Skip to content

Instantly share code, notes, and snippets.

@beckermr
Last active June 11, 2024 18:24
Show Gist options
  • Save beckermr/35bb101d0579287b21186fe2c6d7d696 to your computer and use it in GitHub Desktop.
Save beckermr/35bb101d0579287b21186fe2c6d7d696 to your computer and use it in GitHub Desktop.
jax-sfh-convolve
Display the source blob
Display the rendered blob
Raw
{"metadata":{"kernelspec":{"name":"conda-env-work-py","display_name":"Python [conda env:work]","language":"python"},"language_info":{"name":"python","version":"3.10.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"gist_info":{"gist_url":"https://gist.github.com/beckermr/35bb101d0579287b21186fe2c6d7d696","gist_id":"35bb101d0579287b21186fe2c6d7d696","create_date":"2024-06-11T18:16:42Z"}},"nbformat_minor":5,"nbformat":4,"cells":[{"id":"bf1c2d54-f969-4c53-896b-bbd2d680fbc2","cell_type":"code","source":"import numpy as np\nimport jax.numpy as jnp\n\nimport proplot as pplt","metadata":{"trusted":true},"outputs":[],"execution_count":6},{"id":"5b1bd66b-fe01-467d-91d7-e5d47c2f5246","cell_type":"code","source":"def kern_func(x):\n return jnp.where(\n x > 3,\n 0,\n jnp.where(x < 0, 0, jnp.exp(-0.5 * x * x) / jnp.sqrt(2 * jnp.pi) / 2.0),\n )\n\ndef signal_func(x):\n return jnp.where((x > 2) & (x < 3), 1.0, jnp.zeros_like(x))","metadata":{"trusted":true},"outputs":[],"execution_count":25},{"id":"564cf0e6-f5a8-48a8-8795-078fcfc59420","cell_type":"code","source":"n = 100\nx = jnp.linspace(0, 10, n)\n\nsignal = signal_func(x)\nkern = kern_func(x)\nkern /= jnp.sum(kern)","metadata":{"trusted":true},"outputs":[],"execution_count":83},{"id":"c36d8c7c-559a-4e10-be6c-e69bdb24dc1a","cell_type":"code","source":"# do it by hand\nnk = kern.shape[0]\n\ncsig_hand = np.zeros(n)\nfor i in range(n):\n maxn = min(i+nk, n)\n _nk = maxn - i\n csig_hand[i:maxn] += signal[i] * kern[:_nk]","metadata":{"trusted":true},"outputs":[],"execution_count":84},{"id":"895d00fb-ff15-45a6-b72f-6b50d387d6fc","cell_type":"code","source":"csig = jnp.convolve(signal, kern, mode=\"full\")","metadata":{"trusted":true},"outputs":[],"execution_count":85},{"id":"d15e6181-be50-4087-8e1d-c7d3aca3be91","cell_type":"code","source":"fig, axs = pplt.subplots(figsize=(6, 4))\n\naxs.plot(x, signal, color=\"black\", label=f\"input SFH: {jnp.sum(signal):0.3f}\")\naxs.plot(x, csig[:len(x)], color=\"blue\", linewidth=3, alpha=0.5, label=f\"jnp.convolve: {jnp.sum(csig):0.3f}\")\naxs.plot(x, csig_hand, linestyle=\"dashed\", color=\"orange\", label=f\"loop: {jnp.sum(csig_hand):0.3f}\")\naxs.legend(loc=\"t\", frameon=False)\naxs.format(xlabel=\"t\", ylabel=\"SFH(t)\")","metadata":{"trusted":true},"outputs":[{"output_type":"display_data","data":{"text/plain":"Figure(nrows=1, ncols=1, figwidth=6.0, figheight=4.0)","image/png":"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"},"metadata":{"image/png":{"width":600,"height":400}}}],"execution_count":86},{"id":"68a70624-d8bd-45d2-9425-40419143b643","cell_type":"code","source":"","metadata":{"trusted":true},"outputs":[],"execution_count":null}]}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment