNyMrXH/Gb36L5PJxP99f4yrqRnU93NjyoNNyjNMuytsAoqxnRuU6XOmXq4aVg1vTZ+w6hiMJl759igztpyQaRnLmPSxCiFKbFDbOqzed45ziToW7TjFyz0b5dvnh8OX2XjUPLvS7L5hdpldyd6KmoCiTM+tNi8YX8vXlfnbT7Hgt1NcTNYx7cnmOKkr3/9FeZAWqxCixLRqJa/fnt936e9nuZisy1N+MVnHm98fA2BCt2Ba1PIu7xAdhqXbteVFoVAwOaIhHz/RHLVSwfeHLzP48yhSdPmX6RSlJ4lVCFEqEU2q0ra+L1l6I9O3/Ls6lcFoYvLXR0jL1HNPbe/c0avCfp6+rxbLhtyHu5OaA2eTeHzRHi4k6Yo+UFhFEqsQolQUCgX/17sJQQHuPNS8Gpl6A4k3M8k2GBneoR7Nqnsyp2/FnF3pbtQxxJ/1Y9oR6OnM6YRbPLZwD0cu3LB3WHcVudKFEKXWrIYX3z4XztGLKdz3fiQtp0bS+oNIoi+lsG50O+pUKXzJR1G+Glfz5Ptx7WlczZPrN7Po++k+ttpwOcDKThKrEKLU0rP0LNt9lvnbT+VOhpCarmf+9lMs3XVG1gd1QIFezqwf045OIf5kZBsZ/cVBVtx+zliUjiRWIUSpqZRKlu+1/Ka8fO9Z1Ep5q3FE7k5qPnu2Ff1a18Jkgnd+Os7/Nh7HWIwJP0TB5GoXQpRaWkZ2kausCMekUSn54LFQXunVEIDPd59l7Jq/SM+ShdJLShKrEKLUynraPlG2FAoFYzsHMfeZMLQqJZv/vkq/pfu5fjPT3qFVSJJYhRClVh7T9omy92hYDVYPb42Xi4bDF27w+MK9XEi6RXqWniy9kcSbmWTpjdJnXgSZeUkIUWqFrbIytnODcplhSNhGm/pV+Pa5cIauiEKjUuLmpGHRztOs2HtO/l+LSRKrEMIm7Dltn7CtoAB3Noxtz8lraSzfc9biIu0AozvVL9cZpCoKuRUshLAZe07bJ2zLz92JlnV8WbnvnMVyGe1dMPmtCCGEsEhGe5eMJFYhhBAWFTXa21Wr4ssD/xS4ZGBlJYlVCCGERYWN9n62XV1+P3md1zcco90H25i68bhM6H+bJFYhhBAWFbZI+7guQaRnG6jv70Zapp7Pdp+l0/TfGLP6IFFnkyr1YuoyskAIIUSBChrt7axR8WhYDR5uXp2dJxNYtvssv5+8zua/r7L576s0q+HJsPb16N28WqVbUF0SqxBCiELljO6u4u4EgPaOm51KpYIuDQPo0jCAuGtpLN9zju/+usixS6lM+voIH/4Sy6C2dejfpjZ+t4+/28mtYCGEEDYRUtWDDx8PZd/r3Xi5Z0OqejqRkJbJrF/jCP9oO698c4SYK6l5jrkbZ3WSFqsQQgib8nXTMq5LEKM61mdT9BWW7T7LkYspfP3nRb7+8yLhDarwfJcgWtbxYfHOM3fdbF3SYhVCCFEmNColj4bV4Ptx7fn2uXB6N6+GSqlg7+lEbmXpWfDbKeZuO5lnDd+5206ycMfpCt1ylRarEEKIMqVQKGhZx4eWdXy4dCOd9Qcv0D7Ij8nrj1jcf/nes4zrElTOUdqOtFiFEEKUmxreLkzsFoIuy1DorE7JuizirqZVyEXXpcUqhBCi3HnentXJUnI1r+Gr5oG5v2MymWgf5EfHYH86BPtR3dvFDtFaRxKrEEKIcpczq1POSjl3GhJel+OXU8nSG7mZqWfj0StsPHoFMK+8c3+wOdG2qe/rkAs9OF5EQggh7nrFWcP30Fs9OHzhBr/HJbDr5HWOXrzBqfibnIq/yfI959CozH239wf70zHYn6bVPVEqFXnOk56lR6VU5pncoqyTsUMl1tjYWGbNmsXBgwfR6/WEhoYyYcIEWrduXeAxgwYNIioqymLZmDFjePHFF0tVvxBCiLJR1Bq+GpWS++r6cl9dXyZFNCRFl83e09fZdfI6u+ISuHQjnf1nkth/JonpW07g46qhQ7A/9wf50bmhP14uGrs8zuMwifX8+fMMGDCA+vXrM2PGDJydnVm5ciXDhg1jzZo1tGjRosBjmzZtyrvvvptve0BAgE3qF0IIUTYKm9Xpv7xcNTwQWo0HQqthMpk4l6jj95MJ7Iq7zv4ziSTrsvnpyGV+OnKZpYNbcvRiil0WaXeYxLpw4UIMBgNLlizB19cXgJYtWxIREcHs2bNZsWJFgce6ubkRGhpaZvULIYRwLAqFgnp+btTzc2Nwu7pkG4y5t40PX7hh18d5HOJxG5PJRGRkJOHh4blJD0Cr1RIREcGBAwdITU0tpAb71i+EEMK+cm4bT4poyKrhbYp8nKcsF2l3iMR6+fJl0tLSCA4OzlcWHByM0WgkLi7OYesXQgjhWDyLWKTdw1lTZud2iFvBiYmJAPj4+OQry9mWs48lycnJvPbaa+zfv5/r169Tp04d+vfvz4ABA2xSP4DBYMBgMBTj1dhGzrnK85zC8ch1IECug5LQGwp+nGdoeD30BgMqRfEnn7Dmd+8QiTUrKwsw35r9L43G/KkiIyOjwOMvXrxIREQEM2fOJDU1lXXr1vHee++RkZHB8OHDS10/YLcWbXR0tF3OKxyLXAcC5DqwhrOzM6M7hgAmlu89d8eo4LqM7liPs6fiinzfLymHSKxOTubRYNnZ+e955yRFFxfLs23Mnz8ftVqNu7t77rbOnTvTt29f5s2bR9++fUtVf46QkBBcXV2L8Wpsw2AwEB0dTWhoKCpVxV3lQZSOXAcC5DoojdEd6zOuS3Du4zzZBgNOaiWNGjWyqh6dTlfsBpZDJFZ/f38AkpKS8pVdv349zz7/5e3tnW+bQqGgW7duHDlyhFOnThEYGFji+nOoVCq7XND2Oq9wLHIdCJDroCRcb/++ch/nUZdsaJE1v3eHSKyBgYH4+Phw4sSJfGUnTpxAo9EQEhJi8Vij0YjRaEStzvtScpr4Tk5Opa4fID093arXVFo59/N1Op38IVVich0IkOvAEeTkgJycUBiHSKwAPXv2ZMOGDSQkJOS2HnU6HVu3bqVjx464ubnlO+b8+fM8+OCDDBo0iFdffTV3u8FgIDIyEm9vb4KCgkpcP0BmZiYA586ds+XLLTYZrSxArgNhJteB/WVmZubperREYTKZHGJNnmvXrvHII49Qs2ZNxo8fj0ajYenSpRw5coT169cTFBREVFQUQ4YM4e2336Zv374AvPjii2zZsoXhw4cTHh6OTqdj7dq17N69m6lTp/LUU08Vu35L9Ho9KSkpODk5oVQ6xNNJQgghypnRaCQzMxMvL698d0j/y2ESK8Dp06eZPn06UVFRmEwmwsLCmDRpUu6sSgcOHGDw4MG888479OvXDzAPPlq5ciXr16/n8uXLaDQamjRpwvDhw+natatV9QshhBCl5VCJVQghhKjo5N6mEEIIYUOSWIUQQggbksQqhBBC2JAkViGEEMKGJLEKIYQQNiSJVQghhLAhSaxCCCGEDTnMlIZCCMcxaNAgoqKiitzP0vzbQlR2kliFEAVydXWlRYsW9g5DiApFEqsQokA1atRgxYoV9g5DiApF+liFEEIIG5LEKoQQQtiQJFYhhBDChqSPVQhRoEuXLjFkyBCLZf379yciIqJ8AxKiApDEKoQokE6nY9++fRbLOnfuXL7BCFFBSGIVQhQoODiYjRs32jsMISoU6WMVQgghbEgSqxBCCGFDcitYCFGgwgYvAYwYMYIOHTqUX0BCVACSWIUQBSps8BLAI488Uo7RCFExKEwmk8neQQghhBB3C+ljFUIIIWxIEqsQQghhQ5JYhRBCCBuSxCqEEELYkCRWIYQQwoYksQohhBA2JM+xFkGv15OSkoKTkxNKpXwOEUKIyshoNJKZmYmXlxdqdeGpUxJrEVJSUjh37py9wxBCCOEA6tatS5UqVQrdRxJrEZycnADzL9PFxaXczmswGIiLiyMkJASVSlVu5xWORa4DAXIdOIL09HTOnTuXmxMK43CJNTY2llmzZnHw4EH0ej2hoaFMmDCB1q1bF+vYiRMncvbsWTZt2kSDBg3ylA8aNIioqCiLx44ZM4YXX3wx3/ac278uLi64urqW4BWVjMFgAMDV1VX+kCoxuQ4EyHXgSIrTJehQifX8+fMMGDCA+vXrM2PGDJydnVm5ciXDhg1jzZo1tGjRosBj16xZw0cffYSXl1eh52jatCnvvvtuvu0BAQGljt+iLB2o1JCRAs5eYNCDtvwStBBCiPLlUIl14cKFGAwGlixZgq+vLwAtW7YkIiKC2bNns2LFCovHRUVFMW3aNN5++22uXLnCggULCjyHm5sboaGhZRF+fvoM2DMHDiyBjBvg7A1tRsP9k0DtXD4xCCGEKFcOM8zVZDIRGRlJeHh4blIF0Gq1REREcODAAVJTUy0e6+3tzbp163jyySfLK9yiZeng91mwc5o5qYL5353TzNuzdPaMTgghRBlxmMR6+fJl0tLSCA4OzlcWHByM0WgkLi7O4rEhISE0adKkrEO0jkptbqlacmCJuVwIIcRdx2He3RMTEwHw8fHJV5azLWef0khOTua1115j//79XL9+nTp16tC/f38GDBhQ6HEGgyF3AEFxKDNSUOS0VP8r4wamjFSMzvlf653nu/NfUTnJdSBArgNHYM3v3mESa1ZWFmC+9ftfGo0GgIyMjFKf5+LFi0RERDBz5kxSU1NZt24d7733HhkZGQwfPrzA4wpqLVuiVqsJbdoIhbP3v7eB7+TsjcnJg2PHjqHX6wutKzo6utjnFXcvuQ4EyHVQUThMYs15Nig7OztfWU7SLe1zpPPnz0etVuPu7p67rXPnzvTt25d58+bRt2/fPGV3CgkJsepxG4U+A1Ob0Sh2TstXZmozGoVBT7NmzQo83mAwEB0dTWhoqAyvr8TkOhAg14Ej0Ol0xW5gOUxi9ff3ByApKSlf2fXr1/PsU1Le3t75tikUCrp168aRI0c4deoUYWFhFo9VqVTWXdAqN/PoX8g7Krj1SBRtx4KTG8WpzerziruSXAcC5DqwJ2t+7w6TWAMDA/Hx8eHEiRP5yk6cOIFGoyEkJKRU5zAajRiNxnzzPObcYi7OjBpWUTtD+4nQ8SXISAUnDzj5K3zeAx74GBp0se35hBBC2J3DjAoG6NmzJ3v37iUhISF3m06nY+vWrXTs2BE3N7cS133+/HmaN2/OzJkz82w3GAxERkbi7e1NUFBQiesvkNYVVFpw8wO1E5z7Ha7HwaaXQJ9p+/MJIYSwK4dKrGPHjsXFxYUxY8awY8cO9uzZw9ixY0lPT2fSJPNt1aioKJo0acJXX32Ve9zFixeJjo4mOjqa+Ph4AE6dOpW7LSsri9q1a9OjRw9WrlzJzJkz2bdvH9u2bWPUqFHExcXx0ksv5Q6SKlNd3gD3qpB4CvbOL/vzCSGEKFcOcysYoGrVqqxdu5bp06czadIkTCYTYWFhrFq1Krc1aTKZMBgMGI3G3OMWLFjAhg0b8tQ1YcKE3O+3bdtGzZo1mTZtGk2aNGH9+vUsX74cjUZDkyZNWLRoEV27di2fF+nsBRFT4buRsGsGhD4FPnXK59xCCCHKnMJkMpnsHYQj0+l0xMTE0LhxY9tNwm8ywcqHzbeFG/aGfmvz7WIwGDh8+DBhYWEyWKESk+tAgFwHjsCaXOBQt4IrDYUCHpwOSjWc+Bnittg7IiGEEDYiidVeAhpD2+fM3296GbLT7RuPEEIIm5DEak+dXgOP6nDjH9g9x97RCCGEsAFJrPbk5A69PjB/v3s2JJ2xbzxCCCFKTRKrvTXpA/W7gCETNr1iHtgkhBCiwpLEam8KBTw4wzyJxKlfIXajvSMSQghRCpJYHYFfEITffu72l9cg65Z94xFCCFFiklgdxf2Twas2pF6EXdPtHY0QQogSksTqKLSu8MDtJeb2LjDPJyyEEKLCkcTqSBo9CCG9wJiN8hcZyCSEEBWRJFZH88A0UDujOLcLn8u/2TsaIYQQVpLE6mh86kIH80o+Nf9eBJlp9o1HCCGEVSSxOqL2L2DyqYc2MxHFrmn2jkYIIYQVJLE6Io0zxl7mhKo4sASu/W3ngIQQQhSXJFZHFdSd5MD7UZgM8PNLMpBJCCEqCEmsDuxCs3GYNK5wfi8cWWfvcIQQQhSDJFYHlu0SgOn+l80//PompN+wazxCCCGKJonVwZnaPgd+DeFWAmyfau9whBBCFEESq6NTaaH3DPP3f34Olw/bNRwhhBCFk8RaEdTrCM2eBJMRfp4MRqO9IxJCCFEASawVRcRU0HrApT/h0Cp7RyOEEKIAklgrCs9q0OV18/eR74Auya7hCCGEsEwSa0XSejQENIX0ZHNyFUII4XAksVYkKjX0nmn+/q9VcPFP+8YjhBAiH0msFU2ddtCiP2CCnyeB0WDviIQQQtxBEmtF1OM9cPaCK0fgz2X2jkYIIcQdJLFWRO7+0PVN8AsB79qgzzJPIGHIgiydvaMTQohKTW3vAEQJtRoGzZ6A/Qvhu1GQcQOcvaHNaLh/Eqid7R2hEEJUSpJYKyp9JhxYBLum/7st4wbsvL1+a/uJoHW1R2RCCFGplehWsE4ntxvtTqWGA59aLjuwxFwuhBCi3JXo3bd169aEhYXRvn172rdvT/PmzW0dlyhKRoq5hWqx7AZkpIKbX3lGJIQQghK2WEePHo1SqWTx4sX07duXNm3aMHHiRNavX8+VK1dsHaOwxNnL3KdqscwbnD3LMxohhBC3lajFOn78eACysrI4cuQIBw4c4M8//+T9998nMzOTunXr0qFDB6ZMmWLTYMUdDHrzQKWcPtU7tR5l7oNVacs/LiGEqORK9biNVqvlvvvu4/nnn2fFihVs376dcePGkZKSwhdffGGrGIUlWlfz6N9Or/7bcnX2ho4vmxPu5tfNyVUIIUS5KtUIl6SkJA4ePMgff/zBn3/+yYkTJ9BqtYSGhtKqVSur64uNjWXWrFkcPHgQvV5PaGgoEyZMoHXr1sU6duLEiZw9e5ZNmzbRoEEDm9bvkNTO5tG/HV8y96k6e8KtRFj9OFw9Yp5T+KmVMpBJCCHKUYlarG+99RYPPvgg7du356233uLSpUs89NBDfPnll/zxxx+sWrWKCRMmWFXn+fPnGTBgAMnJycyYMYPFixfj7u7OsGHDOHLkSKHHrlmzhqeeeoqbN2+WSf0OTetqvuXr5mf+17MaRLxn/j52I/wwTtZvFUKIclSipszXX3+Nj48Pw4YNo0+fPgQHB5c6kIULF2IwGFiyZAm+vr4AtGzZkoiICGbPns2KFSssHhcVFcW0adN4++23uXLlCgsWLLBp/RVS/c7mlupXA+HoOnByhwdngEJh78iEEOKuV6IW68yZM4mIiGD79u088sgjtG3bNref9fjx45hMJqvqM5lMREZGEh4enpv0wNyHGxERwYEDB0hNTbV4rLe3N+vWrePJJ58sk/orrEYPwmNLAAX88Rlse9feEQkhRKVQohZr79696d27NwAJCQlERUURFRXFV199xbRp03B3d+fee+9lyZIlxarv8uXLpKWlWWz5BgcHYzQaiYuLs9hvGxISUqb1V2jNn4Ksm7BxIuyeDU4ecP9ke0clhBB3tVKPavH396d37948+OCDxMbGsmXLFr766it27dpV7DoSExMB8PHxyVeWsy1nn5KwRf0GgwGDofyWaMs5V6nPec9gFBkpKCPfhm3vYdS4Y7pvhA0iFOXBZteBqNDkOrA/a373JU6smZmZHDlyhIMHD3Lw4EGOHDnCzZs38ff35/777yc8PLzYdWVlZQHmW7P/pdFoAMjIyChpqDapPy4ursTnL43o6OjSV+JyP9WCB1H95GqUm1/h7NVEkmr1LH29otzY5DoQFZ5cBxVDiRLr008/TUxMDHq9HhcXF1q3bs3zzz9PeHh4iQYyOTk5AZCdnZ2vLCcpuri4lCRUm9UfEhKCq2v5TWpvMBiIjo4mNDQUlUpV+gpbzMG41RVl1BLqHplO7aAm0Pjh0tcrypTNrwNRIcl1YH86na7YDawSJValUsnIkSMJDw8nLCwMtbp0d5T9/f0B83Ox/3X9+vU8+9irfpVKZZcL2qbn7fURZN9CcegLVN+NgP7rIKi7beoWZcpe159wLHId2I81v/cSZcR169YBkJ6ezuHDh4mPj0ehUFC1alWaNWtm8ZZrYQIDA/Hx8eHEiRP5yk6cOIFGoynWICV71V9hKJXw8DzIvAnHv4d1A2HQBqjTzt6RCSHEXaPETc25c+eyYsUKMjIych+vUSgUeHp6Mn78eAYOHGhVfT179mTDhg0kJCTkth51Oh1bt26lY8eOuLm5lTTUcqm/wlCq4PGlkHULTv0Ka5+GZ3+C6mH2jkwIIe4KJUqsK1euZNGiRXTt2pXOnTvj7++PyWTi2rVrREZG8v777+Pp6ckjjzxS7DrHjh3L5s2bGTNmDOPHj0ej0bB06VLS09OZNGkSYJ4MYsiQIbz99tv07dsXgIsXL5KcnAxAfHw8AKdOncpdM7Zhw4Zotdpi1V9pqLXQdzV88ST8sxtWPwZDf4GARvaOTAghKrwSJdZvvvmGoUOH8uqrr+Yr69evH++++y4rVqywKrFWrVqVtWvXMn36dCZNmoTJZCIsLIxVq1YRFBQEmCd6MBgMGO+Yom/BggVs2LAhT113Tqe4bds2atasWaz6KxWNC/T7ElY9Cpf/gtV9zMnVt569IxNCiApNYbJ2miSgefPmfPrpp7Rt29Zi+d69e3nuuecq9hy8t+l0OmJiYmjcuHG5jwo+fPgwYWFhZTtYQZcEyx+EhBjwrgPDNoNn9bI7n7BKuV0HwqHJdWB/1uSCEk1pqNFouHXrVoHlWVlZpR4pLMqJqy8M/h586sGNf2BVH/MKOUIIIUqkRIm1efPmrFq1yuKkCunp6axYsYLmzZuXOjhRTjwCYfAP4FkDrp+ALx6DjBR7RyWEEBVSiZqV48aNY8iQIXTp0oXw8HACAgIAuHbtGnv37kWn07Fq1SqbBirKmE8dc3Jd1guuHIE1T8Og70BbSUZLCyGEjZQosbZq1YoVK1Ywf/58tm7dmjujkZOTE61bt2bChAmEhobaNFBRDvyCzc+1rngI0pPgylGo2dLcenX2AoPevP6rEEKIApW4I7RVq1asXLkSvV5PcnIyCoUCHx8f6Viv6Ko1hyEbzQOYDiyGL5+BjBvg7A1tRsP9k0DtbO8ohRDCYZV6hJFarS7VdIPCAVUJgj2zYdf0f7dl3ICd08zft58oLVchhChAsRNrt27drKpYoVAQGRlpdUDCAajUcOBTy2UHlkDHl8o3HiGEqECKnVirV5dnGyuNjBRzC9Vi2Q3ISAU3v/KMSAghKoxiJ9bVq1eXZRzCkTh7mftULSVXZ29w9izngIQQouIo9nOs9957b+5MSo0bN+b48eNlFpSwM4PePFDJktYj4dIh0GeVb0xCCFFBFLvFajAY+PHHH8nMzMRkMvH3338XOvsSwH333VfqAIUdaF3No3/B3Kd656jg1qNg+QPgWx+eXgVqJ3tGKoQQDqfYibV79+6sWbOGtWvXolAoeOuttwrc12QyoVAoiImJsUmQwg7UzubRvx1fMvepOnuCIdv8bOuN83A9Dtb1h75fmCf0F0IIAViRWD/++GMeeeQRkpKSeP3113n++eepUaNGWcYm7C3nkZqcgUoqrXlR9P5fm59vPRUJa/tCv3Xy+I0QQtxW7MSqUqno1KkTAN999x0PPfQQdevWLau4hCOr3wkGfgtrnoKzO83/9v8KnNztHZkQQthdiSbhr1KlCgaDwdaxiIqkTjgM/A6cPM2LpX/xhPmWsRBCVHIlSqyHDh3i6tWrto5FVDS128Cg782P51zYD6sfg/Qb9o5KCCHsqkSJ9Y033mDWrFns2bNHWq6VXc2WMPhHcPGBS3/CqkfNi6cLIUQlVaK5ghctWkR6ejojRoxAqVTi4eGRb2FzhULB77//bpMghYOrHgbPbjQn1SuHYeUj5sXTZXYmIUQlVKLE6uHhgYeHR+46rEIQ2AyG/AwrH4Zr0eal5579EdzlGhFCVC4lSqwyvaGwKKARDN1kTq4JMbCit/k2sWc1e0cmhBDlpkR9rHfKysriwoULZGXJFHcC82LpQ34Gz5rmSSRWPAgpF+0dlRBClJsSJ9Zdu3bx+OOP06JFCyIiIjhz5gwAX375JcuXL7dZgKICqtIAhv4M3rUh6QwsfxCS/7F3VEIIUS5KlFh///13xowZQ0ZGBkOGDMlTduvWLT7++GN+/PFHW8QnKiqfujBkE/jUgxv/mG8LJ521d1RCCFHmSpRYFy1aRKdOndi4cSOvvvoqJpMpt2zEiBEMGDCAFStW2CpGUVF51zL3uVYJgpQL5pZr4ml7RyWEEGWqRIk1JiaGfv36oVRaPrxHjx6cPi1voALwrG5uufo3grTL5pVxEk7YOyohhCgzJe5jValUBZZlZ2cXWi4qGY+q5udcA5rCzWvmluu1v+0dlRBClIkSJdamTZuyevVqjEZjvrLs7GwWL15M06ZNSx2cuIu4+8OQjRDYHHTX4acXIO0aGLLgVoL53yydvaMUQohSK9FzrKNHj2bUqFE88cQTdO/eHYVCwQ8//MCGDRvYsmULCQkJfPrpp7aOVVR0rr7mSSN+mgi9Z8KBxRC1NO9C6vdPMq8FK4QQFVSJWqz3338/ixYtIjMzk/nz52MymVi+fDkrV67Ezc2N+fPn0759e1vHKu4GLj7wyHxzUt013ZxUwfzvzmnw+yxpuQohKrQStVgBOnfuTOfOnbl69SrXrl0DIDAwkKpVq9osOHGX0jibW6qWHFgCHV8q33iEEMKGSpRYBw0axCOPPELPnj0JDAwkMDDQ1nGJu1lGyr8t1XxlN8zrusoE/kKICqpEt4LPnTvHm2++Sfv27Xn++efZvHmzTGkois/Zy9ynarHMG5w8yjMaIYSwqRK1WH///Xf+/PNPNm/ezK+//kpkZCTu7u706NGDRx55hLZt26JQKGwdq7hbGPTmgUo7p+Uvaz0STm83r+l6z4Dyj00IIUqpxH2srVq1olWrVvzf//0fBw8ezE2yGzZswM/Pj969e/P666/bMlZxt9C6mkf/grlP9c5RwW2fg88jzBP4/7MXHpxu3l8IISqIUq9uA9CyZUumTJnCjh07mDt3Li4uLqxatcrqemJjYxk1ahQtW7akRYsWDBw4kKioKJsc99prr9GwYUOLXy+9JINlyp3aGdpPhJdPwsunzf+2fwGcvCD0aVAo4fAX8Fl3uH7K3tEKIUSxlbjFeqeYmBi2bt1KZGQkp06dwtnZmQceeMCqOs6fP8+AAQOoX78+M2bMwNnZmZUrVzJs2DDWrFlDixYtSn2cv78/ixYtyleHt7e3VbEKG8lpieYMVFJpzf92ehlqtYZvh0P83/BpJ/MjOs0et0+cQghhhRIn1kOHDuUm04sXL6JWq+nQoQNjxoyha9euuLi4WFXfwoULMRgMLFmyBF9fX8DcEo6IiGD27NkFTupvzXFarZbQ0NASvV5Rzup3gjG74Zth8M8e+GYonN8HEVNB7WTv6IQQokAlSqwdOnQgMTERpVJJmzZtGDNmDBEREXh4lGw0p8lkIjIykvDw8NzkCOZEGBERwerVq0lNTcXT09Mmx4kKwiMQBv8Iv02F3bMh6lO4+Cc8vdK81qsQQjigEiXW2rVr89xzz9G1a1fUajUeHh44O5d8GrrLly+TlpZGcHBwvrLg4GCMRiNxcXG0atXKJseVhMFgwGAwlLoea85357+VlwK6vAk126D8fgyKy39hWnw/xj6LITjC3sGVObkOBMh14Ais+d1bnVivXLlC48aN+fzzz5k6dWru9tq1a9OzZ0+GDBmSp/VYHImJiQD4+PjkK8vZlrNPaY7LyMhg6tSp7Nixg2vXrhEYGMijjz7KmDFjUKsL/1XExcUV89XYVnR0tF3O63gC0LZfSP2D7+F2IxbVume4EtSPyw2HgfLuX0lJrgMBch1UFFYl1j179jBx4kTS0tIIDQ2lQ4cOuLm5cfPmTWJiYvj000/57rvvWLhwIc2bNy92vTmTS2i12nxlGo0GMCfF0h5348YNFAoF77//PtnZ2WzcuJH58+eTlJTEW2+9VWiMISEhuLqW32MfBoOB6OhoQkNDZQm+O7XpivHXt1D+8SnVTn1JYNY/GB//zHzb+C4k14EAuQ4cgU6nK3YDq9iJ9erVq4wfP56goCA+/PBDGjRokG+f06dP88YbbzB69Gg2bdpksSVpiZOTeTBKdnZ2vrKc5GlpMJQ1x02ZMoXXX38dLy+v3H06dOhAeno6a9euZfDgwdStW7fAGFUqlV0uaHud12GpXKD3dKgbDj+MR3F+L6qlneCJz80Dnu5Sch0IkOvAnqz5vRf7OdZly5bh4+PDihUrLCZVgAYNGrB8+XI8PDwKHMVrib+/PwBJSUn5yq5fv55nn5Ie5+HhkSep5ujRowcmk4m//5aFtyuUpo/BqB1QtZl5PdfVfWDndLCwRrAQQpSnYifW3bt38+yzzxZ5O9TV1ZWBAweyffv2YgcRGBiIj48PJ06cyFd24sQJNBoNISEhpT7OUss251ZxTutXVCB+QTAiEu4ZBCajefTwmidBd8O89Jwsoi6EsINiJ9YrV67QpEmTYu3buHFjLl68aFUgPXv2ZO/evSQkJORu0+l0bN26lY4dO+Lm5lbi427dukWrVq2YPHlyvuO3bt2KRqMhLCzMqniFg9C4wKMLoM8iULtAygXAAHtmw/RgmB5k/nfPHNDn76cXQghbs2pKQ5PJZNP97jR27FhcXFwYM2YMO3bsYM+ePYwdO5b09HQmTTLPKxsVFUWTJk346quvrDrOzc2NZ555hi1btvDWW2+xe/dudu7cyeTJk9m5cycjRozAz0+WKavQwvrDyG3wwMewfxHs/FgWURdC2EWxBy9Vr16d48ePc9999xW5799//0316tWtCqRq1aqsXbuW6dOnM2nSJEwmE2FhYaxatYqgoCDAnLANBgPGO/rRinMcwOTJk6lduzarV69mw4YNKJXK3IFYjz8uU+XdFao2Bb9gWD/Ecrksoi6EKAfFTqzh4eGsXr2avn37FjoZREpKCitWrODBBx+0OpgGDRqwePHiAsvbtGljsT+1qOMAFAoFTz/9NE8//bTVcYkKRBZRF0LYWbFvBQ8dOpTExESGDh3K+fPnLe4TExPD4MGD0el0DB8+3GZBClFsxVlEvQRdFUIIUVxW3QqeNWsWkyZNolevXrRo0YKGDRvi5uZGWloax44dIyYmBg8PDz755BPpsxT2UdQi6qd+Nd8S7vWR+daxEELYmFUzL3Xp0oUff/yRpUuXsmPHDg4dOpRbVr16dQYPHsywYcOoWrWqzQMVolgKW0S93fOw/AG4dgwWd4BWw6DLFHC1bgpOIYQojNVzBdeqVYv33nsPgJs3b3Lr1i3c3d0LfBxGiHKXs4h6x5fMfarOnmDIBq0bPLMWfn0Tjv8Af3wG0d9A59fhvuGg0tg7ciHEXcCqx23+y93dnapVq0pSFY5H62peON3Nz/yv9vY16lMHnl4FQ36GqqHmFu3mV2FRezi1za4hCyHuDqVKrEJUWHU7wOid8NAccK0C10/AF4/D2mcg8bS9oxNCVGCSWEXlpVRBq6Ew/i9oOw6Uaoj7BT5pA1vfNN9GFkIIK0liFcLFG3p9AM/tg6AeYMyGvfNg/r3w1yowyuLSQojik8QqRA7/EBj4DfRfD1WCzRP4/zgelnaBf/bZOzohRAUhiVWI/wqJgOf2Qs8PwMkLrhyB5b3gm2Fw44J5H1k9RwhRAEmsQlii1kK7cTD+ILQcAijg2LfwZX9z3+ueObJ6jhDCIkmsQhTG3R8engujd0GdDtDlNXP/685psnqOEMIiSaxCFEe15jBkIwR1g6illvc5sARUVs+5IoS4y0hiFaK4FArITCt89Zz0lPKMSAjhgCSxCmGNolbP0brCjy/AxT/LMyohhAORxCqENXJWz7Gk9Sg48xv8tQI+6wZLu5nnIjZkl2uIQgj7ksQqhDVyVs/p9Oq/LVdnb/PPHSeDbwNo0d88P/GlP+Hb4TAnFHZOh1vX7Rm5EKKcyEgLIaxV0Oo5amcIaAyPLYIe78Kfy+HPzyHtCvw2FXZNh9CnoO0YCAy196sQQpQRabEKURIFrZ6Twz0AOr8KE4/BY59C9XvAkAmHvzCvBbu8N8T8JNMlCnEXkharEGVJrYUWfaH503AhCg4sNq8F+89u85d3bXPf7D2DzHMWg/lZWJUaMlJQOnsRVKeGXV+CEMI6kliFKA8KBdRuY/5KuWReZP3gcrhxHrb+H/z2IXR4AcLHm2dxOrAEMm6gcPbGs81o6DAJVCp7vwohRDHIrWAhyptXDej+Nrx4HB6eBwFNIPsWVG1mnr3pP7M6KXZOg90yq5MQFYUkViHsResKLZ81T/g/5Bdo0LXAWZ0UMquTEBWGJFYh7E2hgLrhkHWz8FmdbsbDwVVw+TAYjeUYoBDCGvIRWAhHkTOrk6Xk6uwNLj6w7R3QJYKrHzToYm7l1u8CntXKN1YhRIEksQrhKHJmddo5LV+Rqc1oFKmXoFYbOLsLdNcher35CyCg6b+Jtk44aFzKOXghRA5JrEI4ipxZnSB3VDDO3phyRgVrnKHfl+bJKC5EwentcHqb+dZw/N/mr30LzBNV1Ak3J9kG3cyTVigU/57njsd5cPYyJ3Stqz1esRB3JUmsQjiS/8zqZHL2JDU5CXelhtyHbVQaqNve/NXtTbiVCGd3wKnt5mSbdvl20t0O/B94VDMn2SaPQr2OeR7nwdnb3Eq+f5L53EKIUpPEKoSjyWk9uvlhNBg49c8lwnz8C97frQo0e8L8ZTJBQuy/ifXcHvOUiofXQKPe8PtM89SKOXIWaQdzQpeWqxClJolViLuJQmG+9RvQGNqNg+wMOL/P/FW/C3w/1vJxB5ZAhxfh0BdQJch8vLNX+cYuxF1CEqsQdzON8+1BTV3gVkLhj/Pciod9n0D8cfM2r9pQtWneL98GhT9PK/23QkhiFaLSKOpxHrcA8yxQGSmQeglSzpu/4n75dz+VEwQ0Ms8SVbWpef+qzcDdH/QZ0n8rBJJYhag8Cnmchzajzf2zT35u/jk9Ga4dh2t/w7Vj5n/jY8xTL145Yv6604BvzCOVd33877ay6L+VFrGoABwqscbGxjJr1iwOHjyIXq8nNDSUCRMm0Lp1a5scd/HiRWbOnMnevXvR6XQEBwczZswYIiIiyvJlCeEYCnicx2Kr0sXn35HHOYxGuHHudrLNSbjHzUmuTjh8O8LyeQ8sgQ4TYeMkczL0qgGeNW//W8N8rjsfByqItIhFBeEwifX8+fMMGDCA+vXrM2PGDJydnVm5ciXDhg1jzZo1tGjRolTHpaSk0L9/f1xcXHj33XepUqUK3333HRMmTGDevHmSXEXlUNgi7UVRKsG3vvmr8cP/bs/WQUZaEf23CeYBVDn9t3fSuJoT7H8T7p0/K1TmpHpna9vWLeKybg1La7vScJjEunDhQgwGA0uWLMHX1xeAli1bEhERwezZs1mxYkWpjlu1ahXx8fH89NNPBAcHA9CqVStOnz7NjBkzJLGKyuOOx3kA80LtpaFxBaW68P5b96pw7xBIOmVeNi/1ovlf3XVzYk48af6yxLUKTIw2t1QtObDE3Go9te3fRee17uDkbv5e41b0AgZl3Rou6/or8oeCihx7ARwisZpMJiIjIwkPD89NjgBarZaIiAhWr15Namoqnp6eJT7u119/pWHDhrlJFUChUNC7d28++OADTpw4QcOGDcv+xQpxNyqq/9ZohLaj85dlZ5gHSqVeyptw7/zZvSrcul7EAgXXzOvaWmoRgzl55SRc7e2Em/PVYRLEbS64fzhsgDnpq51B7WIeaa2+4yvnZ2UB6+Vm6cq2tV2RPxRU5NgL4RCJ9fLly6SlpeVJejmCg4MxGo3ExcXRqlWrEh0XFhbGmTNn6NWrl8X9AGJiYiSxClFS1vTf3knjDFUamL8KknnTPNtUoSOa/c0J2GiArFuQlWY+zmQw76PPMH/pEvMe61rFPMr5i8ctn/vAEmj/Aiztkv/Y/1JqzHM0q53MCVjtBB6BMODrwlvbHV6EyHdAn2VOzkq1+Uulyf1ZgRL/K9dQGA7d3n67vNZ9cHgt7CzgQ8G9Q8wjuxXK218K82313J+V5nMUVK51hf2LCv5Q0G7cHS9GcUdf+e1/7/z5v2VGPeydV3Dd4S+Yf4cF9r8XsD1n/2wd7Jlbtt0HBXCIxJqYaL5gfXx88pXlbMvZpyTHpaamkp2dXeh+SUlJhcZoMBgwGAyF7mNLOecqz3MKx1OhrgOFBmX4C3n7b/XZGBUaKE38aheU+gxoM9q86Pt/mNqMBqMJ44Bv/1NgAkPW7UR7O9nmfn8LRdYtUGlQZKSgKKQ1bEpPhjodzK3hnAStz4DsDBTG7H/3NWZDZjZk3nG8SgM3i/H8cNyWglvbmNf3rA1w7I6NubfIP7V8UM6HgiX9i/5QYElxbsG3fwHmhFpff3HrnhlSZrGbOr6E0Yrr0pq/QYdIrFlZWYD5Fu5/aTQaADIyMkp8XGZmZonqv1NcXFyh5WUlOjraLucVjqUiXQdqtRq1Wo1efwm9Xm+TOp2dnWkUPhEltxd9v2OBAmP4RGJPnS3yb9hMA3jf/gK1Uk2oaxUUhbSGTW7+RDeajD7IwmsxGVAaslAYslAas1AaMlHc/ldpzEKjUlLPvWoR9QcQH9ARo2cLFEY9CpPB/GU05H6PyZCvTOVbGzddUuEfCnRJZPmHQsIJ8wcNjChMJjAZUWAEkwmFyZhnO9ze5lEdxa3rhdaP7rr5ToG1ya84t/dLWncx6zfqbhB7PqGY1411HCKxOjk5AZCdnZ2vLCd5urjkXwaruMeVtP47hYSE4OpafiP4DAYD0dHRhIaGolIV0Hcj7npyHfxH+AuY/tMiRu1Eo0aNSlylQp9hXpavoOX6DHqaNWtW8piLqB+jEb/HPii0ioKvA0Pht8g9qqIe/J3VIZtu/6soon6TRzWMw7f9e5TJ9O/3cPtnS98rUDq5Fv6Bw70axsEb/1NvURHnBK5A6exVaP1KV28aNapSRL3/0ul0xW5gOURi9fc3TzBu6Xbs9evX8+xTkuO8vLzQarVW138nlUpllzc2e51XOBa5Dm5TuZn/vWNEc6l/Kyq3AvuHFbf7h0t1DhvWn+86yMosdNCYwqBHZeFOXbEVp36nEjY4snSF123Uo3IvfuKzun4rfzfW/P05RGINDAzEx8eHEydO5Cs7ceIEGo2GkJCQEh+nUqkIDg4ucD+Apk2b2uCVCCEqpNI832vP+ks6aMwR6q/IsRfBIRIrQM+ePdmwYQMJCQm5rUedTsfWrVvp2LEjbm5upTquV69ezJw5k9jY2NzbRkajkZ9++olGjRpRr169cniVQgiHZevne8ur/or6oaCs6y6P+gugLNParTB27FhcXFwYM2YMO3bsYM+ePYwdO5b09HQmTTJ/6oiKiqJJkyZ89dVXVh0HMHDgQOrUqcP48ePZsmULBw4cYPLkyZw+fZrXXnut3F+vEELYjNbVnKjd/P6dJKOi1F+RYy+Aw7RYq1atytq1a5k+fTqTJk3CZDIRFhbGqlWrCAoKAswTQhgMBoxGo1XHAbi6urJ69Wo+/vhj3nrrLdLT02nSpAlLliyhXbt2BcaVc6709PQyeuWW5Qzt1ul00rdWicl1IECuA0eQkwPuzD8FUZhMRQ63qtQSExM5d+6cvcMQQgjhAOrWrUuVKoUPqpLEWgS9Xk9KSgpOTk4olQ5z51wIIUQ5MhqNZGZm4uXlhVpd+M1eSaxCCCGEDUkTTAghhLAhSaxCCCGEDUliFUIIIWxIEqsQQghhQ5JYhRBCCBuSxCqEEELYkCRWIYQQwoYksQohhBA25DBzBQshHMegQYOIiooqdJ8PP/yQxx9/vJwiEqLikMQqhCiQq6srLVq0sFgWEBBQztEIUTFIYhVCFKhGjRqsWLHC3mEIUaFIH6sQQghhQ5JYhRBCCBuSxCqEEELYkPSxCiEKdOnSJYYMGWKx7L333qN27drlG5AQFYAkViFEgXQ6Hfv27bNYduvWrXKORoiKQRKrEKJAwcHBbNy40d5hCFGhSB+rEEIIYUOSWIUQQggbksQqhBBC2JAkViGEEMKGFCaTyWTvIIQQQoi7hbRYhRBCCBuSxCqEEELYkCRWIYQQwoYksQohhBA2JIlVCCGEsCFJrEIIIYQNyVzBRdDr9aSkpODk5IRSKZ9DhBCiMjIajWRmZuLl5YVaXXjqlMRahJSUFM6dO2fvMIQQQjiAunXrUqVKlUL3cbjEGhsby8SJEzl79iybNm2iQYMGRR4TFRXFvHnzOHbsGEqlklatWjFp0iQaNWqUr+5Zs2Zx8OBB9Ho9oaGhTJgwgdatWxdYt5OTE2D+Zbq4uJTuxVnBYDAQFxdHSEgIKpWq3M4rHItcBwLkOnAE6enpnDt3LjcnFMahEuuaNWv46KOP8PLyKvYxBw8eZNiwYbRr145PPvkEg8HAwoULGThwIN9//z01a9YE4Pz58wwYMID69eszY8YMnJ2dWblyJcOGDWPNmjW0aNHCYv05t39dXFxwdXUt/YssJoPBAICrq6v8IVVich0IkOvAkRSnS9BhOg2joqKYNm0ab7/9Nn379i32cXPmzMHPz49PPvmE9u3b07FjRxYuXIher2fRokW5+y1cuBCDwcCSJUvo0qUL7dq1Y968efj5+TF79uyyeElCCFEu0rPTyTZkk5SeRLYhm/Ts9ApTf0WOvSAOk1i9vb1Zt24dTz75ZLGPuXHjBn/88Qc9evRAq9Xmbvf19aV9+/ZERkYCYDKZiIyMJDw8HF9f39z9tFotERERHDhwgNTUVNu9GCGE+I+yeoPPNGSy7NgyOn/dmU5fd6Lz151Zfmw5mYZMh6+/IsdeGIe5FRwSEmL1MXFxcZhMJovHBgUFERkZyZUrVzAajaSlpREcHJxvv+DgYIxGI3FxcbRq1apEsQshKr707HTUSjVpWWl4aD3QG/W4aGwzriLnDX5t7FpSs1Lx1HoyoNEAhjcfjpOq6D67wmJedmwZi48uzt2WmpXKoqPmu3VDmw0t1Wsoy/orcuxFcZjEWhKJiYkA+Pj45CvL2ZaYmIjRaCzWfoUxGAy5/RzlIedc5XlO4XjkOsgr05iJRqnJTX7ZxmyclCVPTDn0Jr3lxBc6HLWi6LdJk8lEhiEDXbaOdH06Ov2//9b1qssPp36w+AZvxEj32t354dQPGEwG9CY9BqPB/L3R/L3epEdv1JOckozrdVeMGNEb9bhqXJnZeSZrY9dajGlN7BqGhg6l/8b+pGb9e0fORP4FzfJtM4Gn1pPlDywvsv6+P/UlJSuF/y6UZuk8Oby0Xqx6cFWRdT/5w5OkZKUUWE9h9a/uvbrQ+kc2H2nV35U1+1boxJqZaW7OazSafGU52zIyMnK33Xm7uLD9LImLiytxnKURHR1tl/MKx1LZrwNnZ2fqBddj+d/L8yS//o36M7TpUM6ePFvk3/B/GUwGdAYdDRo04IcLP7Dk6JLcsjsTX4fADiyKWkSmMZNMYyYZxox832cZsywmEh8nHzY/sbnAN/gvY79kWLNh/Hz2Z5Izk4sOOu3fb4O9g0lMT8yTNO+UmpVKUkYSGYYM/kn7p+i6/6O49Wcbs7l085JVdbtr3ItVtxEjV3VXrY7dQ+tRZP0pmSlcO3vN6uumOCp0YnV2dgYgOzs7X1nONhcXl9wWq6X9srKycvcrTEhISLmPCo6OjiY0NFRGAVZich2YZRozWX5seb5WX87P/Rr140LqBVKzUknLSiM1KzX3zfPOn+/8upV9y5z47t3Ml79+afG8OYkvJj2meIkPcFG74Kp2xUXtQiOfRtzIvFHoG3xaVhojQkeQnJGMSqFCrVSjVqpRKVSolCpUChVKlFy5dIW6teuiUWlQKVW4qFzwd/XHU+tpsX5PrSf+Lv682fZN9EY9AAoUhcauUPxbrlaoCXANKLL+d9u9i8FUeGvuv+dVKVTFqvt/4f8rsm5LilO/l5MXPo3y38UsiE6nK3YDq0InVj8/PwCSk/Nf8NevXwfA398/N7EmJSUVul9hVCqVXd7Y7HVe4Vgq43VgMplISE/gctplGvs1LrDVtzZ2LUObDWX8b+OLnfxy+Ln4kZyRXGjiu5l9k0ktJ5FlzPo3aWr+TZ6uGtfc7c5qZ5SKvGNCsw3Zhb7B+zr7Mrjp4ELjNBgMHE4/TFhQWJ7rID07nQGNBuT2G95pQKMBGIwG7ql6T3F+FRYVp/7QgNAyq7upf9MS1V2c+q3tQ7fm769CJ9aGDRuiUqk4ceJEvrITJ07g7+9PQEAAYO5LLWg/jUZTosFTQoi8rB0ApDfquXrrKufTznMx7SLnU89zIe1C7s8ZhgyCvYOZ13VeocnvRuYNGvo0JCkzCU+tp/nLyTO3ZXLnNi+tV26Zh9YDk8lUaOLzcfKhT3CfEv9O9EZ9kW/wGlX+7qzicNG4MLz5cMDcb2jLgVFlXX9Fjr0oFTqxenh4EB4ezubNm3nppZdybw1fu3aNffv20a9fv9x9e/bsyYYNG0hISMhtnep0OrZu3UrHjh1xc3Ozy2sQ4m5R4MjX0OHEp8dzNuVsnsR5Ie0Cl25eyr1NaYlSoUSr1OLn4lfkbcOlPZeWKO7itGxKmvig7N/gnVRODG02lJHNR5KWnYaHxvyBxlaJoyzrr8ixF8ZhEuvFixdzb+nGx8cDcOrUKXQ6HWBunW7atIk33niDTz/9lA4dOgAwefJknnnmGcaNG8fw4cPJzMxk3rx5eHl5MXr06Nz6x44dy+bNmxkzZgzjx49Ho9GwdOlS0tPTmTRpUjm/WiHuLoU92mDESJMqTXjhtxcsHqtRaqjpUZPaHrWp5VGLWh61qO1Zm9oetanmXg2NUlOmya88WjZl/Qafc1fAV2V+Tr80HwTKu/6KHHtBHCaxLliwgA0bNuTZNmHChNzvt23bhtFoxGAw5PaZAjRu3JgVK1Ywa9Ysxo4di0qlol27dsyePTu3DxagatWqrF27lunTpzNp0iRMJhNhYWGsWrWKoKCgsn+BQtxFUjJTiE2KJSYxhn/S/uGV+14pdORr5JOR3Ff1PrycvKjlWSs3idb2qE2AawAqZeH9VxW91Qf2eYMX9qEw/ffhI5GHTqcjJiaGxo0bl/uo4MOHDxMWFlbpBq2If5XFdWBtP2hSRhIxiTHEJMVwPPE4xxOP53m8IqcP9IHvHiiwjp19d+Lr7FtgudWx35H8yuohf0ci7wf2Z00ucJgWqxCi7BU2A5BWqSVeF09MUgwxiTEcTzpOTGIM13TXLNZVw70GTao04R7/e4p8tMFD42GT+KXVJyoCSaxCVBJF9YO28G/B2G1jLR5b17MujX0b07jK7S/fxng5/bsKVVkPABKiIpHEKkQloVaqi5wBqIpzFXycfWhSpUluIm3o0xB3rXuhddvz0QYhHI0kViHuYlmGLPZf2c/h+MM8EfJEoc+C6vQ6Nj+xGWe1c4nOZa9HG4RwNJJYhbjLZBoy2Xd5H1vPbWXHhR2kZafh4+TDiNARhU/xpvUq9e1a6QMVQhKrEHeFDH0Gey7v4dd/fmXHhR3cyr6VW+bv4k/3Ot1Jy0qTflAhyoEkViEqqAx9Brsv7Wbrua3svLgTnV6XWxbgGkBEnQh61OlBWEBY7vy10g8qRNmTxCqEg/nvc6Y169XMLdNl68zJ9J+t7Lq4i3R9em5ZoFsgPer0IKJOBM39m+ebDB6kH1SI8iCJVQgHYuk50/6N+jOk2RDmH5zPdye/y5NMq7tVNyfTuhE082tmMZn+l/SDClG2JLEK4SAKes508dHFmDDROrA1a2LWUMO9BhF1IoioG0HTKk3zrKEphLA/SaxCOIiinjPd9tQ21j+8noY+DSWZCuHAJLEK4QDOpZzDWe1c5HOmjXwblXNkQghrFd0hI4QoEyaTib2X9jL619EM/mVw7mLclthyvl0hRNmSFqsQ5SzbkM2ms5tYeXwlJ5NPAuYFvU/eOEn/Rv3z9LHmkOdMhag4JLEKUU5SMlP4Ju4b1sasJT49HgAXtQtPBD/BgMYDqOlRk0a+jVCgyPOcaf9G/RkeOhwntTwSI0RFIIlViDJ26eYlvjj+Bd+e/Db3URl/F38GNB7AkyFP5lklxtJzpkkpSagV8qcqREUhf61ClJHohGhWHl/Jr//8itFkBCDYJ5hnmzzLg/UeLPC27p3PmRoMBi6evYhfmF+5xS2EKB1JrEKUwH9nR9Ib9bhoXDCajOy4sIOVf6/kr/i/cvcPrx7Os02epV31dvKojBB3OUmsQlipsNmRXtr5Ersv7QbMz6U+WO9BBjcZTEPfhnaOWghRXiSxCmGFomZHeirkKY4kHOHpkKfp37g/Aa4BdoxWCGEPkliFsEJRsyNtf3o7kU9G4qpxLefIhBCOQiaIEMIKaVlphc6OdCv7liRVISo5SaxCFFNcUhwuGheZHUkIUShJrEIU4Vb2LT7+42Oe2vgU+y/vp1+jfhb3y5kdSQhRuUkfqxAFMJlMbDu/jQ+jPiReZ54p6c9rfzL+nvEoUeaZHWlAowEMbz5cFgwXQkhiFcKSSzcv8eGBD9l5cScANd1rMqXtFDrU6ACQb3YkvVEvSVUIAUhiFSKPbGM2q/5exeIji8kwZKBWqhnadCijmo/CWe2cu9+dsyMBMjm+ECKXJFYhbjsUf4j39r3HqRunAGhVtRVvtn2T+t717RyZEKIikcQqKr0bGTeY89ccvj35LQA+Tj5MbjWZRxo8ItMPCiGsJolVVFomk4mfzvzEjD9mkJyZDMDjwY/z4r0v4u3sbd/ghBAVltWJtU+fPvTp04eHHnoIPz9ZcUNUTGdSzjB1/1T+uPoHAEHeQbzZ9k3urXqvnSMTQlR0VifWrKwsPvroI2bMmEHbtm3p06cP3bt3x9nZueiDhbCzDH0GS6OXsuzYMvRGPc4qZ8a0GMPgJoNlAJIQwiasTqybNm3i1KlT/PLLL2zZsoWXXnoJV1dXevbsyaOPPkrbtm3LIk4hrGJpWbeYpBim7J7CxZsXAehYsyNvtHmDGu417BytEOJuUqI+1qCgIMaPH8/48eM5deoUmzdvZuPGjXz//fdUrVqVhx9+mMcff5x69erZOl4himRpWbd+jfrRv3F/NCoNAa4BvN76dbrV7iaDk4QQNlfqwUtBQUE8//zzPProo8yZM4eff/6ZpUuX8vnnn9O+fXtee+01GjRoYItYhShSQcu6LTm6BIBp90+jtmdt3DRu9gpRCHGXK1ViTUlJYePGjfz4448cPXoUgPvuu4/HHnsMT09PlixZQp8+fVi6dKncIhbloqhl3UY3Hy19qUKIMmV1YtXr9ezYsYMffviBHTt2kJ2dTa1atRg3bhx9+vShZs2auft27dqViRMn8vbbb7NlyxabBi6EJUUt65aWnZY7W5IQQpQFqxNrhw4dSElJwdXVNbcvtVWrVhb3VSqVDBo0iMGDB5c6UCGKw13rjqfW02JylWXdhBDlwerE2rhxY/r06UPPnj2L9YhNgwYN+Pjjj0sUnBDW+P7U93g5edGvUb/cPtU75SzrJreChRBlyerEunz5crKysoiKiqJDhw6527OysoiMjKR79+5otdrc7b6+vjz88MO2iVYIC4wmIwsOLWBp9FLqedXjiwe+QIEiz6hgWdZNCFFerE6s8fHxDBs2jISEBA4cOJC7PTMzk0mTJhESEsKKFSvw9ZV+LFH2MvQZTNk9ha3/bAWge+3uuGvdGdZsGKOaj5Jl3YQQ5U5p7QEzZ85Ep9PxwQcf5Nnu4eHBihUrSE9PZ/r06TYLUIiCXE+/zvAtw9n6z1bUSjVT209lwr0TUCqUuGhc0Kg0+Dr7olFpcpd5E0KIsmZ1Yt23bx8vv/wy3bp1y1fWtm1bXnzxRbZt22aT4IQoyMnkkwz4eQBHrx/FU+vJpz0+5dGgR+0dlhBCWH8rOC0tDW9v7wLL/f39ycrKKk1MQhRqz6U9TN45mVvZt6jjWYcFXRdQ16uuvcMSQgigBC3Whg0b8sMPP1gsMxqNrFq1iqCgoFIHJoQlX8V+xbht47iVfYuWVVvyxQNfSFIVQjgUq1usI0eOZNy4cZw7d47w8HCqVKlCdnY2V69e5bfffuP8+fPMnz+/LGIVlZjBaGDGnzP4IuYLAB5p8AjvtHtHHp0RQjgcqxNrt27dmDdvHvPmzWPhwoV5yurUqcPs2bPp3r27zQIUQpet45Vdr7Dz4k4AJtwzgRGhI2QCfSGEQyrRXMERERFEREQQHx9PfHw8SqWSwMBAfH19MZlM6PV61OpSz+8vBFdvXWX89vHEJsXipHJiaoep9Krby95hCSFEgazuY71TQEAAzZo1o0mTJrnPrR48eJCuXbvaJDhRuf2d+DcDfh5AbFIsvs6+fN7zc0mqQgiHV6Jm5cmTJ9myZQtXrlzBaDTmbjcajfz111/odDqbBSgqp23nt/H676+Trk8nyDuIBd0WyILkQogKwerEum/fPkaPHp37SI1CocBkMuWWV61alRdffNF2EYpKxWQyser4Kmb+ORMTJsKrhzOj0ww8tDJ5vhCiYrA6sS5YsIAmTZrwzjvvULt2be69917Wr1+Pt7c3y5cvR6/X069fv7KIVdzlso3ZfHDgA76J+waAvg378lrr11Arpb9eCFFxWN3HevLkScaOHUujRo1wdXUFQKPRUKtWLd566y0yMjLkcRtRLOnZ6WQbsklKTyLLkMXR+KMcvHYQBQpeue8VprSZIklVCFHhWP2ulZmZiZubW+7PTk5O3Lx5M/fnxx57jClTpvDCCy/YJkJxV8o0ZLLs2LI8K9D0a9SPlb1WcjL5JK2rtbZ3iEIIUSJWt1gbNGjAL7/8kvtzYGAg+/fvz/05IyOD5ORk20Qn7krp2el8dvQzFh9dnLsgeWpWKkuOLmFtzFpC/ULtHKEQQpSc1S3WAQMGMGXKFBISEpg7dy5du3Zl8eLFpKSkEBgYyNq1a2nQoEFZxCruEmqlmrWxay2WrY1dy6jmo8o5IiGEsB2rE+sTTzwBQGJiIgCjR49m//79rF69GgA/Pz+mTJlS4oBiY2OZNWsWBw8eRK/XExoayoQJE2jduvBbg5GRkXz22WfExMSgUqlo3bo1r7zyCvXr18/dZ9CgQURFRVk8fsyYMTKauZykZaXltlT/KzUrlbTsNHxVsp6vEKJiKtHIkJzkCuDt7c2GDRuIi4vDYDBQv359nJxKtqD0+fPnGTBgAPXr12fGjBk4OzuzcuVKhg0bxpo1a2jRooXF43766Sdeeukl2rRpw+zZs1GpVMyaNYtBgwbx/fff4+/vn7tv06ZNeffdd/PVERAQUKKYhXWMJiOuGlc8tZ4Wk6un1hMPjTxaI4SouKxOrBMnTmT8+PH5bveGhISUOpiFCxdiMBhYsmRJ7kxOLVu2JCIigtmzZ7NixQqLx82ZM4dq1arx2WefodVqAWjevDndunXjs88+4/XXX8/d183NjdBQ6cOzh2xDNv+35//oVbcX/Rr1Y8nRJfn2GdBoAHqjXibXF0JUWFYPXjp06BBXr161eSAmk4nIyEjCw8NzkyqAVqslIiKCAwcOkJqav4WTlJTExYsXCQ8Pz02qAD4+PnTp0oXIyEibxyqsl5aVxnPbnmPT2U3MPzSfoc2G8lzz5/DUegLmlupzzZ9jePPhuGhc7BytEEKUnNUt1jfeeINZs2YB0LZtW1QqlU0CuXz5MmlpaQQHB+crCw4Oxmg0EhcXR6tWrfKUGQwGgDxJNUdAQAAXL15Ep9PlPnMryl+8Lp7nIp8jLjkOV7UrL7V6CTeNG0ObDWVk85GkZafhofFAb9TjpCpZN4IQQjgKqxProkWLSE9PZ8SIESiVSjw8PPKtZKNQKPj999+tqjdnMJSPj0++spxtOfvcyc/PD29vb/766698ZceOHQMgOTk5N7EmJyfz2muvsX//fq5fv06dOnXo378/AwYMKDQ+g8GQm8TLQ865yvOcZeFMyhnGbR/HlVtXqOJchU+6fkIj30YYDAa0SvOHIS+NFwBapbbCv15bu1uuA1E6ch3YnzW/e6sTq4eHBx4eHjYf7JMz97CllqdGY+5vy8jIyFemUCgYMWIEM2bM4KOPPmL48OEolUqWLVvGqVOngLy/kIsXLxIREcHMmTNJTU1l3bp1vPfee2RkZDB8+PAC44uLiyvV6yup6Ohou5zXFuJuxTH3/FxuGW4RqA1kcu3JZJzP4PD5w/YOrcKpyNeBsB25DioGqxNrzmM1tpYzkjg7OztfWU7SdXGx3Pc2dOhQbt68yeeff87y5ctRqVT07t2b0aNH8+GHH+a2VufPn49arcbd3T332M6dO9O3b1/mzZtH375985TdKSQkpFxvJxsMBqKjowkNDbXZ7fbytO38NmYcn0GWMYvmfs2Z23kuPs7570aIwlX060DYhlwH9qfT6YrdwHKYiVhzHolJSkrKV3b9+vU8+/yXWq3mxRdfZOTIkVy7dg1/f388PT2ZM2cOrq6uVKlSBTA/GvRfCoWCbt26ceTIEU6dOkVYWJjFc6hUKrtc0PY6b2msjVnLR1EfYcJE51qd+bjjx7ioZUBSaVTE60DYnlwH9mPN793qxDp48OAi91EoFKxcudKqegMDA/Hx8eHEiRP5yk6cOIFGoynykR53d/c8Lc6DBw8SGhqKQqEAzOvFGo3GfH3CObeYS/r8rTAzmozM/Wsuy44tA+DpkKd5vc3rMpG+EKJSsfod7/Tp07mJKofJZCI5ORmj0UjNmjULvJ1alJ49e7JhwwYSEhJyW6c6nY6tW7fSsWPHPJP/3+l///sfUVFRfP/997mfKo4fP84ff/zB//73P8A8+cSDDz7IoEGDePXVV3OPNRgMREZG4u3tTVBQUIniFuZnVN/a+xYbz2wEYMI9ExgROiLftSKEEHc7qxPrnj17LG7X6/Xs2LGDBQsWMGfOnBIFM3bsWDZv3syYMWMYP348Go2GpUuXkp6ezqRJkwCIiopiyJAhvP322/Tt2xcwP/bzxRdf8NJLL/HMM89w7do1Zs6cSVhYGI899hgAtWvXpkePHqxcuRK1Wk14eDg6nY61a9cSFxfH1KlTcwdJCevczLrJizteZP+V/agUKt4Jf4c+QX3sHZYQQtiFze7RqdVqunfvTnJyMu+99x7Lli2zuo6qVauydu1apk+fzqRJkzCZTISFhbFq1arc1qTJZMJgMGA0GnOP69GjB9OmTePzzz9n5MiReHp60qtXLyZOnJjntu+0adNo0qQJ69evZ/ny5Wg0Gpo0acKiRYvo2rVr6X8JlVCCLoGx28YSmxSLi9qFWZ1n0aFGB3uHJYQQdmPzzq969epx+PDhEh/foEEDFi9eXGB5mzZtLPbD9unThz59+hRat1arZeTIkYwcObLE8Yl/nUk5w3O/PsflW5fxdfZlYfeFNK3S1N5hCSGEXdk8sW7evFlmOaoEDscf5vntz5OSmUIdzzos6r6IWh617B2WEELYndWJ9ZlnnrG4PTs7m2vXrpGYmMiTTz5Z6sCE49p2fhuv7nqVTEMmzf2aM7/bfHydZZk3IYSAEiTW+Ph4i9uVSiUBAQE8/fTTjBgxotSBCcf0VexXfBD1AUaTkc41O/NxJ3lGVQgh7mR1Yt2+fXtZxCEcUHp2OmqlmrSsNDy0HpxJOcOa2DUYTUaeDHmSKW2myDOqQgjxHyV6V8zKyiIqKooOHTrk2RYZGUn37t0tzvcrKpZMQybLji1jbexaUrNS8dR60q9RP1b0WsHWc1vp27CvPKMqhBAWlOhW8LBhw0hISODAgQO52zMzM5k0aRIhISGsWLEiz5qqomJJz05n2bFlLD767+js1KxUlhxdggIFw5oNk6QqhBAFsHqh85kzZ6LT6fjggw/ybPfw8GDFihWkp6czffp0mwUoyp9aqWZt7FqLZWtj18rtXyGEKITViXXfvn28/PLLdOvWLV9Z27ZtefHFF9m2bZtNghP2kZaVRmpWqsWy1KxU0rLTyjkiIYSoOKxOrGlpaRZXicnh7++fu8ybqJg8tB54aj0tlnlqPfHQeJRzREIIUXFYnVgbNmzIDz/8YLHMaDTmmX5QVDzZxmz+Tvybfo36WSwf0GgAeqO+nKMSQoiKw+rOspEjRzJu3DjOnTtHeHg4VapUITs7m6tXr/Lbb79x/vx55s+fXxaxijJmMBqY8vsUYpNjWdFrBQoUeUYFD2g0gOHNh+OkkuX1hBCiIFYn1m7dujFv3jzmzp3LwoUL85TVqVOH2bNn0717d5sFKMqH0WTknX3v8Mu5X1Ar1Zy+cZphzYYxqvko0rLT8NB4oDfqJakKIUQRSjS8MyIigoiICOLj44mPj0epVBIYGCiP2FRQJpOJDw98yPenvkepUPJxx4+5L/C+3HJflfn/VaOSZfWEEKIoVvexgnkyiN27dxMQEECzZs1o0qQJ7u7ubNq0SQYuVTAmk4nZf81m3Yl1KFAwtf1UetTpYe+whBCiwrI6scbHx/P4448zefLkPNtzJoh48sknSUpKslmAomwtPrqY5ceWA/Bmuzd5uMHDdo5ICCEqNpkgohJb+fdKFh4295O/ct8rPBXylJ0jEkKIik8miKikvor9ihl/zgBg/D3jGdRkkJ0jEkKIu4NMEFEJ/XDqB6YemArAyNCRjGo+ys4RCSHE3UMmiKhkNp/bzFt73wJgYOOBjL9nvJ0jEkKIu4tMEFGJ7Liwg9d3vY7RZOSJ4Cd45b5XZJUaIYSwsRJPEDFv3jyLE0TMmTNHJohwQHsv72XSjknoTXp61+/Nm23flKQqhBBlwKYTRDg5ObFp0yb69evHl19+aetYRQkdvHaQF7a/QLYxm+61uzO1/VRUSpW9wxJCiLtSqRbWDAgIICAggD///JPp06ezefNm0tPT8fPzs1V8opSiE6IZt20cGYYMOtTowMcdP5b1VIUQogyV+B322rVrfP/993z33XecP38elUpFp06deOKJJ+jUqZMtYxQldCLpBGMix3Ar+xatA1szu/NsmZZQCCHKmFWJVa/XExkZybfffsvevXsxGAzUq1cPgE8++UQSqgM5k3KGUb+OIjUrlRb+LZjfdT7Oamd7hyWEEHe9YiXW2NhYvv32WzZu3EhycjLe3t7069ePxx9/nMDAQMLDw9FqtWUdqyimC2kXGLllJEkZSTT2bczC7gtx1bjaOywhhKgUipVY+/Tpg4uLC/fffz8PPfQQXbp0QaMx31JMTk4u0wCFda7eusrIrSOJT48nyDuIJT2W4Kn1tHdYQghRaRRrggiFQoFerycrK4v09HQMBkNZxyWKKT07nWxDNknpSWQZsjiTcgatSksdzzosjViKj7OPvUMUQohKpVgt1h07drB+/Xo2bNjAjh07eO+993jggQd4/PHHc/tYRfnLNGSy7Ngy1sauJTUrFU+tJ/0a9WNVr1VkG7Pxc5HR2UIIUd6KlVirVq3K888/z/PPP8+ePXtYv349P/zwA99++y3VqlVDoVCg0+nKOlZxh/TsdJYdW8bio4tzt6VmpbLk6BIUKBjWbJgdoxNCiMrL6rmC27dvz5w5c/j999959dVXcXNzw2QyMWHCBIYPHy6LnZcTtVLN2ti1FsvWxq6VZ1WFEMJOSvzu6+3tzZAhQxgyZAhHjhxh/fr1/PLLL+zZswcvLy8OHDhgyzjFf6RlpZGalWqxLDUrlbTsNHxVvuUclRBCCJs0a1q0aEGLFi2YMmUKGzdu5Ntvv7VFtaIQHloPPLWeFpOrp9YTD42HHaISQghh9a3gwri4uPDUU0+xbt06W1YrLMg0ZNKvUT+LZQMaDUBv1JdzREIIIcBGLVZR/tbErKF/4/4AfBn7Ze6o4AGNBjC8+XCcVE52jlAIISonSawV0IErB1hweAE/n/2ZT3t8yujmo0nLTsND44HeqJekKoQQdiSJtYK5lX2Lt/a8BcB9Ve8j0C0QIHegkkyyL4QQ9mXTPlZR9mb8OYPLty5Tw70Gk1tNtnc4Qggh/kMSawWy99Jevon7BoD/tf+fTKwvhBAOSBJrBZGWlcZbe823gAc0HsB9gffZOSIhhBCWSGKtID7+42Ou6a5R26M2E+6ZYO9whBBCFEASawWw6+Iuvj/1PQoUTO0wVW4BCyGEA5PE6uBSMlN4Z+87AAxuMph7Au6xb0BCCCEKJYnVwX3858ckpCdQz6sez9/zvL3DEUIIUQR5jtWBHUw9yM/nf0apUDK1/VSc1c72DkkIIUQRpMXqoJIzkll5aSUAQ5sOpbl/cztHJIQQojgksTqoj/74iFRDKg28GjA2bKy9wxFCCFFMklgd0JZzW9jyzxaUKPlf+P/QqrT2DkkIIUQxSWJ1MNfTrzN1/1QAHvJ/iCZVmtg5IiGEENaQxOpATCYTU/dP5UbmDUJ8QnjE/xF7hySEEMJKklgdyKazm9h2fhtqhZr/hf8PtVIGbQshREUjidVBJOgS+ODABwCMbjGahj4N7RyREEKIkpDE6gBMJhPv7nuX1KxUmlRpwvDQ4fYOSQghRAlJYnUAP57+kZ0Xd6JRani//ftolLJYuRBCVFSSWO3s6q2rTIuaBsC4sHEE+QTZOSIhhBClIYnVjkwmE+/sfYe07DSa+zXn2abP2jskIYQQpeRQiTU2NpZRo0bRsmVLWrRowcCBA4mKiiryuMjISJ555hlatGjBvffey5gxYzhz5ozN6i8r3538jj2X9+CkcuJ/HWQUsBBC3A0cJrGeP3+eAQMGkJyczIwZM1i8eDHu7u4MGzaMI0eOFHjcTz/9xLhx49BqtcyePZvZs2dz5f/bu/egqMo+DuBfLstNIK6CeRnDYL0EgqAJoYYi4A2i0fIVsQRRY0CD1KCZHJneVALLdFSYiHxrNH3VTGYSU9ScCAOU0VATQqcUTRSkFlquu+f9g9l9xV1Q8OxF/X5m/IPnec7z/M7OT36cZ8/Z/fNPxMbG4s6dO488v67cbL6JrDNZAIBkv2R4POOh9xiIiEh8RnOJtH37digUCuTm5sLJyQkA4O/vj7CwMHzyySfYuXOn1uM2b96MQYMGIS8vDxYWXR/95+Pjg2nTpiEvLw/p6emPNL8uKAUl1v60Fv90/AO/gX5YOGqh3tYmIiLdMoorVkEQUFRUhKCgIHXRAwALCwuEhYWhtLQUMplM47i7d++itrYWQUFB6qIKAI6OjggJCUFRUdEjza8r/636L0pvlcLKzAr/funfMDM109vaRESkW0ZRWG/evImmpiZ4enpq9Hl6ekKpVKK6ulqjT6FQAEC3oqoycOBA1NbWQi6X93t+XbjedB0fn/0YAPC2/9sYZj9ML+sSEZF+GMVWcENDA4CuK837qdpUY+7l4uICBwcHVFRUaPRduHABANDY2Njv+e+lUCjUhby/lIIS7xe/j5bOFgS4BeA1z9d6nFPV/qhr0uONeUAA88AY9OW1N4rC2t7eDkD7ladE0vVhCa2trRp9JiYmWLJkCbKzs7Fx40bEx8fD1NQU+fn5qKmpAdD1YvR3/nv154rWysoKLoNc4GjviL/b/oadpR0WjVmE5vZmvP7M6/jl/C8PnKOysrLP69KTh3lAAPPgcWEUhdXS0hIA0NHRodGnKorW1tZaj128eDGam5vx+eef44svvoCZmRlmzZqFZcuWYcOGDbCxsXmk+VW8vLxgY2Pz8CcFoFPoRF5lHnZf3g1Zuwz2Fvb418h/4T8z/gMrM6tej1UoFKisrIS3tzfMzPge7NOKeUAA88AYyOXyh77AMorC6urqCqDrZqT71dfXdxtzP3Nzc6SkpCAhIQF1dXVwdXWFvb09Nm/eDBsbGzg7O6Ozs7Pf86uYmZn1KaFbOlqQfyEfOb/kqNtk7TLk/pILU5hi8QuLYS3pvZj3Z116MjEPCGAeGFJfXnejuHnJ3d0djo6OqKqq0uirqqqCRCKBl5dXr3PY2tpixIgRsLe3BwCcPXsW3t7eMDExEWX+vjI3Ncfuy7u19u26vIsfBkFE9IQyisIKAOHh4SgpKen2oQ5yuRxHjx7F5MmTMWDAAK3HffDBB5gzZ063N5YvXbqE8vJyzJkz55Hn76+m9ibI2rU/wiNrl6Gpo0nU9YiIyDgYTWFNTEyEtbU1li9fjh9++AE//fQTEhMT0dLSgtTUVABAWVkZRo8ejb1796qPmzhxIqqrq7Fq1SqUlpaioKAAb731Fnx9fREdHd2n+cVkZ2EHewt7rX32Fvawk9iJviYRERme0RRWNzc37N69G66urkhNTUVSUhJMTEzw5Zdf4vnnu77xRRAEKBQKKJVK9XHTp09HZmYmampqkJCQgI8++gjTp09HXl4ezM3N+zS/mDqVnYgZGaO1L2ZkDDqVnaKvSUREhmciCIJg6CCMmVwux6+//opRo0b1+a7gNkUbPv/lc+y6vEt9V3DMyBjE+8TD0syy12MVCgXOnTsHX19f3qzwFGMeEMA8MAZ9qQW8g0aHLM0ssfiFxUjwSUBTRxPsJHboVHY+sKgSEdHji4VVx1SP1DiZdX1GscRMYshwiIhIx1hYH0D1fm5LS4te11Xd5SyXy7n18xRjHhDAPDAGqhpw7z0+PeF7rA/Q0NCA33//3dBhEBGRERg+fDicnZ17HcPC+gCdnZ34+++/YWlpCVNTo7mJmoiI9EipVKKtrQ3PPPNMtydOtGFhJSIiEhEvwYiIiETEwkpERCQiFtbHmFKpRG5uLsaMGYOTJ08aOhwykOLiYrz66quIiIjAzJkz8d133xk6JDKAU6dOITo6GhEREZg9ezYOHz5s6JCeWnzc5jG2evVq2NrawsnJydChkIHcuXMHycnJyMvLg7+/PyorKxETE4OAgAC4ubkZOjzSk/r6eqSkpOCrr77CmDFjUFlZiQULFsDf3595YAC8Yn2MxcTEICMjAxIJP3TiaWVqaoqsrCz4+/sDALy9vWFra4s//vjDwJGRPpmYmGDTpk0YM2YMgK48sLGx4aOCBsLCagCXL19GREQEpFIprly50uOYpUuXwt/fH2PHjsXChQtRVlbWbcy4ceP0ES7piBh54OzsjNDQUPXPFRUVaG1txciRI3UeP4lDrDwICQlR/3z48GFYW1vjhRde0Hn8pImFVc927dqFefPmobm5uccx165dQ0xMDBobG5GdnY2cnBzY2toiLi4O58+f12O0pCu6yIMrV64gJSUFa9euhb299q8sJOMidh4cOXIEwcHB2LhxI7Kzs0X/nml6SALpTWlpqeDt7S3s27dP2LJli+Dl5SXU1NRojHv33XeFsWPHCg0NDeq2trY2YcqUKcIbb7yhMT4kJEQ4ceKELkMnEekiD86cOSO89NJLwsGDB3UcPYlFV78PBEEQysvLhRdffFG4ePGirsKnXvCKVY8cHBywZ88ezJ07t8cxgiCgqKgIQUFB3W5KsrCwQFhYGEpLSyGTyfQRLumI2Hlw7tw5rFy5EllZWXjllVd0HT6JRMw8uHr1Kk6dOqXuDwgIwOjRo3H69GmdngNpx8KqR15eXhg9enSvY27evImmpiZ4enpq9Hl6ekKpVKK6ulpXIZIeiJkHra2tSE1Nxfr16xEYGKirkEkHxMwDmUyGd955B1evXgUA3LhxAxcvXnzg/KQbfNzGyDQ0NAAAHB0dNfpUbQ0NDWhublb/pVtXV4d169YhMzMTK1aswMyZM/UXMOnEw+ZBUVERbt26hfXr12P9+vXqMYmJiYiMjNRPsKQzD5sH4eHhSEtLw/LlywF03SW8bNky/rFlICysRqa9vR1A11bP/VSP1bS2tsLW1hZHjhzRa2ykPw+bB1FRUZg9e7ZeYyP9edg8AIC5c+f2uq1M+sOtYCNjaWkJAOjo6NDoU/0ns7a21mtMpH/MAwKYB48rFlYj4+rqCgC4e/euRl99fX23MfTkYh4QwDx4XLGwGhl3d3c4OjqiqqpKo6+qqgoSiQReXl4GiIz0iXlAAPPgccXCaoTCw8NRUlKCO3fuqNvkcjmOHj2KyZMn86HvpwTzgADmweOINy/pUW1tLRobGwEAt2/fBgDU1NRALpcDAKRSKSwsLJCYmIgjR45g+fLlSE5OhkQiwWeffYaWlhakpqYaLH4SB/OAAObBk8xEEATB0EE8LdLS0nDw4MEe+48fP44hQ4YA6Pp4uqysLJSVlUEQBPj6+iI1NRXe3t76Cpd0hHlAAPPgScbCSkREJCK+x0pERCQiFlYiIiIRsbASERGJiIWViIhIRCysREREImJhJSIiEhELKxERkYhYWImIiETEwkpERCQiFlYiIiIRsbAS6dnWrVshlUoRHBwMhULR47jw8HBIpVJs3bpVb7HFxsYiIiKiX8eqzuvKlSsPXGPq1Kn9WuN+aWlpkEqlosxFJBYWViID+euvv1BcXKy17/z587hx40a/575w4YLRFpyMjAzs2LFDlLmSkpKwf/9+9c9KpRIBAQEoLS0VZX6i/mBhJTIQf39/HDp0SGtfQUEB/Pz8+j33mTNn+n2srnl4eIhW9IcMGdLtG14uX76MpqYmUeYm6i8WViIDefnll1FUVITm5uZu7Z2dnTh8+DBCQkK0HnfgwAFER0fDx8cH48ePx4IFC3D69Gl1f2xsLDZs2ACg6zs9Y2Nj1X3Hjx/H/Pnz4evri0mTJmHNmjWoq6vTWOP69euIj4+Hn58fAgICsHr1avzzzz9inLbGVnBaWhoCAgJQW1uLuLg4+Pn5ITg4GPn5+QCAnJwcTJkyBePGjUN8fDxu3brV7VhVkd66dSuio6MBAIsWLTLaK3Z68rGwEhlIeHg42tvbUVhY2K29uLgYd+/exfTp0zWOOXDgAN577z34+fkhPz8f2dnZUCgUSEhIQFVVFYCurVZVUd6/fz8yMjIAAEePHkViYiKGDh2Kbdu2IT09HeXl5YiLi0Nra6t6jfb2dqxatQphYWHYsWMHIiMjUVBQgLy8PF29FFAoFEhPT8fMmTOxfft2DBs2DJmZmUhPT8dvv/2GjRs3IjU1FSUlJVi3bp3WOV577TUkJSWpX4N7t4iJ9Mnc0AEQPa2effZZjB8/Ht9++y3mzZunbldtAw8dOlTjmIaGBoSFhWHt2rXqNjc3N0RFReH777+HVCqFh4cHHBwcAKDbNumnn36KsWPHIisrS91mYWGB9PR0lJWVYfLkyQCAGzduICMjA5MmTQIATJgwAYWFhSguLsbKlStFfQ1U5HI5IiMjMXfuXHXbm2++iYqKChQWFsLU1BSBgYEoLCxERUWF1jnc3NwwePBgAMBzzz3HLwEng+EVK5EBRUZG4uzZs7h+/ToAoLm5GSdOnMCcOXO0jl+6dKnGXcLDhg0DAPz55589rlNXV4eamhoEBQV1aw8NDUV5ebm6qAKAlZUVgoOD1T+bmppi0KBBaGxs7NvJ9dG9sQ0aNAgAMHHiRJia/v/XlLu7O2QymU7jIHpULKxEBhQREQGJRKK+ienYsWPo6OjAjBkztI5vbGxEZmYmwsLC4OPjA6lUqr7JSRCEHte5ffs2AMDFxeWBMTk7O8PExKRbm7m5OZRK5UOdU385Ozt3W+/+NgCQSCS9nieRMeBWMJEB2dnZISQkBIcOHUJSUhIKCgoQFBQEJycnjbGCICAuLg7V1dVYunQpAgMDYWdnh46Ojm5bydqorvo6Ojp0ch5iuL+Y99RGZOx4xUpkYJGRkbh27Rp+/PFH/Pzzz5g9e7bWcdXV1bh06RLmz5+PlStXYsKECRg1apT6/dTeqLZW798uFgQBMpkMbW1tj3weRNSFhZXIwKZMmQIHBwdkZWXB0tISoaGhWsepPqXJ3d29W/vOnTu79QP/v9JTtTk5OWH48OE4efIkOjs71eNKS0sxfvx4HDt2TLTzMSTVeet625qoN9wKJjIwiUSCiIgI7NmzB7NmzcKAAQO0jvPw8ICLiwu+/vprjBgxAtbW1vjmm29gaWmJgQMHoqKiAuXl5fD394erqysAIDc3F15eXggNDcXbb7+t/rdo0SLU19fj448/hqenZ4/FvD9qamogl8s12gcPHqx1i1tMqvPet28fZDIZAgMDYW9vr9M1ie7HwkpkBKKiorBnz54et4GBrrt1t2zZgg8//BApKSlwdHREVFQUkpOTsXfvXmzatAkpKSk4ceIEXn/9dZw6dQrbtm2DVCpFaGgoZsyYATMzM+Tk5GDJkiWwsLDA1KlTsWbNGlhZWYl2LitWrNDa/v7772PhwoWiraPNxIkTMW3aNBw7dgwlJSXYv38/CyvpnYnAW+yIiIhEw/dYiYiIRMTCSkREJCIWViIiIhGxsBIREYmIhZWIiEhELKxEREQiYmElIiISEQsrERGRiFhYiYiIRMTCSkREJCIWViIiIhGxsBIREYnof2dN6SKRSxrfAAAAAElFTkSuQmCC", + "image/png": 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", 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" ] @@ -727,12 +727,12 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -769,7 +769,7 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -1028,7 +1028,7 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -1158,7 +1158,7 @@ "[90 rows x 4 columns]" ] }, - "execution_count": 106, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -1178,7 +1178,7 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -1303,6 +1303,105 @@ "plt.savefig(\"perf.png\", bbox_inches=\"tight\", dpi=200)\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CudaModifiedCosine\n", + "A100PCIE\n", + "CudaModifiedCosine\n", + "RTX4090\n", + "ModifiedCosine\n", + "MatchMS\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_108520/2275045463.py:40: UserWarning: The palette list has more values (3) than needed (2), which may not be intended.\n", + " sns.barplot(\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "from sklearn.linear_model import LinearRegression\n", + "\n", + "\n", + "goal_num = 100_000 * 1_500_000\n", + "\n", + "# Filter dataframe for \"ModifiedCosine\" approaches\n", + "modified_cosine_df = df[df[\"kernel\"].str.contains(\"ModifiedCosine\")]\n", + "\n", + "# Dictionary to store throughput at goal_num\n", + "performance_at_goal = []\n", + "\n", + "# Estimate throughput for each approach at goal_num\n", + "for (kernel, label), data in modified_cosine_df.groupby([\"kernel\", \"label\"]):\n", + " estimate_runtime = LinearRegression()\n", + " estimate_runtime.fit(np.array(data[[\"pairs\"]]), np.array(data[[\"time\"]]))\n", + " estimated_time_hr = estimate_runtime.predict([[goal_num]]).item() / 3600\n", + " throughput = goal_num / estimated_time_hr\n", + " performance_at_goal.append(\n", + " {\"kernel\": kernel, \"label\": label, \"throughput\": throughput}\n", + " )\n", + "\n", + "# Convert to DataFrame\n", + "performance_df = pd.DataFrame(performance_at_goal)\n", + "performance_df = performance_df.sort_values(\"throughput\")\n", + "# Set colors for CUDA and non-CUDA approaches\n", + "colors = [\n", + " \"gray\" if \"Cuda\" not in kernel else \"#76B900\" for kernel in performance_df[\"kernel\"]\n", + "]\n", + "\n", + "# Organize x-axis labels\n", + "x_labels = [\"MatchMS (CPU)\", \"SimMS (RTX4090)\", \"SimMS (A100)\"]\n", + "\n", + "# Plotting\n", + "plt.figure(figsize=(6, 4))\n", + "sns.barplot(\n", + " data=performance_df,\n", + " x=\"label\",\n", + " y=\"throughput\",\n", + " hue=\"kernel\",\n", + " dodge=False,\n", + " palette=colors,\n", + " legend=None,\n", + ")\n", + "\n", + "plt.yscale(\"log\")\n", + "plt.xlabel(\"Method (Hardware)\", labelpad=10)\n", + "plt.ylabel(\"# Comparisons / Hour\")\n", + "plt.title(\"Modified Cosine Processing Speed\")\n", + "plt.grid(True, axis=\"y\")\n", + "plt.xticks(ticks=np.arange(len(x_labels)), labels=x_labels)\n", + "# plt.legend(title=\"Kernel\", bbox_to_anchor=(1.05, 1), loc='upper left')\n", + "# plt.legend(False)\n", + "plt.tight_layout()\n", + "\n", + "plt.savefig(\"assets/perf_speedup.svg\", bbox_inches=\"tight\", dpi=200)\n", + "plt.show()" + ] } ], "metadata": { diff --git a/simms/utils.py b/simms/utils.py index 75d7609..1fe4d66 100644 --- a/simms/utils.py +++ b/simms/utils.py @@ -14,7 +14,6 @@ from joblib import Memory from matchms import Spectrum from matchms.filtering import ( - add_losses, normalize_intensities, reduce_to_number_of_peaks, require_minimum_number_of_peaks, @@ -55,6 +54,7 @@ def mkdir(p: Path, clean=False) -> Path: p.mkdir(exist_ok=True, parents=True) return p + def spectra_peaks_to_tensor( spectra: list, dtype: str = "float32", @@ -100,6 +100,7 @@ def process_spectrum(spectrum: Spectrum) -> Optional[Spectrum]: spectrum = require_minimum_number_of_peaks(spectrum, n_required=5) return spectrum + def download( name: Literal[ "ALL_GNPS.mgf", @@ -120,7 +121,8 @@ def download( Downloaded files are cached, and not re-downloaded after the initial call. """ import pooch - potential_local_file = Path(f'data/{name}') + + potential_local_file = Path(f"data/{name}") if potential_local_file.exists(): return str(potential_local_file) else: @@ -130,6 +132,7 @@ def download( progressbar=True, ) + class Timer: def __enter__(self): self.duration = -time.perf_counter() From 5c703b23b974f463172e6fef26c5aa94bb39ba33 Mon Sep 17 00:00:00 2001 From: tornikeo Date: Fri, 26 Jul 2024 13:08:26 +0200 Subject: [PATCH 2/7] Update the colab tutorial --- README.md | 8 +- .../samples/colab_tutorial_pesticide.ipynb | 142 ++++++++++-------- 2 files changed, 90 insertions(+), 60 deletions(-) diff --git a/README.md b/README.md index e84a874..3e12535 100644 --- a/README.md +++ b/README.md @@ -7,10 +7,16 @@ - + + + + +
Static Badge + diff --git a/notebooks/samples/colab_tutorial_pesticide.ipynb b/notebooks/samples/colab_tutorial_pesticide.ipynb index d3e7527..3fbf73e 100644 --- a/notebooks/samples/colab_tutorial_pesticide.ipynb +++ b/notebooks/samples/colab_tutorial_pesticide.ipynb @@ -19,53 +19,50 @@ "id": "IbG2sS2ieb9N" }, "source": [ - "# Selecting the correct runtime (to access CUDA-enabled GPU)\n", + "# Selecting the correct runtime to access CUDA-enabled GPU\n", "\n", "To compile and use the CUDA kernel, you **need to use a GPU**. To request a free GPU from colab, follow these steps:\n", "\n", "In the top right click the black triangle:\n", "\n", "\n", + "![Step 1](https://github.com/PangeAI/simms/blob/main/assets/samples/colab_tutorial_pesticide/step1.png?raw=true)\n", "\n", - "![image.png](https://github.com/PangeAI/simms/blob/main/assets/samples/colab_tutorial_pesticide/step1.png?raw=true)\n", + "- Click \"Change runtime type\"\n", "\n", - "Click \"Change runtime type\"\n", + "![Step 2](https://github.com/PangeAI/simms/blob/main/assets/samples/colab_tutorial_pesticide/step2.png?raw=true)\n", "\n", - "![image-2.png](https://github.com/PangeAI/simms/blob/main/assets/samples/colab_tutorial_pesticide/step2.png?raw=true)\n", + "- Click \"T4 GPU\":\n", "\n", - "Click \"T4 GPU\":\n", + "![Step 3](https://github.com/PangeAI/simms/blob/main/assets/samples/colab_tutorial_pesticide/step3.png?raw=true)\n", "\n", - "![image-3.png](https://github.com/PangeAI/simms/blob/main/assets/samples/colab_tutorial_pesticide/step3.png?raw=true)\n", + "- Click \"OK\" on \"Disconnect and delete runtime\" (we haven't done much yet, so this is OK)\n", "\n", - "Click \"OK\" on \"Disconnect and delete runtime\" (we haven't done much yet, so this is OK)\n", + "![Step 4](https://github.com/PangeAI/simms/blob/main/assets/samples/colab_tutorial_pesticide/step4.png?raw=true)\n", "\n", - "![image-4.png](https://github.com/PangeAI/simms/blob/main/assets/samples/colab_tutorial_pesticide/step4.png?raw=true)\n", + "- Click \"Save\"\n", "\n", - "Click \"Save\"\n", + "![Step 5](https://github.com/PangeAI/simms/blob/main/assets/samples/colab_tutorial_pesticide/step5.png?raw=true)\n", "\n", - "![image-5.png](https://github.com/PangeAI/simms/blob/main/assets/samples/colab_tutorial_pesticide/step5.png?raw=true)\n", - "\n", - "Now you can compile the cuda kernel, and use the `CudaCosineGreedy` just like you would the `CosineGreedy`.\n", - "\n", - "![image-6.png](https://github.com/PangeAI/simms/blob/main/assets/samples/colab_tutorial_pesticide/step6.png?raw=true)" + "- Now you can run the cuda cosine similarity!" ] }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "usCzWu3-eb9O", - "outputId": "8b9be703-0648-4a1d-aa13-056eae4d79f0" + "outputId": "6e6e7aa7-27f7-458c-e7b4-d18539563430" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ - "Wed Mar 27 12:10:02 2024 \n", + "Fri Jul 26 11:01:09 2024 \n", "+---------------------------------------------------------------------------------------+\n", "| NVIDIA-SMI 535.104.05 Driver Version: 535.104.05 CUDA Version: 12.2 |\n", "|-----------------------------------------+----------------------+----------------------+\n", @@ -74,7 +71,7 @@ "| | | MIG M. |\n", "|=========================================+======================+======================|\n", "| 0 Tesla T4 Off | 00000000:00:04.0 Off | 0 |\n", - "| N/A 47C P0 27W / 70W | 1447MiB / 15360MiB | 0% Default |\n", + "| N/A 40C P8 9W / 70W | 0MiB / 15360MiB | 0% Default |\n", "| | | N/A |\n", "+-----------------------------------------+----------------------+----------------------+\n", " \n", @@ -83,6 +80,7 @@ "| GPU GI CI PID Type Process name GPU Memory |\n", "| ID ID Usage |\n", "|=======================================================================================|\n", + "| No running processes found |\n", "+---------------------------------------------------------------------------------------+\n" ] } @@ -112,7 +110,7 @@ "warnings.simplefilter(\"ignore\")\n", "\n", "! pip uninstall simms -q -y\n", - "! pip install -q git+https://github.com/PangeAI/simms.git@dev\n", + "! pip install -q git+https://github.com/PangeAI/simms.git\n", "! pip install -U ipykernel" ], "metadata": { @@ -120,9 +118,9 @@ "base_uri": "https://localhost:8080/" }, "id": "D4YB5_4nfwiX", - "outputId": "db452def-df83-42d7-a2ac-a634e86aa21b" + "outputId": "9f452341-c503-4971-b55e-52599d6ca7ab" }, - "execution_count": 48, + "execution_count": 2, "outputs": [ { "output_type": "stream", @@ -132,30 +130,30 @@ " Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n", " Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n", " Building wheel for simms (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n", - "Requirement already satisfied: ipykernel in /usr/local/lib/python3.10/dist-packages (6.29.3)\n", + "Requirement already satisfied: ipykernel in /usr/local/lib/python3.10/dist-packages (6.29.5)\n", "Requirement already satisfied: comm>=0.1.1 in /usr/local/lib/python3.10/dist-packages (from ipykernel) (0.2.2)\n", "Requirement already satisfied: debugpy>=1.6.5 in /usr/local/lib/python3.10/dist-packages (from ipykernel) (1.6.6)\n", "Requirement already satisfied: ipython>=7.23.1 in /usr/local/lib/python3.10/dist-packages (from ipykernel) (7.34.0)\n", "Requirement already satisfied: jupyter-client>=6.1.12 in /usr/local/lib/python3.10/dist-packages (from ipykernel) (6.1.12)\n", "Requirement already satisfied: jupyter-core!