diff --git a/doc/ipynb/steepest_descent_atomistic.ipynb b/doc/ipynb/steepest_descent_atomistic.ipynb index 5356fe05..800a051a 100644 --- a/doc/ipynb/steepest_descent_atomistic.ipynb +++ b/doc/ipynb/steepest_descent_atomistic.ipynb @@ -159,21 +159,11 @@ "execution_count": 6, "metadata": {}, "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -181,7 +171,8 @@ } ], "source": [ - "plt.plot(sim.mesh.coordinates[:, 0], sim.spin.reshape(-1, 3)[:, 2], 'o-')" + "plt.plot(sim.mesh.coordinates[:, 0], sim.spin.reshape(-1, 3)[:, 2], 'o-')\n", + "plt.show()" ] }, { @@ -202,8 +193,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "#max_tau=0.01 max_dm=0.191 counter=0\n", - "FINISHED AT: max_tau=0.01 max_dm=9.75e-11 counter=711\n" + "#0 max_tau=0.01 max_dm=0.191 \n", + "#711 max_tau=0.01 max_dm=9.75e-11 \n" ] } ], @@ -241,21 +232,11 @@ "execution_count": 9, "metadata": {}, "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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pyYdqGwPtXf3xy6c1QFnw9DUGMWzc2sbDz78BkPlOOzrsDHJbYDAxJDx4yRE/AsOLwAIRmS8iFcCtwCbvBiLibfHvB15xb28GbhCRmSIyE7jBLTMmL+bUheKXi7jXMsTvMazbvIfBkcg1G9LeaXuPAGpjDCamhAcvOZJ1YFDVEeAunB/0V4D1qrpLRO4Tkfe7m90tIrtE5GXgbuAj7nOPA3+HE1xeBO5zy4zJi1XLFhIKRu4GoWCAVcsWOneSXP3sy04bDjyWDsPEkPDgJUf8GHxGVZ8Anogqu8dzew2wJs5zHwIe8qMexqRr+dJmjvQMcP9PXgWgOXpgb/qZcPSVuM+fUxeiLUYQSGuntXQYJoFVyxayZsN2+odP90wjDl5ywK58NiXvzNoqAH7y51fyy9XXnA4K29fDvi3Q+Ro8sMi5H8XpcQQiytLaabevh02fcG5/79aY72FK2/KlzXzG056a60Lcf8vinM5K8qXHYMxktru9h4ryMs4/w7Ok5vb18PjdMOz2BrrfdO4DLFkxvll45/zMD15mZEwn9jgSiX6PnvaY72HMnFqnB/rYxy/nLfPqcv5+1mMwJW9nezcLZ00nGPDsDlvuO/2DHTbc75RHWb60mcVza7ni/MbIHkcyabyHKW0727sJlAkLz5yel/ezwGBKmqqyq72HS+bMiHyg+2DsJ8Qprw0F6e4fTu/N03wPU7p2tvWw4IwaqqJOW+aKBQZT0tq7B+g6NTwxMNTOjf2EOOV1mQSGNN/DlCbn4KWbRc21eXtPCwympO1q6wbgkuid7tp7IBg1sygYcspjqA0F6TqVZobVNN/DlKajJwfp7B1iUfTBSw5ZYDAlbVd7D2UCF50ZtdMtWQHv+wrMcMcLquqc+3EGhWtDQU4OjjA2pqm/efg9xN0Na+clfA9TmnbGO3jJIQsMpqTtau/h3KYaQhUxzt0uWQGf3AkIXLYy4Q/2jFAQVTg5kGaG1cUfdF7/yr+AT+20oGAm2NnWgwhcNNt6DMbkxa727onjC15lZVBVCwNdCV+nNuRkVU17nGHwJOio0yMxJoZd7d3Mb6ympjJ/VxdYYDAlyVmDYQuHugd45tWjiZPeheqgP0eBIRxwQhYYTKSNW9u4fO3T/HT3EQ51DeQ0m2o0u8DNlJzoNRh6BkZOr8EQ6xqEqjroT7yoYN00Z+W1tAND+HVDM9N7npnSotto//Bo4jbqM+sxmJKTdhrj0MzcnUoK90TsVJLxKESqbS8LDKbkpJ0RNY1TSV39aU5ZtVNJJoZCpNr2ssBgSk7aaYyr6qzHYPKqEKm2vSwwmJKzatlCKgIJ1mCIFnLHGDT+NQpVwTIqAmVZDD7bGIM5bdWyhVQlWickxywwmJKzfGkz7zqvHgAhhTTGoZkwNgJDfXFfU0SYEQrSk8ngc1k5VFSn9zwzpS1f2syHWpxVj1Nqoz7zZVaSiNwIfBkIAN9Q1bVRj38auBMYATqA/66qb7iPjQI73E1/p6rvx5gca+8e4IrzG/n3O9+efOPwaZ6BLqisibtZbag8s1NJVXXOMqLGePQPjzK9qpytf3095YH8HsNn/W4iEgC+BrwXuBi4TUQujtpsK9CiqkuAR4Eveh7rV9VL3X8WFEzOHe4e4LUjvVy5oDG1J4QHhpMMQNdNq8jsVJINPJsoqspzr3Vy5YLGvAcF8OdU0mXAPlXdr6pDwCPAzd4NVPUZVT3l3n0BsPSRpmCe29sBwFUXNKX2hHCPIcm1DBml3u7vsvEFM8FrR3o53DPA1am2UZ/5ERiagTc99w+6ZfHcAfzEc79KRFpF5AURWR7vSSKy0t2utaOjI7sam5L23GsdNE2v5MJUFz0JeU4lJZBZYDhhM5LMBD977SiQxsGLz/J65bOI/AnQAlztKT5bVdtE5FzgaRHZoaq/jX6uqj4IPAjQ0tKSRgpLYxwbt7bxxc2v0t41QCgY4LFt7akN5oWP6FO4lqHrVAankhoXpPccM2Vt3NrGus17aOvqp7xM+PX+43kbcPbyIzC0AfM89+e6ZRFE5Drgc8DVqjoYLlfVNvfvfhF5FlgKTAgMxmQjqxQDVan1GGaEgpwcGGF0TAmUpTiYHB58NiUvuo2OjGle02B4+XEq6UVggYjMF5EK4FZgk3cDEVkKfB14v6oe9ZTPFJFK93YjcDmw24c6GRMhqxQDldNBAimNMQCcHEix1zA2BgPdNsZggMKnwfDKusegqiMichewGWe66kOquktE7gNaVXUTsA6oAX4gzrS88LTUi4Cvi8gYTpBaq6oWGIzvskoxIOKk3k4jw2o4qV5Cg92A2qwkAxQ+DYaXL2MMqvoE8ERU2T2e29fFed6vgMV+1MGYRObUhWiLsYOlnGIghUR6demmxbB0GMYj6zbqI7vy2ZSEVcsWEn3aP60UA6kk0puWZmCwBHrGY9WyhZRHNdJ8psHwssBgSkLLOTMZU5heWZ5ZioEU1mRIO5Fev+VJMqf9/pLZ1FQGqCwvK0gaDC9bqMdMad7pfwCfvuECPnr5/PRfKFQHJw4k3GQ89XaqU1YH7FSSOe2pV47S1T/C1//0rSy75MyC1sUCg5myoqf/AXzxP/cwc1pF+kdhVTlY3nN89TYLDKXMe/ASEKEv1VltOWSnksyU5ev0v/Dg89hY3E2qggEqystSz7Bqg88lL3zwEu7RjqryuY278rq+cywWGMyU5ev0v1Ad6BgMnUy4WVppMQa6IFAJwfzPOjHFoZiuXfCywGCmLF9XwRpPpJd8ympag88hS7ldyorp2gUvG2MwU070gLNXxtP/IhLpnR13s7R6DJZAr2SF22i8pG+FuHbBywKDmVJiDTiHNdeFWLVsYWbT/9JIpHe4ZyC117S1GEpSojYKhbt2wcsCg5lSYp2zBSco/HL1NZm/cBprMrx6OPE4xLj+Lpg+O/M6mUkpXhuFLA9efGSBwUwJiU4fgQ/nbFNckyGtdZ8HuuCM6MUOzVSVrI0KZHfw4iMLDGbSS9Y1Bx/O2aY4+FwbCnJyMMXU2/12KqlU5KWN+sgCg5m0kh2BhflyzraiGsrKU06L0dM/zMzqBBlWx0ZhsMcGn6e4vLZRH1lgMJNSKkdg4OM5W5HUMqx6EuklDAwD3c5f6zFMWXlvoz6ywGAmlVSPwMCHAedofqbFGE+HYQn0ppqCtlGf+BIYRORG4Ms4C/V8Q1XXRj1eCXwbeCtwDPiQqr7uPrYGuAMYBe5W1c1+1MlMPuEdqr2rn9pQEBEnIV349olTwwjEnfvtlZOueaguaY8h5cBgCfQmpaJvoz7JOjCISAD4GnA9cBB4UUQ2Ra3EdgdwQlXPF5FbgS8AHxKRi3GWAr0EmAM8JSIXqGrivtcklqxh+Xl7Tl2I91zYxDOvduTl/bK93Tc0wvCos0t1eX5YvbdT2eFy1jWvqoO+owk3aX39OAAffui/EtdjkiTQy0V7LfZ2Ga9+0T/6RdlGfSKqqXyMBC8g8k7gXlVd5t5fA6Cq93u22exu87yIlAOHgSZgtXdb73aJ3rOlpUVbW1uzqneuxdqh0jmaMOkLBQO5zV//w4/Bm7+GT26P+fDGrW2s/uF2BkZOJ9qLW6cdj8IP74D/+Ws448Lc1DcN1l7zI+dtNAkReUlVW5Jt58eppGbgTc/9g8Db423jrhHdDTS45S9EPbc4Q2gcqexQ6R5NmPTl5QgsyamkdZv3RAQFOJ0QbUK9xldvy+8Yg7XXwin2XoLXpBl8FpGVwEqAs846q8C1cUTPOrAdKv/yegRWVQcDPc5U07LAhIfTSog2vnpb/k4lWXstjEL3EjLhR2BoA+Z57s91y2Jtc9A9lVSLMwidynMBUNUHgQfBOZXkQ70z4j3iKhNhNMtTcSZ94aPbvB+Bheqcdx7ohmn1Ex5OazH3/hNQHoLyyhxUNFI6s2SMPwrWRn3iR2B4EVggIvNxftRvBf4oaptNwO3A88AHgKdVVUVkE/BdEfknnMHnBcB/+VCnnIg+4rKg4K9gmVBTVZ50YLBgO1rHa87fL54LtXPh2ntgyYrxh1ctWzhh3nrMmSfb10Prt2CkHx5YNOF1/JTqXHqTuvCPfl0xtlGfZB0Y3DGDu4DNONNVH1LVXSJyH9CqqpuAbwLfEZF9wHGc4IG73XpgNzACfLwYZyT5fcSVrGGVyuyPSbUzbV8PL3/XvaPQ/SY8frdz1/1RD9f9Lx/dztDoWOyjxe3rnecNu20pxuv4wc8263d7LfZ2mah+Rd9OfZL1rKRCyOespGyOuGLtUKXSsKacBxY5P+LRaufBp3ZGFN358Iu0dQ3wkz+/MqvXyVSmbdba69SXz1lJU1qiFLlhARHGVEvyyKJkdB9MuXxGKMgrh+Kk3k7jdTKVSpsFCwAmPgsMcaST/GqyzTgwGaidG+dIf+7EokSruKXxOumyNmv8Yms+xxDuiifbwZrrQraDlYpr73FmEXkFQ055lNpQkN7BEUZGxyY8xrX3OM9L4XXSYW3W+Ml6DDEk64rbEVcJCg8Mb/iY87d2XtzZRHXh1NsDI9RHZ1hdsgJU4Ucrk75OOqzNGj9ZYIgh0Wpfk3VesvHBkhXwk8/Colvgv/1j3M1qPam3JwQGgAuWOX+X/W9458d9qZq1WeMnCwwxxLtQqVhT5Jo8qqrNPvV2eC2GqlrfqlUbCkZcyRxmbdZkwgKDR6LBu2JOkWvyqKr29A97HOHA0HVqKPYGPgUG71X4ChMS3lmbNZmywOBKNPfbuuJmXBqBIZc9hljttUycqbI2/dRkywKDK97gnXXFTYSqWjh5OOEmMzzrPsfkQ2CI1V5HFaZVlLP1nhsyfl1jwKarjksrM6YpXUXSY7D2anLJAoMrZgbMBOWmRKUQGCrLA4SCgZwGBmuvJpcsMLg+c8MFiESW2eCdmSBU52RFHRlMuFnCq5/DgaFyRsbVWLVsIeVlkQ3W2qvxiwUG11kN1ag6O7RgV4iaOKrchXUGehJuljQwVM6IudhPqm5aPJuqYBlV5WXWXo3vSn7w2TtFVYC/eu+FfOiy4lghzhSh8OmfgW6oaYq7Wa07Oyimge6MTyNFT6leedV8/uqmizN6LWPiKekeQ3R+GQXufXw3G7fGXETOmMjAkMCMZD2GDAJDrHxI33n+DWuvxnclHRhiTfkLL95uTEzjgSH51c8Jp6tWpb/Wc+z2Ombt1fguq8AgIvUi8qSI7HX/zoyxzaUi8ryI7BKR7SLyIc9j/yYiB0Rkm/vv0mzqky6b8mfSlmKPIekYQwY9BmuvJl+y7TGsBrao6gJgi3s/2ingw6p6CXAj8CUR8R4urVLVS91/27KsT1psyp9JWxqBoW9olOFYqbczDAzWXk2+ZBsYbgYedm8/DCyP3kBVX1PVve7tduAoEH/ULo9WLVtIMGBT/kwaUgwMddMSXP2cYWBYtWwhVcHIXdbaq8mFbAPDLFU95N4+DMxKtLGIXAZUAL/1FH/ePcX0gIhUZlmftCxf2szSeXWIYFP+TGqC06CsPPOrn8dGYTCzwLB8aTMrWuYB1l5NbiWdrioiTwFnxnjoc947qqoiojG2C7/ObOA7wO2qGu5fr8EJKBXAg8BngfviPH8lsBLgrLP8mU6qqrxx/BQ3LZrN1/7493