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189 | 189 | "source": [
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190 | 190 | "**Key observations:**\n",
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191 | 191 | "- Automatic chunking can optimize performance for smaller matrix sizes.\n",
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192 |
| - "- Choosing square chunks of 1000x1000 can achive the best performance for matrices of sizes greater than 2000x2000.\n", |
| 192 | + "- Choosing square chunks of 1000x1000 can achieve the best performance for matrices of sizes greater than 2000x2000.\n", |
193 | 193 | "\n",
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194 | 194 | "**Next experiment:**\n",
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195 | 195 | "We will increment the chunks' size, as we have seen that better performance can be achieved with bigger chunks."
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294 | 294 | "**Key observations:**\n",
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295 | 295 | "- The best performance is achieved for the biggest chunk size.\n",
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296 | 296 | "- The larger the chunk size, the higher the bandwidth.\n",
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297 |
| - "- If the chunk size is choosen automatically, the performance is better than choosing any other chunk size. This is weird, because if choosen automatically, chunks of size 1000x1000 are choosen, which is the same size as the fixed chunks.\n", |
| 297 | + "- If the chunk size is chosen automatically, the performance is better than choosing any other chunk size. This is weird, because if chosen automatically, chunks of size 1000x1000 are chosen, which is the same size as the fixed chunks.\n", |
298 | 298 | "\n",
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299 | 299 | "**Next experiment:**\n",
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300 | 300 | "We will increment the chunks' size again, as we have seen that better performance can be achieved with bigger chunks."
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304 | 304 | "cell_type": "markdown",
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305 | 305 | "metadata": {},
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306 | 306 | "source": [
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307 |
| - "Presicion simple" |
| 307 | + "Precision simple" |
308 | 308 | ]
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309 | 309 | },
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310 | 310 | {
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517 | 517 | "\n",
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518 | 518 | "**Next experiment:**\n",
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519 | 519 | "We are going to try with the same sizes for matrices and a square chunk size of 6000 to see if it improves the performance for that last matrix size.\n",
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520 |
| - "We will also remove chunk sizes of 1000 and 2000, and add a chunk size wich will be the same size as the matrix." |
| 520 | + "We will also remove chunk sizes of 1000 and 2000, and add a chunk size which will be the same size as the matrix." |
521 | 521 | ]
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522 | 522 | },
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523 | 523 | {
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