=5.0.*,>=4.12 in /usr/local/lib/python3.10/dist-packages (from ipykernel) (5.7.2)\n", - "Requirement already satisfied: matplotlib-inline>=0.1 in /usr/local/lib/python3.10/dist-packages (from ipykernel) (0.1.6)\n", + "Requirement already satisfied: matplotlib-inline>=0.1 in /usr/local/lib/python3.10/dist-packages (from ipykernel) (0.1.7)\n", "Requirement already satisfied: nest-asyncio in /usr/local/lib/python3.10/dist-packages (from ipykernel) (1.6.0)\n", - "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from ipykernel) (24.0)\n", + "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from ipykernel) (24.1)\n", "Requirement already satisfied: psutil in /usr/local/lib/python3.10/dist-packages (from ipykernel) (5.9.5)\n", - "Requirement already satisfied: pyzmq>=24 in /usr/local/lib/python3.10/dist-packages (from ipykernel) (25.1.2)\n", + "Requirement already satisfied: pyzmq>=24 in /usr/local/lib/python3.10/dist-packages (from ipykernel) (24.0.1)\n", "Requirement already satisfied: tornado>=6.1 in /usr/local/lib/python3.10/dist-packages (from ipykernel) (6.3.3)\n", "Requirement already satisfied: traitlets>=5.4.0 in /usr/local/lib/python3.10/dist-packages (from ipykernel) (5.7.1)\n", - "Requirement already satisfied: setuptools>=18.5 in /usr/local/lib/python3.10/dist-packages (from ipython>=7.23.1->ipykernel) (67.7.2)\n", + "Requirement already satisfied: setuptools>=18.5 in /usr/local/lib/python3.10/dist-packages (from ipython>=7.23.1->ipykernel) (71.0.4)\n", "Requirement already satisfied: jedi>=0.16 in /usr/local/lib/python3.10/dist-packages (from ipython>=7.23.1->ipykernel) (0.19.1)\n", "Requirement already satisfied: decorator in /usr/local/lib/python3.10/dist-packages (from ipython>=7.23.1->ipykernel) (4.4.2)\n", "Requirement already satisfied: pickleshare in /usr/local/lib/python3.10/dist-packages (from ipython>=7.23.1->ipykernel) (0.7.5)\n", - "Requirement already satisfied: prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from ipython>=7.23.1->ipykernel) (3.0.43)\n", + "Requirement already satisfied: prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from ipython>=7.23.1->ipykernel) (3.0.47)\n", "Requirement already satisfied: pygments in /usr/local/lib/python3.10/dist-packages (from ipython>=7.23.1->ipykernel) (2.16.1)\n", "Requirement already satisfied: backcall in /usr/local/lib/python3.10/dist-packages (from ipython>=7.23.1->ipykernel) (0.2.0)\n", "Requirement already satisfied: pexpect>4.3 in /usr/local/lib/python3.10/dist-packages (from ipython>=7.23.1->ipykernel) (4.9.0)\n", "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.10/dist-packages (from jupyter-client>=6.1.12->ipykernel) (2.8.2)\n", - "Requirement already satisfied: platformdirs>=2.5 in /usr/local/lib/python3.10/dist-packages (from jupyter-core!=5.0.*,>=4.12->ipykernel) (4.2.0)\n", - "Requirement already satisfied: parso<0.9.0,>=0.8.3 in /usr/local/lib/python3.10/dist-packages (from jedi>=0.16->ipython>=7.23.1->ipykernel) (0.8.3)\n", + "Requirement already satisfied: platformdirs>=2.5 in /usr/local/lib/python3.10/dist-packages (from jupyter-core!=5.0.*,>=4.12->ipykernel) (4.2.2)\n", + "Requirement already satisfied: parso<0.9.0,>=0.8.3 in /usr/local/lib/python3.10/dist-packages (from jedi>=0.16->ipython>=7.23.1->ipykernel) (0.8.4)\n", "Requirement already satisfied: ptyprocess>=0.5 in /usr/local/lib/python3.10/dist-packages (from pexpect>4.3->ipython>=7.23.1->ipykernel) (0.7.0)\n", "Requirement already satisfied: wcwidth in /usr/local/lib/python3.10/dist-packages (from prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0->ipython>=7.23.1->ipykernel) (0.2.13)\n", "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.1->jupyter-client>=6.1.12->ipykernel) (1.16.0)\n" @@ -165,16 +163,32 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 3, "metadata": { "id": "T3ydy1w3eb9P" }, "outputs": [], "source": [ - "from numba import cuda\n", - "\n", - "\n", - "assert cuda.is_available(), \"Change the colab instance type to T4. See guide above (^)\"" + "from IPython.display import Latex, Markdown, display\n", + "\n", + "\n", + "try:\n", + " from numba import cuda\n", + "\n", + " assert (\n", + " cuda.is_available()\n", + " ), \"Change the colab instance type to T4. See guide above ^^^\"\n", + "except ImportError as e:\n", + " display(\n", + " Markdown(\n", + " f\"\"\"\n", + " **The very first run on Colab requires a restart.**\n", + " **In upper left bar, click `Runtime` -> `Restart Session And Run All`**.\n", + " **When prompted, select `Yes`**.\n", + " \"\"\"\n", + " )\n", + " )\n", + " exit(0)" ] }, { @@ -188,7 +202,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 4, "metadata": { "id": "APddNC4veb9Q" }, @@ -225,15 +239,25 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "8rEQ0KILeb9R", - "outputId": "803e157a-0149-4b49-b765-6d56f63b036c" + "outputId": "982bec9a-8de6-4cb2-c87a-eda7eb85dc98" }, "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "Downloading data from 'https://github.com/PangeAI/simms/releases/download/sample-files/pesticides.mgf' to file '/root/.cache/pooch/cb67ca8941a517437d8028749292d1c9-pesticides.mgf'.\n", + "100%|███████████████████████████████████████| 153k/153k [00:00<00:00, 41.8MB/s]\n", + "SHA256 hash of downloaded file: 0adc186e519167f297f8809877183a49a26b478485c89e8b8a7da6f959bb5a17\n", + "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n" + ] + }, { "output_type": "execute_result", "data": { @@ -317,7 +341,7 @@ ] }, "metadata": {}, - "execution_count": 51 + "execution_count": 5 } ], "source": [ @@ -356,13 +380,13 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "0nl5aX8Xeb9S", - "outputId": "091ac26e-1979-474a-946d-032b2d09e549" + "outputId": "63e5669f-e3d2-47c3-b719-27c34871d911" }, "outputs": [ { @@ -444,7 +468,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 7, "metadata": { "id": "oKKq1_p9eb9T" }, @@ -517,9 +541,9 @@ "height": 330 }, "id": "O6NR69ugoMfO", - "outputId": "5f92a9e7-b997-40dc-b155-42cc42646c15" + "outputId": "0639705e-a899-43ad-d7a3-a53a447f0875" }, - "execution_count": 54, + "execution_count": 8, "outputs": [ { "output_type": "display_data", @@ -527,7 +551,7 @@ "text/plain": [ "
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\n" 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}, "metadata": {} } @@ -544,13 +568,13 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Iqp8EoP9eb9T", - "outputId": "d7064c2e-ff21-4a28-e07a-1b02cffefc81" + "outputId": "a74badfd-fcac-4804-ac25-c905c49191b9" }, "outputs": [ { @@ -572,13 +596,13 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "rU94rL_geb9U", - "outputId": "1a007570-09f5-47f3-8fa4-23d0cb43d6a0" + "outputId": "460039b9-5131-45e1-dfe7-723a8e1ad94f" }, "outputs": [ { @@ -589,55 +613,55 @@ "Query scan id: 2161\n", "Score: 0.8646\n", "Number of matching peaks: 14\n", - "Did GPU overflow at this pair: 0\n", + "Did GPU overflow at this pair: False\n", "----------------------------\n", "Reference scan id: 603\n", "Query scan id: 2161\n", "Score: 0.8237\n", "Number of matching peaks: 14\n", - "Did GPU overflow at this pair: 0\n", + "Did GPU overflow at this pair: False\n", "----------------------------\n", "Reference scan id: 2160\n", "Query scan id: 2161\n", "Score: 0.8015\n", "Number of matching peaks: 25\n", - "Did GPU overflow at this pair: 0\n", + "Did GPU overflow at this pair: False\n", "----------------------------\n", "Reference scan id: 2362\n", "Query scan id: 2161\n", "Score: 0.2923\n", "Number of matching peaks: 7\n", - "Did GPU overflow at this pair: 0\n", + "Did GPU overflow at this pair: False\n", "----------------------------\n", "Reference scan id: 2598\n", "Query scan id: 2161\n", "Score: 0.2231\n", "Number of matching peaks: 5\n", - "Did GPU overflow at this pair: 0\n", + "Did GPU overflow at this pair: False\n", "----------------------------\n", "Reference scan id: 2594\n", "Query scan id: 2161\n", "Score: 0.1761\n", "Number of matching peaks: 3\n", - "Did GPU overflow at this pair: 0\n", + "Did GPU overflow at this pair: False\n", "----------------------------\n", "Reference scan id: 1944\n", "Query scan id: 2161\n", "Score: 0.1396\n", "Number of matching peaks: 5\n", - "Did GPU overflow at this pair: 0\n", + "Did GPU overflow at this pair: False\n", "----------------------------\n", "Reference scan id: 1772\n", "Query scan id: 2161\n", "Score: 0.1037\n", "Number of matching peaks: 4\n", - "Did GPU overflow at this pair: 0\n", + "Did GPU overflow at this pair: False\n", "----------------------------\n", "Reference scan id: 2284\n", "Query scan id: 2161\n", "Score: 0.0675\n", "Number of matching peaks: 9\n", - "Did GPU overflow at this pair: 0\n", + "Did GPU overflow at this pair: False\n", "----------------------------\n" ] } @@ -666,7 +690,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 11, "metadata": { "id": "CtCv6qGPeb9U" }, @@ -716,4 +740,4 @@ }, "nbformat": 4, "nbformat_minor": 0 -} \ No newline at end of file +} From 0759225c53a51afefdfb420bd0a1f07d506c7a30 Mon Sep 17 00:00:00 2001 From: tornikeo Date: Fri, 26 Jul 2024 13:10:06 +0200 Subject: [PATCH 3/7] Add flake8 --- .pre-commit-config.yaml | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 28ddeb5..080b071 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -14,3 +14,7 @@ repos: rev: v5.10.1 # Use the latest version hooks: - id: isort + - repo: https://github.com/PyCQA/flake8 + rev: 7.0.0 + hooks: + - id: flake8 \ No newline at end of file From 4d5557b8110f132658dcd15b227002200f6112a2 Mon Sep 17 00:00:00 2001 From: tornikeo Date: Fri, 26 Jul 2024 13:12:55 +0200 Subject: [PATCH 4/7] Add a visual guide figure for SimMS --- assets/visual_guide.png | Bin 0 -> 321506 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 assets/visual_guide.png diff --git a/assets/visual_guide.png b/assets/visual_guide.png new file mode 100644 index 0000000000000000000000000000000000000000..a49dd9707748b6691c675a3ed8edfabd8c1d81d9 GIT binary patch literal 321506 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88Fbl|IqD%xVt?RF>DGn#v@|r2ovM4qte1Ac3kUfXG zIdTf96rqJsT>p)6`_IIjqAYZ7{}w0fH9WxwtnWk_mb8(dGf9jbEmtZ!FA^h& zVjT{s$-sE0Ne(&U@0S7MfH^2{=_xz@)BUS~f8Mxe1i;7lM#G3R69&`|2oT|8e_8ZzpYp+qW6rHOt%6^Y@xQb!pka{m zNs2r2Ut?mQ3Oy$|T}!9o8D@Vc#vvyM^a4Do)@vap4(|jAz5iR9*7BEFEf{=iZsxgs zdC4)sc29r)HMFlr$Uy5~GDkiVK7{{-O;M>1D6ZjfZ7Q$L z-Pc~+t~K477>+}C|KYL@L8g=AQthM_@hj@#*Z%%s3ZUJ#9=&|{KNu=tMk^f=&rl~m zRQiBMN4{&hLL44P1q>BFzLV=x_5@O#G$m1Z8#w?T2Q@-GIz;xrU#_bFA Date: Fri, 26 Jul 2024 13:27:34 +0200 Subject: [PATCH 5/7] Fix ReadME type --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 