x5TTPFiaSXYTU6MAy61z9kOF21f2iUGVXl/Oavr6c8UNJzR0wOJQ0MqnpdvMdE5IiIzFbVQ+4P/9E4280Afgx8TlVf8Lx2uLcxKCLfAj6ToB4P4gQPWlpa4gagdOw5cpIjPYNcfUFRnNkyk0UKgWFGvB5DFukwVJWf7+3kigWNFhRMTmXbujYBt7u3bwcei95ARCqAHwHfVtVHox6b7f4VnPGJnVnWJy0/29MBwFUWGEw60ugxTBhjyCIw7D3ay+GeAa5cYO3V5Fa2gWEtcL2I7AWuc+8jIi0i8g13mxXAVcBHYkxL/Q8R2QHsABqBv8+yPmn52WsdXHjmdM6srcrn25rJLpsMq1kEhudeswMZkx9ZpcRQ1WPAtTHKW4E73dv/Dvx7nOcXZKGDjVvb+MJ/vsqh7gFqKsvZuLXNBvBM6qrqoOdQwk3GA0N0WowMAoM3DUZ5mfDigeM0W3s1OVRyuZKiV77qHRxhzYYdABYcTGpS6DFUlJcxrSLwLLT8AAAR+klEQVRG6u00A0N0ex0ZU2uvJudKbgTL0mCYrKUQGCDO1c9pBgZrr6YQSi4wWFoBk7Wq2pTXZJgwXXWgG5CU12Kw9moKoeQCg6UVMFkbv/o58ZoMMTOsjq/FkNquZ+3VFELJBYZVyxZSWW5pBUwWxhfrySDDaprpMFYtW0goGLmgj7VXk2slFxiWL23mD3/PGbSztAImI9lkWE0zMCxf2syam04HAWuvJh9KblYSQGXQWax9598uIxC1bq4xSaWxJkO2gQFgXn01AI+sfAfvOLchrecak4mS6zEA7Grr4aLZ0y0omMykmmE1FORUdOrtgW4IpbdIz+52Zyzj4jmpDVgbk62SCwxjY8ruQz0sas4siZkxKZ9Kmhbj6ucMegw727o5q34aM6qCaT3PmEyVXGB44/gpegdHWDTHAoPJUBpjDABdp7ILDLvae7jEegsmj0ouMOxsc3bmS5ptRzMZCoagLJh+htWxUSftdhqBoWdgmN8dP2WBweRV6QWG9m6CAWHBGdMLXRUzWaW5JsP4lNUM8iSFxxcusVOfJo9KLjDsauth4ZnTqSgvuY9u/BSqSz/DagaBYVc4MFiPweRRSf06qiq72rttfMFkL4Uew69+2wnAJ7+/jcvXPs0zL+87/dwU7Wrvpml6JWdMt9TwJn9KKjC0dw9w4tSwdctN9pIEho1b2/j8j18Zv9/W1c/DT798+rkp2m0Dz6YASiYwbNzaxvu++gsAvvLUXjZubStwjcykliQwrNu8h4HhsYiyytGTp5+bxMatbbzr/i28evgkra+fsPZq8iqrwCAi9SLypIjsdf/OjLPdqGf1tk2e8vki8msR2Sci33eXAfVdOKf98b4hADp6B1mzYYftbCZzSQJDrOynM+TU6ecmEG6v7d0DwOk1Q6y9mnzJtsewGtiiqguALe79WPpV9VL33/s95V8AHlDV84ETwB1Z1icmy2lvfJckMMTKfjqDvtPPTcDaqym0bAPDzcDD7u2HgeWpPlFEBLgGeDST56fDctob31XVwsgADA/EfDhWVtSGwACKQEXiqdLWXk2hZRsYZqlqePHbw8CsONtViUiriLwgIuEf/wagS1VH3PsHgbgpI0VkpfsarR0dHWlV0nLaG9+Fj/oHY6/JsHxpM/ffsng8ODTXhVh2XhVSlXwtBmuvptCSBgYReUpEdsb4d7N3O1VVQOO8zNmq2gL8EfAlETkv3Yqq6oOq2qKqLU1NTWk913LaG9+Nr8kQ/3TS8qXN/Ok7z6ayvIxffPY9nDd9NKWBZ2uvptCSpt1W1eviPSYiR0RktqoeEpHZwNE4r9Hm/t0vIs8CS4EfAnUiUu72GuYCORldC+euX7d5D+1d/cypC7Fq2ULLaW8yd8idevp/3ga1c+Hae2DJigmb1VdXMDgyxuDW71O1e6Nz+umBRXG3B6e9Do+OserR7YDT27D2avIp2/UYNgG3A2vdv49Fb+DOVDqlqoMi0ghcDnxRVVVEngE+ADwS7/l+Wb602XYs44/t6+HXX3fvKHS/CY/f7dyN+rGvr67g/WW/oOKJbzlBARJuH/aWeU6P5Mu3XsrNl1q7NfmV7RjDWuB6EdkLXOfeR0RaROQb7jYXAa0i8jLwDLBWVXe7j30W+LSI7MMZc/hmlvUxJve23Aejg5Flw/1OeZSG6gr+snw9ZSP9KW0ftr/DmcE0v7E66+oak66segyqegy4NkZ5K3Cne/tXwOI4z98PXJZNHYzJu+6DKZc31FQyRzrTex3gQKcTGM6xwGAKoGSufDbGN7VzUy5vqK6gXRvTex3gQGcvjTWVtjiPKQgLDMak69p7nDUZvIIhpzxKfXUFXxxZwUhZZUrbhx3o7ONc6y2YArHAYEy6lqyA933FWawHoHaecz/GQPK0igCby67iudkfPV2YYPuwA52nbHzBFEy2s5KMKU1LVsD278Op47DymbibiQiNNZW8FjifawA++hM4+10JX7pnYJjO3kHmN1lgMIVhPQZjMlV9BvTGvHQnQn11BWV9R08/J4nXO21GkiksCwzGZKqmCfqOgsa74N9RX11Beb87M6kmeWAIz0iyMQZTKBYYjMlUzSwYHUq6kltDdQVVg8egvAoqk681vr+jDxE4q2GaXzU1Ji0WGIzJVPi0UJLTSQ01FVQPH3O2F0n6sgc6+5g7M0RleSDptsbkggUGYzJV4yZz7EscGOqrK5mp3YxWp5b88UBnH+c02GkkUzgWGIzJVI2bZT5Zj6G6gibpZqgyzoVuHqpq1zCYgrPAYEymUjyVVF9dQaN00VdRn/QlO3oH6R0csRlJpqAsMBiTqdBMkEDSU0kN0wLUc5KTgZhLoo/buLWNm778cwC++vQ+W+PZFIwFBmMyVVYG1U1JewxNgT4Copwoix8YNm5tY82GHXT2DgFwrG+INRt2WHAwBWGBwZhs1JwBfYmXmq2nC4BOjb9627rNe+gfHo0o6x8eZd3mPdnX0Zg0WWAwJhs1Z0DvkYSbhAadi9uOjM2Iu017V39a5cbkkgUGY7JRfQb0Ju4xiNujODgU/+K2OXWhtMqNyaWsAoOI1IvIkyKy1/074SSqiLxHRLZ5/g2IyHL3sX8TkQOexy7Npj7G5F3NGcnTYrhjEL8bij/TaNWyhYSCkbtjKBhg1bKFvlTTmHRk22NYDWxR1QXAFvd+BFV9RlUvVdVLgWuAU8BPPZusCj+uqtuyrI8x+VVzhpsWoyv+Nr1HGJIK2k/FT2a8fGkzn/EEgea6EPffstjWKTcFkW3a7ZuBd7u3HwaexVnHOZ4PAD9R1VNZvq8xxWH8WoYOZ/pqLH0dnCyvp7NvOOFLLTjDOdX0yMp38I5zG/yspTFpybbHMEtVD7m3DwOzkmx/K/C9qLLPi8h2EXlARCpjPQlARFaKSKuItHZ0JD6na0zepJIWo/co/RUNHO8bSvhSrx+zrKqmOCQNDCLylIjsjPHvZu92qqpA3BOtIjIbWAxs9hSvAS4E3gbUk6C3oaoPqmqLqrY0NaWWc8aYnBtPi5FgZlLvUYarGukfHqV/aDTuZvs7+qiuCNA0Pe7xkTF5kfRUkqpeF+8xETkiIrNV9ZD7w5/oSp8VwI9Udbw/7eltDIrIt4DPpFhvY4qD91RSPH1HGWu4CIBjfYPMrYidTvv1Y32c01iNpJCB1ZhcyvZU0ibgdvf27cBjCba9jajTSG4wQZw9YTmwM8v6GJNfydJijI3CqWOI27M41hv/dNKBTicwGFNo2QaGtcD1IrIXuM69j4i0iMg3whuJyDnAPOBnUc//DxHZAewAGoG/z7I+xuTXeFqMOKeS+jpBxyif4QSGeOMMQyNjvHn8lI0vmKKQ1awkVT0GXBujvBW403P/dWDCvDtVvSab9zemKNQkuMjN7UmEZs4GnBxIsbx54hRjaus8m+JgVz4bk63wRW6xuBe3vXwiCMBnfvAyl699ekJyvAMdzowkO5VkioEFBmOyVX1G/Ayrbvk//PLEeFFbV/+EzKk2VdUUEwsMxmQrnGE1VloMtydxcDgyT1J05tT9nX3UTQtSN60ip1U1JhUWGIzJVqK0GL1H6dcKepmYDM+bOfX1zj4bXzBFwwKDMdlKtMRn71FOlNUBE69N8GZOPWCBwRQRCwzGZOvobufv194ODyyC7eud+9vXwyuPMVuP8svKu3l/2S/Gn+LNnNo/NMqh7gHmN1hgMMUh2yR6xpS27evhhX927yh0vwmP3w2/ewFe/i6MDCJAs3TyhYpvwhD8vOo9/M37LhnPnBoeeJ7fZIHBFAfrMRiTjS33wchAZNlwP7z0b85fjxCDfDa4ng+8de54UNi4tY0//tcXAPjbx3fbGs+mKFiPwZhsdB+MXa6xk+XNlmPsau8BnKCwZsOO8bWeO