3e12535..4bff2fe 100644 --- a/README.md +++ b/README.md @@ -39,7 +39,7 @@ Calculate similarity between large number of mass spectra using a GPU. SimMS aim ![alt text](assets/visual_guide.png) -Comparing large sets of mass spectra is can be done in parallel, since all scores can be calculated independent of other scores. By leveraging the large number of threads in a GPU, we created a GPU program (kernel) that calculates a 4096 x 4096 similarity matrix in a fraction of a second. By iteratvely calculating similarities for batches of spectra, SimMS can quickly process datasets much larger than the GPU memory. For details, visit the [preprint](https://www.biorxiv.org/content/biorxiv/early/2024/07/25/2024.07.24.605006.full.pdf). +Comparing large sets of mass spectra can be done in parallel, since scores can be calculated independent of the other scores. By leveraging a large number of threads in a GPU, we created a GPU program (kernel) that calculates a 4096 x 4096 similarity matrix in a fraction of a second. By iteratvely calculating similarities for batches of spectra, SimMS can quickly process datasets much larger than the GPU memory. For details, visit the [preprint](https://www.biorxiv.org/content/biorxiv/early/2024/07/25/2024.07.24.605006.full.pdf). # Quickstart From c1c607dce74faf8fa2b831bf77f9be3c3f850ad4 Mon Sep 17 00:00:00 2001 From: tornikeo Date: Thu, 24 Oct 2024 13:24:31 +0200 Subject: [PATCH 6/7] Include BLINK comparison, fix ReadME BLINK: Simplify plotting Include numpy version notice in colab tutorial Update README --- .dockerignore | 10 - Dockerfile | 24 -- README.md | 13 +- docker-compose.yml | 17 - notebooks/figures/make_figures.ipynb | 308 +++++++++++++++--- .../samples/colab_tutorial_pesticide.ipynb | 169 ++++++---- 6 files changed, 385 insertions(+), 156 deletions(-) delete mode 100644 .dockerignore delete mode 100644 Dockerfile delete mode 100644 docker-compose.yml diff --git a/.dockerignore b/.dockerignore deleted file mode 100644 index bf42ac6..0000000 --- a/.dockerignore +++ /dev/null @@ -1,10 +0,0 @@ -data/ -.ipynb_checkpoints/ -notebooks/ -.pytest_cache/ -.vscode/ -*.egg* -data/ -notebooks/ -__pycache__ -assets/ diff --git a/Dockerfile b/Dockerfile deleted file mode 100644 index 485443f..0000000 --- a/Dockerfile +++ /dev/null @@ -1,24 +0,0 @@ -FROM pytorch/pytorch:2.2.1-cuda11.8-cudnn8-devel -RUN apt-get update && apt-get install -y --no-install-recommends git && \ - apt-get clean && rm -rf /var/lib/apt/lists/* - -ARG DEBIAN_FRONTEND=noninteractive - -WORKDIR /code -COPY ./pyproject.toml /code/pyproject.toml - -ENV PYTHONUNBUFFERED=1 \ - GRADIO_ALLOW_FLAGGING=never \ - GRADIO_NUM_PORTS=1 \ - GRADIO_SERVER_NAME=0.0.0.0 \ - GRADIO_THEME=huggingface \ - SYSTEM=spaces - -COPY simms/ /code/simms/ -COPY tests/ /code/tests/ -COPY README.md /code/README.md -RUN pip install --no-cache-dir --upgrade -e .[dev] -COPY app.py /code/app.py -RUN pip install --no-cache-dir --upgrade gradio -# Copy the current directory contents into the container at $HOME/app setting the owner to the user -CMD ["python3", "app.py"] \ No newline at end of file diff --git a/README.md b/README.md index 4bff2fe..c0d4cc1 100644 --- a/README.md +++ b/README.md @@ -27,7 +27,7 @@ Calculate similarity between large number of mass spectra using a GPU. SimMS aims to provide very fast replacements for commonly used similarity functions in [matchms](https://github.com/matchms/matchms/). - +`

![img](./assets/perf_speedup.svg) @@ -43,6 +43,17 @@ Comparing large sets of mass spectra can be done in parallel, since scores can b # Quickstart +## Hardware + +Any GPU [supported](https://numba.pydata.org/numba-doc/dev/cuda/overview.html#requirements) by numba can be used. We tested a number of GPUs: + +- RTX 2070, used on local machine +- T4 GPU, offered for free on Colab +- RTX4090 GPU, offered on vast.ai +- Any A100 GPU, offered on vast.ai + +The `pytorch/pytorch:2.2.1-cuda12.1-cudnn8-devel` docker [image](https://hub.docker.com/layers/pytorch/pytorch/2.2.1-cuda12.1-cudnn8-devel/images/sha256-42204bca460bb77cbd524577618e1723ad474e5d77cc51f94037fffbc2c88c6f?context=explore) was used for development and testing. + ## Install ```bash pip install git+https://github.com/PangeAI/simms diff --git a/docker-compose.yml b/docker-compose.yml deleted file mode 100644 index 4435319..0000000 --- a/docker-compose.yml +++ /dev/null @@ -1,17 +0,0 @@ -version: '3.8' -services: - app: - build: - context: . - dockerfile: docker/service/Dockerfile - volumes: - - .:/workdir - working_dir: /workdir - deploy: - resources: - reservations: - devices: - - driver: nvidia - count: 1 - capabilities: [gpu] - command: /bin/sh -c "while sleep 1000; do :; done" diff --git a/notebooks/figures/make_figures.ipynb b/notebooks/figures/make_figures.ipynb index e29af59..4afbfc5 100644 --- a/notebooks/figures/make_figures.ipynb +++ b/notebooks/figures/make_figures.ipynb @@ -336,12 +336,12 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -360,16 +360,16 @@ " scores_cu,\n", " \"MatchMS Score\",\n", " \"CudaCosineGreedy Score\",\n", - " \"MatchMS Matches\",\n", - " \"CudaCosineGreedy Matches\",\n", + " \"MatchMS Peaks Matched\",\n", + " \"CudaCosineGreedy Peaks Matched\",\n", " ),\n", " (\n", " scores_modified,\n", " scores_cu_modified,\n", " \"MatchMS Score\",\n", " \"CudaModifiedCosine Score\",\n", - " \"MatchMS Matches\",\n", - " \"CudaModifiedCosine Matches\",\n", + " \"MatchMS Peaks Matched\",\n", + " \"CudaModifiedCosine Peaks Matched\",\n", " ),\n", "]\n", "\n", @@ -472,8 +472,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Greedy Cosine Performance as a function\n", - "\n", + "# Greedy Cosine Performance" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ "## Tolerance" ] }, @@ -758,6 +763,157 @@ "plt.savefig(\"plot.png\")" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## SimMS vs. BLINK\n", + "\n", + "Compare:\n", + "\n", + "1. Accuracy as a function of tolerance\n", + "1. Runtime as a function of total number of comparisonsfor\n", + "\n", + "Accuracy of BLINK decreases at any fixed tolerance as `bin_width` parameter increases. Unfortunately, memory requirements increase as `1/bin_width`.\n", + "\n", + "We use the maximum practical `bin_width` for the current workstation, that doesn't result in OOM.\n", + "\n", + "We use the best possible setup for BLINK, `bin_width=1e-6`." + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 15%|█▌ | 2/13 [00:03<00:19, 1.74s/it]/home/tornikeo/micromamba/envs/pb2/lib/python3.11/site-packages/blink/spectral_normalization.py:50: RuntimeWarning: divide by zero encountered in scalar divide\n", + " inorm = np.array([1.0/np.linalg.norm(mzi[1]**intensity_power) for mzi in mzis])\n", + " 23%|██▎ | 3/13 [00:05<00:19, 1.90s/it]/home/tornikeo/micromamba/envs/pb2/lib/python3.11/site-packages/blink/spectral_normalization.py:50: RuntimeWarning: divide by zero encountered in scalar divide\n", + " inorm = np.array([1.0/np.linalg.norm(mzi[1]**intensity_power) for mzi in mzis])\n", + " 31%|███ | 4/13 [00:09<00:24, 2.77s/it]/home/tornikeo/micromamba/envs/pb2/lib/python3.11/site-packages/blink/spectral_normalization.py:50: RuntimeWarning: divide by zero encountered in scalar divide\n", + " inorm = np.array([1.0/np.linalg.norm(mzi[1]**intensity_power) for mzi in mzis])\n", + " 38%|███▊ | 5/13 [00:12<00:21, 2.74s/it]/home/tornikeo/micromamba/envs/pb2/lib/python3.11/site-packages/blink/spectral_normalization.py:50: RuntimeWarning: divide by zero encountered in scalar divide\n", + " inorm = np.array([1.0/np.linalg.norm(mzi[1]**intensity_power) for mzi in mzis])\n", + " 46%|████▌ | 6/13 [00:16<00:22, 3.24s/it]/home/tornikeo/micromamba/envs/pb2/lib/python3.11/site-packages/blink/spectral_normalization.py:50: RuntimeWarning: divide by zero encountered in scalar divide\n", + " inorm = np.array([1.0/np.linalg.norm(mzi[1]**intensity_power) for mzi in mzis])\n", + " 54%|█████▍ | 7/13 [00:30<00:40, 6.82s/it]/home/tornikeo/micromamba/envs/pb2/lib/python3.11/site-packages/blink/spectral_normalization.py:50: RuntimeWarning: divide by zero encountered in scalar divide\n", + " inorm = np.array([1.0/np.linalg.norm(mzi[1]**intensity_power) for mzi in mzis])\n", + " 62%|██████▏ | 8/13 [00:37<00:33, 6.77s/it]/home/tornikeo/micromamba/envs/pb2/lib/python3.11/site-packages/blink/spectral_normalization.py:50: RuntimeWarning: divide by zero encountered in scalar divide\n", + " inorm = np.array([1.0/np.linalg.norm(mzi[1]**intensity_power) for mzi in mzis])\n", + " 69%|██████▉ | 9/13 [00:54<00:40, 10.10s/it]/home/tornikeo/micromamba/envs/pb2/lib/python3.11/site-packages/blink/spectral_normalization.py:50: RuntimeWarning: divide by zero encountered in scalar divide\n", + " inorm = np.array([1.0/np.linalg.norm(mzi[1]**intensity_power) for mzi in mzis])\n", + "100%|██████████| 13/13 [01:12<00:00, 5.56s/it]\n" + ] + } + ], + "source": [ + "import blink\n", + "from tqdm.cli import tqdm\n", + "\n", + "\n", + "tolerances = np.logspace(\n", + " np.log10(MIN_TOLERANCE),\n", + " np.log10(MAX_TOLERANCE),\n", + " endpoint=True,\n", + " num=NUM_EVALS,\n", + ")[\n", + " :-3\n", + "] # We don't need tolerances of size 10^3\n", + "\n", + "np.random.seed(123)\n", + "\n", + "references = np.random.choice(\n", + " spectra,\n", + " size=512,\n", + " replace=False,\n", + ")\n", + "\n", + "queries = np.random.choice(\n", + " spectra,\n", + " size=512,\n", + " replace=False,\n", + ")\n", + "batch_size = max(len(references), len(queries))\n", + "\n", + "\n", + "def measure_blink_vs_simms():\n", + " data = []\n", + " for tolerance in tqdm(tolerances):\n", + " tolerance = float(tolerance)\n", + "\n", + " ## MatchMS\n", + " scores = get_correct_scores(\n", + " references=references,\n", + " queries=queries,\n", + " similarity_class=CosineGreedy,\n", + " tolerance=tolerance,\n", + " )\n", + "\n", + " ## SimMS\n", + " kernel = CudaCosineGreedy(\n", + " tolerance=tolerance,\n", + " batch_size=batch_size,\n", + " )\n", + " kernel.matrix(references[:4], queries[:4])\n", + " with Timer() as t_simms:\n", + " scores_cu = kernel.matrix(references, queries)\n", + "\n", + " acc = np.isclose(\n", + " scores[\"score\"].ravel(), scores_cu[\"score\"].ravel(), atol=0.001\n", + " ).mean()\n", + " data.append(\n", + " dict(method=\"simms\", tolerance=tolerance, time=t_simms.duration, acc=acc)\n", + " )\n", + "\n", + " ## BLINK\n", + " queries_ = [e.peaks.to_numpy.T for e in queries]\n", + " references_ = [e.peaks.to_numpy.T for e in references]\n", + " query_precursor_mz_ = [e.get(\"precursor_mz\") for e in queries]\n", + " reference_precursor_mz_ = [e.get(\"precursor_mz\") for e in references]\n", + "\n", + " for blink_bin_width in [0.00001, 0.0001, 0.001]:\n", + " # On the one hand, BLINK can only work with tolerances in range (bin_width, bin_width * 1000)\n", + " # On the other, BLINK memory requirements for discretization grow as 1/bin_width.