04OsmbDDgBbh8EUlPUYjMlG7dzY5RKIWdwdPIOdbd2oKus27xkPCmHR01iNKQQLDMZk49p7IBg1FTUYgrd+BKRsQvnuiz5Fz8AIB0/0R0xX9YpXbky+WGAwJhtLVsD7vgIz3FM/ldOd+8s+DwhU1Dh/a+fB+77C9MtuA2BnW3fEdFWveOXG5IuNMRiTrSUrnH8P3egMRC9ZAfu2OOMMH3wYFpxe0uSC4VHKy4Sd7d2sWraQv/jBy4yOnb5i2juN1ZhCsR6DMX457xpo3wanjsNvn4ZABZz9rohNqoIBFsyazs62Hm5aPJuKgBAKBpwprXUh7r9lsQ08m4KzHoMxfjn3PfDM52H/s86/s94BMVZrWzRnBs/sOcrPXuugf3iMb33kbbznwjPyXl1j4smqxyAiHxSRXSIyJiItCba7UUT2iMg+EVntKZ8vIr92y78vIpZBzExec5ZCVS28/Agc2en0IGJY1FxLZ+8Q//rz/cycFuSKBY15rqgxiWV7KmkncAvwXLwNRCQAfA14L3AxcJuIXOw+/AXgAVU9HzgB3JFlfYwpnEA51J8Lezc791/4l9PpMTyO9Q0C8F8HjjM0MsaPtx+asI0xhZRVYFDVV1Q12aTry4B9qrpfVYeAR4Cb3XWerwEedbd7GGfdZ2Mmp+3rnZ5CWO8RJz2GJzhs3NrGg8/tH7/fNzQ6YW0GYwotH4PPzcCbnvsH3bIGoEtVR6LKjZmcttwHo8ORZcP9Trlr3eY9DAyPRWxiF7WZYpN08FlEngLOjPHQ51T1Mf+rFLceK4GVAGeddVa+3taY1MVLj+Ept4vazGSQNDCo6nXJtkmiDZjnuT/XLTsG1IlIudtrCJfHq8eDwIMALS0tMZbKMqbAauc62VVjlbvm1IVoixEE7KI2U0zycSrpRWCBOwOpArgV2KSqCjwDfMDd7nYgbz0QY3wXLz3GtfeM3121bCGhYGQeJbuozRSbbKer/oGIHATeCfxYRDa75XNE5AkAtzdwF7AZeAVYr6q73Jf4LPBpEdmHM+bwzWzqY0xBhdNj1M7DmwaDJSvGN1m+tJn7b1lMc13ILmozRUs01gLmRa6lpUVbW1sLXQ1jjJlUROQlVY17zVmYpcQwxhgTwQKDMcaYCBYYjDHGRLDAYIwxJoIFBmOMMREm5awkEekA3sjgqY1Ap8/VKSZT/fPB1P+MU/3zgX3GQjpbVZuSbTQpA0OmRKQ1lalak9VU/3ww9T/jVP98YJ9xMrBTScYYYyJYYDDGGBOh1ALDg4WuQI5N9c8HU/8zTvXPB/YZi15JjTEYY4xJrtR6DMYYY5IoicAgIjeKyB4R2Sciqwtdn1wQkddFZIeIbBORKZFhUEQeEpGjIrLTU1YvIk+KyF7378xC1jEbcT7fvSLS5n6P20TkpkLWMRsiMk9EnhGR3SKyS0T+3C2fSt9hvM84qb/HKX8qSUQCwGvA9TjLh74I3KaquwtaMZ+JyOtAi6oW49zpjIjIVUAv8G1VXeSWfRE4rqpr3SA/U1U/W8h6ZirO57sX6FXVfyhk3fwgIrOB2ar6GxGZDryEs677R5g632G8z7iCSfw9lkKP4TJgn6ruV9Uh4BHg5gLXyaRAVZ8DjkcV3ww87N5+GGcnnJTifL4pQ1UPqepv3NsncdZjaWZqfYfxPuOkVgqBoRnwrrd4kCnwxcWgwE9F5CV3feypapaqHnJvHwZmFbIyOXKXiGx3TzVN2tMsXiJyDrAU+DVT9DuM+owwib/HUggMpeIKVf094L3Ax93TFFOauzzsVDsX+i/AecClwCHgHwtbneyJSA3wQ+CTqtrjfWyqfIcxPuOk/h5LITC0AfM89+e6ZVOKqra5f48CP8I5hTYVHXHP64bP7x4tcH18papHVHVUVceAf2WSf48iEsT5wfwPVd3gFk+p7zDWZ5zs32MpBIYXgQUiMl9EKoBbgU0FrpOvRKTaHfhCRKqBG4CdiZ81aW0Cbndv3w48VsC6+C78g+n6Aybx9ygigrOO+yuq+k+eh6bMdxjvM07273HKz0oCcKeKfQkIAA+p6ucLXCVfici5OL0EgHLgu1PhM4rI94B342SqPAL8DbARWA+chZNhd4WqTsoB3Dif7904px8UeB34M8/5+ElFRK4Afg7sAMbc4r/COQc/Vb7DeJ/xNibx91gSgcEYY0zqSuFUkjHGmDRYYDDGGBPBAoMxxpgIFhiMMcZEsMBgjDEmggUGY4wxESwwGGOMiWCBwRhjTIT/D8+C6qofnR/vAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -264,7 +245,8 @@ ], "source": [ "plt.plot(sim.mesh.coordinates[:, 0], sim.spin.reshape(-1, 3)[:, 0], 'o-')\n", - "plt.plot(sim.mesh.coordinates[:, 0], sim.spin.reshape(-1, 3)[:, 2], 'o-')" + "plt.plot(sim.mesh.coordinates[:, 0], sim.spin.reshape(-1, 3)[:, 2], 'o-')\n", + "plt.show()" ] }, { @@ -317,21 +299,11 @@ "execution_count": 11, "metadata": {}, "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -339,7 +311,8 @@ } ], "source": [ - "plt.plot(sim.mesh.coordinates[:, 0], sim.spin.reshape(-1, 3)[:, 2], 'o-')" + "plt.plot(sim.mesh.coordinates[:, 0], sim.spin.reshape(-1, 3)[:, 2], 'o-')\n", + "plt.show()" ] }, { @@ -602,13 +575,7 @@ "#249 t=6.92 dt=0.115 max_dmdt=0.148\n", "#250 t=7.04 dt=0.115 max_dmdt=0.146\n", "#251 t=7.15 dt=0.115 max_dmdt=0.144\n", - "#252 t=7.27 dt=0.115 max_dmdt=0.142\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "#252 t=7.27 dt=0.115 max_dmdt=0.142\n", "#253 t=7.38 dt=0.115 max_dmdt=0.14\n", "#254 t=7.5 dt=0.115 max_dmdt=0.138\n", "#255 t=7.61 dt=0.115 max_dmdt=0.136\n", @@ -620,7 +587,13 @@ "#261 t=8.3 dt=0.115 max_dmdt=0.121\n", "#262 t=8.42 dt=0.115 max_dmdt=0.12\n", "#263 t=8.53 dt=0.115 max_dmdt=0.118\n", - "#264 t=8.65 dt=0.115 max_dmdt=0.117\n", + "#264 t=8.65 dt=0.115 max_dmdt=0.117\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "#265 t=8.76 dt=0.115 max_dmdt=0.116\n", "#266 t=8.88 dt=0.115 max_dmdt=0.114\n", "#267 t=8.99 dt=0.115 max_dmdt=0.113\n", @@ -696,21 +669,11 @@ "execution_count": 13, "metadata": {}, "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -719,7 +682,8 @@ ], "source": [ "plt.plot(sim.mesh.coordinates[:, 0], sim.spin.reshape(-1, 3)[:, 0], 'o-')\n", - "plt.plot(sim.mesh.coordinates[:, 0], sim.spin.reshape(-1, 3)[:, 2], 'o-')" + "plt.plot(sim.mesh.coordinates[:, 0], sim.spin.reshape(-1, 3)[:, 2], 'o-')\n", + "plt.show()" ] }, { @@ -816,21 +780,11 @@ "execution_count": 16, "metadata": {}, "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -839,7 +793,8 @@ ], "source": [ "plt.figure(figsize=(5, 5))\n", - "plt.scatter(xs, ys, c=sim.spin.reshape(-1, 3)[:, 