\n", + " # This requires us to use different bin widths for different tolerances and take all configurations into account\n", + " if tolerance >= blink_bin_width and tolerance < blink_bin_width * 1000:\n", + " blink_discretized_spectra = blink.discretize_spectra(\n", + " references_,\n", + " queries_,\n", + " reference_precursor_mz_,\n", + " query_precursor_mz_,\n", + " intensity_power=1.0, # since BLINK default is 0.5\n", + " bin_width=blink_bin_width,\n", + " tolerance=tolerance,\n", + " )\n", + " with Timer() as t_blink:\n", + " blink_results = blink.score_sparse_spectra(\n", + " blink_discretized_spectra, gpu=True\n", + " )\n", + " acc = np.isclose(\n", + " scores[\"score\"].ravel(),\n", + " blink_results[\"mzi\"].todense().ravel(),\n", + " atol=0.001,\n", + " ).mean()\n", + " data.append(\n", + " dict(\n", + " method=\"blink\",\n", + " tolerance=tolerance,\n", + " blink_bin_width=blink_bin_width,\n", + " time=t_blink.duration,\n", + " acc=acc,\n", + " )\n", + " )\n", + " data = pd.DataFrame(data)\n", + " return data\n", + "\n", + "\n", + "perf_df = measure_blink_vs_simms()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -769,7 +925,84 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplot_mosaic(\n", + " \"ab\",\n", + " figsize=(11, 3),\n", + " # sharex=True,\n", + ")\n", + "prop_cycle = plt.rcParams[\"axes.prop_cycle\"]\n", + "colors = list(prop_cycle.by_key()[\"color\"])\n", + "perf_df[\"Bin Width\"] = \"BLINK \" + perf_df.blink_bin_width.astype(str)\n", + "gp = perf_df.groupby(\"method\")\n", + "plt.sca(axs[\"a\"])\n", + "sns.lineplot(\n", + " gp.get_group(\"blink\"),\n", + " x=\"tolerance\",\n", + " y=\"acc\",\n", + " hue=\"Bin Width\",\n", + " palette=\"dark:r_r\",\n", + " marker=\"o\",\n", + ")\n", + "plt.legend()\n", + "sns.lineplot(\n", + " gp.get_group(\"simms\"),\n", + " x=\"tolerance\",\n", + " y=\"acc\",\n", + " color=colors[2],\n", + " marker=\"o\",\n", + " label=\"SimMS\",\n", + ")\n", + "plt.title(\"A\", fontweight=\"bold\")\n", + "plt.xscale(\"log\")\n", + "plt.ylim([0.8999, None])\n", + "plt.ylabel(\"Accuracy\")\n", + "plt.xlabel(\"Tolerance\")\n", + "\n", + "plt.sca(axs[\"b\"])\n", + "sns.lineplot(\n", + " gp.get_group(\"simms\"),\n", + " x=\"tolerance\",\n", + " y=\"time\",\n", + " color=colors[2],\n", + " marker=\"o\",\n", + " label=\"SimMS\",\n", + ")\n", + "sns.lineplot(\n", + " gp.get_group(\"blink\"),\n", + " x=\"tolerance\",\n", + " y=\"time\",\n", + " hue=\"Bin Width\",\n", + " palette=\"dark:r_r\",\n", + " marker=\"o\",\n", + ")\n", + "plt.legend([])\n", + "plt.title(\"B\", fontweight=\"bold\")\n", + "plt.xscale(\"log\")\n", + "plt.yscale(\"log\")\n", + "plt.xlabel(\"Tolerance\")\n", + "plt.ylabel(\"Wall Time (s)\")\n", + "\n", + "plt.savefig(\"vs_blink.png\", bbox_inches=\"tight\", dpi=200)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -1028,7 +1261,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -1158,7 +1391,7 @@ "[90 rows x 4 columns]" ] }, - "execution_count": 18, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -1178,12 +1411,12 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -1198,25 +1431,27 @@ "\n", "\n", "def time_formatter(v: float, p) -> str:\n", - " def pluralify(s):\n", - " a, b = s.split()\n", - " if int(a) not in [0, 1]:\n", - " s = s + \"s\"\n", - " return s\n", - "\n", - " if v < 60: # Less than a minute\n", - " res = f\"{int(v)} second\"\n", - " elif v < 3600: # Less than an hour\n", - " res = f\"{int(v / 60)} minute\"\n", - " elif v < 86400: # Less than a day\n", - " res = f\"{int(v / 3600)} hour\"\n", - " elif v < 604800:\n", - " res = f\"{int(v / 86400)} day\"\n", - " elif v < 3.156e7:\n", - " res = f\"{int(v / 604800)} week\"\n", - " else:\n", - " res = f\"{int(v / 3.156e+7)} year\"\n", - " return pluralify(res)\n", + " # def pluralify(s):\n", + " # a, b = s.split()\n", + " # if int(a) not in [0, 1]:\n", + " # s = s + \"s\"\n", + " # return s\n", + "\n", + " # if v < 60: # Less than a minute\n", + " # res = f\"{int(v)} second\"\n", + " res = f\"{v:.3e} second\"\n", + " # elif v < 3600: # Less than an hour\n", + " # res = f\"{int(v / 60)} minute\"\n", + " # elif v < 86400: # Less than a day\n", + " # res = f\"{int(v / 3600)} hour\"\n", + " # elif v < 604800:\n", + " # res = f\"{int(v / 86400)} day\"\n", + " # elif v < 3.156e7:\n", + " # res = f\"{int(v / 604800)} week\"\n", + " # else:\n", + " # res = f\"{int(v / 3.156e+7)} year\"\n", + " # return pluralify(res)\n", + " return res\n", "\n", "\n", "df = []\n", @@ -1270,7 +1505,7 @@ " ax=ax,\n", " )\n", "\n", - " goal_num = 100_000 * 1_500_000\n", + " goal_num = 100_000 * 1_000_000\n", " perf_at_axvline.append(\n", " [label, goal_num / estimate_runtime.predict([[goal_num]]).item()]\n", " )\n", @@ -1287,12 +1522,11 @@ " ax.text(goal_num // 60, 1_300_000, f\"B\", fontweight=\"bold\")\n", " ax.text(0.1e6, 1, f\"A\", fontweight=\"bold\")\n", " ax.set_xlabel(\"# Comparisons\")\n", - " ax.set_ylabel(\"Wall Time\")\n", + " ax.set_ylabel(\"Wall Time (s)\")\n", " ax.set_xscale(\"log\")\n", " # ax.set_xticks(list(ax.get_xticks()) + [goal_num])\n", - " ax.set_yscale(\"log\", base=24)\n", - "\n", - " ax.yaxis.set_major_formatter(plt.FuncFormatter(time_formatter))\n", + " ax.set_yscale(\"log\")\n", + " # ax.yaxis.set_major_formatter(plt.FuncFormatter(time_formatter))\n", " ax.grid(True, \"major\", axis=\"y\")\n", "\n", "\n", diff --git a/notebooks/samples/colab_tutorial_pesticide.ipynb b/notebooks/samples/colab_tutorial_pesticide.ipynb index 3fbf73e..1dd90df 100644 --- a/notebooks/samples/colab_tutorial_pesticide.ipynb +++ b/notebooks/samples/colab_tutorial_pesticide.ipynb @@ -13,13 +13,36 @@ "For convenience, we are using a colab environment - so that you can run everything in browser." ] }, + { + "cell_type": "markdown", + "metadata": { + "id": "PNXcqS2NpqwH" + }, + "source": [ + "## Note\n", + "\n", + "Due to [Numba requirements](https://numba.readthedocs.io/en/stable/user/installing.html#version-support-information), you *might* need to do the follow these steps:\n", + "\n", + "1. run **`pip install \"numpy>=1.22,<1.27\"`**\n", + "1. From the top panel, use `Runtime` → `Restart Session` to load the changes.\n", + "1. Make sure you can run `from numba import cuda`" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "N1tavw4AtyIX" + }, + "source": [ + "# Selecting the correct runtime to access CUDA-enabled GPU" + ] + }, { "cell_type": "markdown", "metadata": { "id": "IbG2sS2ieb9N" }, "source": [ - "# Selecting the correct runtime to access CUDA-enabled GPU\n", "\n", "To compile and use the CUDA kernel, you **need to use a GPU**. To request a free GPU from colab, follow these steps:\n", "\n", @@ -47,6 +70,15 @@ "- Now you can run the cuda cosine similarity!" ] }, + { + "cell_type": "markdown", + "metadata": { + "id": "Pad6zmr7t1iK" + }, + "source": [ + "# SimMS walkthrough" + ] + }, { "cell_type": "code", "execution_count": 1, @@ -55,14 +87,14 @@ "base_uri": "https://localhost:8080/" }, "id": "usCzWu3-eb9O", - "outputId": "6e6e7aa7-27f7-458c-e7b4-d18539563430" + "outputId": "622ea41f-9806-4dd7-f1b1-45f9064ee737" }, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ - "Fri Jul 26 11:01:09 2024 \n", + "Wed Oct 30 09:28:58 2024 \n", "+---------------------------------------------------------------------------------------+\n", "| NVIDIA-SMI 535.104.05 Driver Version: 535.104.05 CUDA Version: 12.2 |\n", "|-----------------------------------------+----------------------+----------------------+\n", @@ -71,7 +103,7 @@ "| | | MIG M. |\n", "|=========================================+======================+======================|\n", "| 0 Tesla T4 Off | 00000000:00:04.0 Off | 0 |\n", - "| N/A 40C P8 9W / 70W | 0MiB / 15360MiB | 0% Default |\n", + "| N/A 56C P8 10W / 70W | 0MiB / 15360MiB | 0% Default |\n", "| | | N/A |\n", "+-----------------------------------------+----------------------+----------------------+\n", " \n", @@ -87,7 +119,9 @@ ], "source": [ "gpu = ! nvidia-smi\n", - "assert \"Tesla T4\" in \"\\n\".join(gpu)\n", + "assert \"Tesla T4\" in \"\\n\".join(\n", + " gpu\n", + "), \"You need a GPU. Select the above section on how to use one.\"\n", "print(\"\\n\".join(gpu))" ] }, @@ -102,29 +136,18 @@ }, { "cell_type": "code", - "source": [ - "import warnings\n", - "\n", - "\n", - "warnings.filterwarnings(\"ignore\")\n", - "warnings.simplefilter(\"ignore\")\n", - "\n", - "! pip uninstall simms -q -y\n", - "! pip install -q git+https://github.com/PangeAI/simms.git\n", - "! pip install -U ipykernel" - ], + "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "D4YB5_4nfwiX", - "outputId": "9f452341-c503-4971-b55e-52599d6ca7ab" + "outputId": "90355906-68db-4df5-bc8f-d2db0cb22fef" }, - "execution_count": 2, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ " Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n", " Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n", @@ -143,22 +166,33 @@ "Requirement already satisfied: pyzmq>=24 in /usr/local/lib/python3.10/dist-packages (from ipykernel) (24.0.1)\n", "Requirement already satisfied: tornado>=6.1 in /usr/local/lib/python3.10/dist-packages (from ipykernel) (6.3.3)\n", "Requirement already satisfied: traitlets>=5.4.0 in /usr/local/lib/python3.10/dist-packages (from ipykernel) (5.7.1)\n", - "Requirement already satisfied: setuptools>=18.5 in /usr/local/lib/python3.10/dist-packages (from ipython>=7.23.1->ipykernel) (71.0.4)\n", + "Requirement already satisfied: setuptools>=18.5 in /usr/local/lib/python3.10/dist-packages (from ipython>=7.23.1->ipykernel) (75.1.0)\n", "Requirement already satisfied: jedi>=0.16 in /usr/local/lib/python3.10/dist-packages (from ipython>=7.23.1->ipykernel) (0.19.1)\n", "Requirement already satisfied: decorator in /usr/local/lib/python3.10/dist-packages (from ipython>=7.23.1->ipykernel) (4.4.2)\n", "Requirement already satisfied: pickleshare in /usr/local/lib/python3.10/dist-packages (from ipython>=7.23.1->ipykernel) (0.7.5)\n", - "Requirement already satisfied: prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from ipython>=7.23.1->ipykernel) (3.0.47)\n", - "Requirement already satisfied: pygments in /usr/local/lib/python3.10/dist-packages (from ipython>=7.23.1->ipykernel) (2.16.1)\n", + "Requirement already satisfied: prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from ipython>=7.23.1->ipykernel) (3.0.48)\n", + "Requirement already satisfied: pygments in /usr/local/lib/python3.10/dist-packages (from ipython>=7.23.1->ipykernel) (2.18.0)\n", "Requirement already satisfied: backcall in /usr/local/lib/python3.10/dist-packages (from ipython>=7.23.1->ipykernel) (0.2.0)\n", "Requirement already satisfied: pexpect>4.3 in /usr/local/lib/python3.10/dist-packages (from ipython>=7.23.1->ipykernel) (4.9.0)\n", "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.10/dist-packages (from jupyter-client>=6.1.12->ipykernel) (2.8.2)\n", - "Requirement already satisfied: platformdirs>=2.5 in /usr/local/lib/python3.10/dist-packages (from jupyter-core!=5.0.*,>=4.12->ipykernel) (4.2.2)\n", + "Requirement already satisfied: platformdirs>=2.5 in /usr/local/lib/python3.10/dist-packages (from jupyter-core!=5.0.*,>=4.12->ipykernel) (4.3.6)\n", "Requirement already satisfied: parso<0.9.0,>=0.8.3 in /usr/local/lib/python3.10/dist-packages (from jedi>=0.16->ipython>=7.23.1->ipykernel) (0.8.4)\n", "Requirement already satisfied: ptyprocess>=0.5 in /usr/local/lib/python3.10/dist-packages (from pexpect>4.3->ipython>=7.23.1->ipykernel) (0.7.0)\n", "Requirement already satisfied: wcwidth in /usr/local/lib/python3.10/dist-packages (from prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0->ipython>=7.23.1->ipykernel) (0.2.13)\n", "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.1->jupyter-client>=6.1.12->ipykernel) (1.16.0)\n" ] } + ], + "source": [ + "import warnings\n", + "\n", + "\n", + "warnings.filterwarnings(\"ignore\")\n", + "warnings.simplefilter(\"ignore\")\n", + "\n", + "! pip uninstall simms -q -y\n", + "! pip install -q git+https://github.com/PangeAI/simms.git\n", + "! pip install -U ipykernel" ] }, { @@ -185,6 +219,8 @@ " **The very first run on Colab requires a restart.