2], s=20, marker='s')" + "plt.scatter(xs, ys, c=sim.spin.reshape(-1, 3)[:, 2], s=20, marker='s')\n", + "plt.show()" ] }, { @@ -865,21 +820,11 @@ "execution_count": 18, "metadata": {}, "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -890,7 +835,8 @@ "plt.figure(figsize=(6, 6))\n", "plt.scatter(xs, ys, c=sim.spin.reshape(-1, 3)[:, 2], vmin=-1, vmax=1)\n", "\n", - "plt.quiver(xs, ys, sim.spin.reshape(-1, 3)[:, 0], sim.spin.reshape(-1, 3)[:, 1])" + "plt.quiver(xs, ys, sim.spin.reshape(-1, 3)[:, 0], sim.spin.reshape(-1, 3)[:, 1])\n", + "plt.show()" ] }, { @@ -949,21 +895,11 @@ "execution_count": 20, "metadata": {}, "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -972,7 +908,8 @@ ], "source": [ "plt.figure(figsize=(2, 2))\n", - "plt.scatter(xs, ys, c=sim.spin.reshape(-1, 3)[:, 2])" + "plt.scatter(xs, ys, c=sim.spin.reshape(-1, 3)[:, 2])\n", + "plt.show()" ] }, { @@ -986,17 +923,25 @@ "name": "stdout", "output_type": "stream", "text": [ - "#max_tau=0.0001 max_dm=0.00254 counter=0\n", - "#max_tau=0.0001 max_dm=0.000413 counter=1000\n", - "#max_tau=0.0001 max_dm=0.000109 counter=2000\n", - "#max_tau=0.0001 max_dm=6.32e-05 counter=3000\n", - "#max_tau=0.0001 max_dm=4.88e-05 counter=4000\n" + "#0 max_tau=0.0001 max_dm=0.00254 \n", + "#1000 max_tau=0.0001 max_dm=0.000413 \n", + "#2000 max_tau=0.0001 max_dm=0.000109 \n", + "#3000 max_tau=0.0001 max_dm=6.32e-05 \n", + "#4000 max_tau=0.0001 max_dm=4.88e-05 \n", + "#5000 max_tau=0.0001 max_dm=4.15e-05 \n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Warning: minimise did not converge in 6000 steps - maxdm = 3.653240142795239e-05" ] } ], "source": [ "sim.driver.tmax = 1e-1\n", - "sim.driver.minimise(max_steps=5000, stopping_dm=1e-11, initial_t_step=1e-4)" + "sim.driver.minimise(max_steps=6000, stopping_dm=1e-5, initial_t_step=1e-4)" ] }, { @@ -1026,19 +971,9 @@ "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1049,7 +984,8 @@ "plt.figure(figsize=(6, 6))\n", "plt.scatter(xs, ys, c=sim.spin.reshape(-1, 3)[:, 2], vmin=-1, vmax=1)\n", "\n", - "plt.quiver(xs, ys, sim.spin.reshape(-1, 3)[:, 0], sim.spin.reshape(-1, 3)[:, 1])" + "plt.quiver(xs, ys, sim.spin.reshape(-1, 3)[:, 0], sim.spin.reshape(-1, 3)[:, 1])\n", + "plt.show()" ] }, {