**\n", " **In upper left bar, click `Runtime` -> `Restart Session And Run All`**.\n", " **When prompted, select `Yes`**.\n", + "\n", + " **Shutting down now.**\n", " \"\"\"\n", " )\n", " )\n", @@ -208,7 +244,6 @@ }, "outputs": [], "source": [ - "%%capture\n", "import warnings\n", "\n", "\n", @@ -230,12 +265,12 @@ }, { "cell_type": "markdown", - "source": [ - "We now use `download` function to download the sample `pesticides.mgf` file. You are free to instead upload your own MGF file and use it." - ], "metadata": { "id": "Vxbzk9VhjAZj" - } + }, + "source": [ + "We now use `download` function to download the sample `pesticides.mgf` file. You are free to instead upload your own MGF file and use it." + ] }, { "cell_type": "code", @@ -245,21 +280,20 @@ "base_uri": "https://localhost:8080/" }, "id": "8rEQ0KILeb9R", - "outputId": "982bec9a-8de6-4cb2-c87a-eda7eb85dc98" + "outputId": "72ce5744-94f0-4a9b-e5b2-58dbce19c27b" }, "outputs": [ { - "output_type": "stream", "name": "stderr", + "output_type": "stream", "text": [ "Downloading data from 'https://github.com/PangeAI/simms/releases/download/sample-files/pesticides.mgf' to file '/root/.cache/pooch/cb67ca8941a517437d8028749292d1c9-pesticides.mgf'.\n", - "100%|███████████████████████████████████████| 153k/153k [00:00<00:00, 41.8MB/s]\n", + "100%|███████████████████████████████████████| 153k/153k [00:00<00:00, 60.5MB/s]\n", "SHA256 hash of downloaded file: 0adc186e519167f297f8809877183a49a26b478485c89e8b8a7da6f959bb5a17\n", "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n" ] }, { - "output_type": "execute_result", "data": { "text/plain": [ "[Spectrum(precursor m/z=183.06, 53 fragments between 70.8 and 202.3),\n", @@ -340,8 +374,9 @@ " Spectrum(precursor m/z=342.02, 70 fragments between 72.0 and 342.2)]" ] }, + "execution_count": 5, "metadata": {}, - "execution_count": 5 + "output_type": "execute_result" } ], "source": [ @@ -386,12 +421,12 @@ "base_uri": "https://localhost:8080/" }, "id": "0nl5aX8Xeb9S", - "outputId": "63e5669f-e3d2-47c3-b719-27c34871d911" + "outputId": "3af4b5b6-bdbd-4859-81df-48e1b32e75c6" }, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "Size of matrix of computed similarities: (76, 76, 2)\n", "Reference scan id: 613\n", @@ -516,6 +551,27 @@ }, { "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 330 + }, + "id": "O6NR69ugoMfO", + "outputId": "fcbcddaf-b926-47c2-c627-6b77756d3729" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "\n", @@ -534,27 +590,6 @@ "for ax in (a, b, c):\n", " ax.set_xlabel(\"Query\")\n", " ax.set_ylabel(\"Reference\")" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 330 - }, - "id": "O6NR69ugoMfO", - "outputId": "0639705e-a899-43ad-d7a3-a53a447f0875" - }, - "execution_count": 8, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": {} - } ] }, { @@ -574,12 +609,12 @@ "base_uri": "https://localhost:8080/" }, "id": "Iqp8EoP9eb9T", - "outputId": "a74badfd-fcac-4804-ac25-c905c49191b9" + "outputId": "bbe4ea44-5a4c-476b-e688-e43c3c155bb5" }, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "Size of matrix of computed similarities: (76, 76, 3)\n" ] @@ -602,12 +637,12 @@ "base_uri": "https://localhost:8080/" }, "id": "rU94rL_geb9U", - "outputId": "460039b9-5131-45e1-dfe7-723a8e1ad94f" + "outputId": "48d96c37-9e29-4e3c-ae3e-186198bc914a" }, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "Reference scan id: 613\n", "Query scan id: 2161\n", @@ -716,6 +751,11 @@ } ], "metadata": { + "accelerator": "GPU", + "colab": { + "gpuType": "T4", + "provenance": [] + }, "kernelspec": { "display_name": "Python 3", "name": "python3" @@ -731,12 +771,7 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.11" - }, - "colab": { - "provenance": [], - "gpuType": "T4" - }, - "accelerator": "GPU" + } }, "nbformat": 4, "nbformat_minor": 0 From 74779cd31914856e308c192b7bd835c430db0058 Mon Sep 17 00:00:00 2001 From: tornikeo Date: Mon, 2 Dec 2024 11:34:56 +0100 Subject: [PATCH 7/7] Update BLINK benchmark --- notebooks/figures/make_figures.ipynb | 482 +++++++++++++++++++++++---- 1 file changed, 421 insertions(+), 61 deletions(-) diff --git a/notebooks/figures/make_figures.ipynb b/notebooks/figures/make_figures.ipynb index 4afbfc5..3372cfa 100644 --- a/notebooks/figures/make_figures.ipynb +++ b/notebooks/figures/make_figures.ipynb @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -92,7 +92,7 @@ " \"figure.titlesize\": \"medium\",\n", "}\n", "\n", - "plt.style.use(plotting_style)\n", + "# plt.style.use(plotting_style)\n", "assert cuda.is_available()" ] }, @@ -783,61 +783,173 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - " 15%|█▌ | 2/13 [00:03<00:19, 1.74s/it]/home/tornikeo/micromamba/envs/pb2/lib/python3.11/site-packages/blink/spectral_normalization.py:50: RuntimeWarning: divide by zero encountered in scalar divide\n", + " 0%| | 0/8 [00:00= blink_bin_width and tolerance < blink_bin_width * 1000:\n", + " # blink_bin_width = 0.00001\n", + " # blink_bin_width = tolerance / 5\n", + " blink_bin_width = min(\n", + " tolerance, 0.001\n", + " ) # with lower tolerance, it is necessary to use bin width <= tolerance\n", + " # for blink_bin_width in [0.00001, 0.0001, 0.001]:\n", + " # On the one hand, BLINK can only work with tolerances in range (bin_width, bin_width * 1000)\n", + " # On the other, BLINK memory requirements for discretization grow as 1/bin_width.\n", + " # This requires us to use different bin widths for different tolerances and take all configurations into account\n", + " # if tolerance >= blink_bin_width and tolerance <= blink_bin_width * 256:\n", + " print(\"SET\", tolerance, blink_bin_width, 1 / blink_bin_width)\n", + " with Timer() as t_blink:\n", + " for _ in range(n_reps):\n", " blink_discretized_spectra = blink.discretize_spectra(\n", " references_,\n", " queries_,\n", @@ -889,24 +1020,26 @@ " bin_width=blink_bin_width,\n", " tolerance=tolerance,\n", " )\n", - " with Timer() as t_blink:\n", - " blink_results = blink.score_sparse_spectra(\n", - " blink_discretized_spectra, gpu=True\n", - " )\n", - " acc = np.isclose(\n", - " scores[\"score\"].ravel(),\n", - " blink_results[\"mzi\"].todense().ravel(),\n", - " atol=0.001,\n", - " ).mean()\n", - " data.append(\n", - " dict(\n", - " method=\"blink\",\n", - " tolerance=tolerance,\n", - " blink_bin_width=blink_bin_width,\n", - " time=t_blink.duration,\n", - " acc=acc,\n", - " )\n", + " blink_results = blink.score_sparse_spectra(\n", + " blink_discretized_spectra, gpu=True\n", " )\n", + " acc = np.isclose(\n", + " scores[\"score\"].ravel(),\n", + " blink_results[\"mzi\"].todense().ravel(),\n", + " atol=0.001,\n", + " ).mean()\n", + " data.append(\n", + " dict(\n", + " method=\"blink\",\n", + " tolerance=tolerance,\n", + " blink_bin_width=blink_bin_width,\n", + " time=t_blink.duration / n_reps,\n", + " speed=float(\n", + " len(references) * len(queries) / (t_blink.duration / n_reps)\n", + " ),\n", + " acc=acc,\n", + " )\n", + " )\n", " data = pd.DataFrame(data)\n", " return data\n", "\n", @@ -925,12 +1058,22 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 68, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_35409/3628115559.py:12: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n", + " sns.lineplot(\n", + "/tmp/ipykernel_35409/3628115559.py:46: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n", + " sns.lineplot(\n" + ] + }, { "data": { - "image/png": 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", + "image/png": 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" ] @@ -945,18 +1088,20 @@ " figsize=(11, 3),\n", " # sharex=True,\n", ")\n", + "\n", "prop_cycle = plt.rcParams[\"axes.prop_cycle\"]\n", "colors = list(prop_cycle.by_key()[\"color\"])\n", - "perf_df[\"Bin Width\"] = \"BLINK \" + perf_df.blink_bin_width.astype(str)\n", + "# perf_df[\"Bin Width\"] = \"BLINK \" + perf_df.blink_bin_width.astype(str)\n", "gp = perf_df.groupby(\"method\")\n", "plt.sca(axs[\"a\"])\n", "sns.lineplot(\n", " gp.get_group(\"blink\"),\n", " x=\"tolerance\",\n", " y=\"acc\",\n", - " hue=\"Bin Width\",\n", + " # hue=\"Bin Width\",\n", " palette=\"dark:r_r\",\n", " marker=\"o\",\n", + " label=\"BLINK\",\n", ")\n", "plt.legend()\n", "sns.lineplot(\n", @@ -972,12 +1117,13 @@ "plt.ylim([0.8999, None])\n", "plt.ylabel(\"Accuracy\")\n", "plt.xlabel(\"Tolerance\")\n", + "plt.grid(True, \"major\")\n", "\n", "plt.sca(axs[\"b\"])\n", "sns.lineplot(\n", " gp.get_group(\"simms\"),\n", " x=\"tolerance\",\n", - " y=\"time\",\n", + " y=\"speed\",\n", " color=colors[2],\n", " marker=\"o\",\n", " label=\"SimMS\",\n", @@ -985,21 +1131,235 @@ "sns.lineplot(\n", " gp.get_group(\"blink\"),\n", " x=\"tolerance\",\n", - " y=\"time\",\n", - " hue=\"Bin Width\",\n", + " y=\"speed\",\n", + " # hue=\"Bin Width\",\n", " palette=\"dark:r_r\",\n", " marker=\"o\",\n", + " label=\"BLINK\",\n", ")\n", - "plt.legend([])\n", + "# plt.legend([])\n", "plt.title(\"B\", fontweight=\"bold\")\n", "plt.xscale(\"log\")\n", - "plt.yscale(\"log\")\n", + "# plt.yscale(\"log\")\n", "plt.xlabel(\"Tolerance\")\n", - "plt.ylabel(\"Wall Time (s)\")\n", + "plt.ylabel(\"Speed\")\n", + "plt.grid(True, \"major\")\n", "\n", "plt.savefig(\"vs_blink.png\", bbox_inches=\"tight\", dpi=200)" ] }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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methodtolerancetimeaccspeedblink_bin_width
0simms0.0000100.1775031.0000005.907363e+06NaN
1blink0.0000100.4596000.9988672.281496e+060.000010
2simms0.0000370.2077461.0000005.047400e+06NaN
3blink0.0000370.1996790.9963555.251303e+060.000037
4simms0.0001390.2142661.0000004.893795e+06NaN
5blink0.0001390.1232350.9890008.508767e+060.000139
6simms0.0005180.2159971.0000004.854578e+06NaN
7blink0.0005180.0865980.9773191.210859e+070.000518
8simms0.0019310.2551051.0000004.110371e+06NaN
9blink0.0019310.1350830.9707387.762450e+060.001000
10simms0.0071970.2689931.0000003.898158e+06NaN
11blink0.0071970.1727320.9902746.070548e+060.001000
12simms0.0268270.3488511.0000003.005801e+06NaN
13blink0.0268270.4747290.9653322.208790e+060.001000
14simms0.1000000.5889251.0000001.780490e+06NaN
15blink0.1000002.0178300.8988515.196553e+050.001000
\n", + "
" + ], + "text/plain": [ + " method tolerance time acc speed blink_bin_width\n", + "0 simms 0.000010 0.177503 1.000000 5.907363e+06 NaN\n", + "1 blink 0.000010 0.459600 0.998867 2.281496e+06 0.000010\n", + "2 simms 0.000037 0.207746 1.000000 5.047400e+06 NaN\n", + "3 blink 0.000037 0.199679 0.996355 5.251303e+06 0.000037\n", + "4 simms 0.000139 0.214266 1.000000 4.893795e+06 NaN\n", + "5 blink 0.000139 0.123235 0.989000 8.508767e+06 0.000139\n", + "6 simms 0.000518 0.215997 1.000000 4.854578e+06 NaN\n", + "7 blink 0.000518 0.086598 0.977319 1.210859e+07 0.000518\n", + "8 simms 0.001931 0.255105 1.000000 4.110371e+06 NaN\n", + "9 blink 0.001931 0.135083 0.970738 7.762450e+06 0.001000\n", + "10 simms 0.007197 0.268993 1.000000 3.898158e+06 NaN\n", + "11 blink 0.007197 0.172732 0.990274 6.070548e+06 0.001000\n", + "12 simms 0.026827 0.348851 1.000000 3.005801e+06 NaN\n", + "13 blink 0.026827 0.474729 0.965332 2.208790e+06 0.001000\n", + "14 simms 0.100000 0.588925 1.000000 1.780490e+06 NaN\n", + "15 blink 0.100000 2.017830 0.898851 5.196553e+05 0.001000" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "perf_df" + ] + }, { "cell_type": "code", "execution_count": 6,

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