LiberTEM/LiberTEM

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examples/hyperspy-integration.ipynb

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    "# Example of integration with HyperSpy lazy signals\n",
    "\n",
    "This notebook shows the several ways in which LiberTEM can integrate with Dask and by extension HyperSpy [lazy signals](http://hyperspy.org/hyperspy-doc/current/user_guide/big_data.html). In particular:\n",
    "\n",
    "- how to apply a LiberTEM UDF to a HyperSpy lazy signal\n",
    "- how to create a HyperSpy lazy signal from a LiberTEM DataSet\n",
    "- how to create a HyperSpy lazy signal from a LiberTEM computation. \n",
    "\n",
    "This notebook requires the `hdbscan` extra and uses PyXem for scanning diffraction data support in HyperSpy.\n",
    "\n",
    "Please note that these features are rather new and not well-tested yet (added in version 0.9.0). Bug reports and improvements are much appreciated!"
   ]
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   "source": [
    "%matplotlib inline"
   ]
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     "text": [
      "WARNING:silx.opencl.common:Unable to import pyOpenCl. Please install it from: https://pypi.org/project/pyopencl\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import dask\n",
    "import hyperspy.api as hs\n",
    "import pyxem\n",
    "import matplotlib.pyplot as plt\n",
    "# NBVAL_IGNORE_OUTPUT"
   ]
  },
  {
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   "id": "nominated-trigger",
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   "source": [
    "from libertem.api import Context\n",
    "from libertem.udf.sumsigudf import SumSigUDF\n",
    "from libertem.contrib.daskadapter import make_dask_array\n",
    "from libertem_blobfinder.common import correlation, patterns\n",
    "from libertem_blobfinder.udf import refinement\n",
    "import libertem_blobfinder.common.fullmatch as fm"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31e1da0d",
   "metadata": {},
   "source": [
    "As always, we start with a LiberTEM Context object to act as interface to Dask. Here we use the `make_with` convenience method to create a `Context` which will integrate with any existing Dask scheduler, such as might have been instantiated by HyperSpy or other upstream computation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e26ed546",
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   "source": [
    "ctx = Context.make_with(\"dask-integration\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d8397c53",
   "metadata": {},
   "source": [
    "Alternatively, we could create and set a LiberTEM Dask scheduler as the default Dask scheduler using `ctx = Context.make_with(\"dask-make-default\")`.\n",
    "\n",
    "Unfortunately, the current BLO-file reader in HyperSpy is not fully compatible with the default distributed scheduler created by LiberTEM."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "liable-baseline",
   "metadata": {
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   "source": [
    "data_base_path = os.environ.get(\"TESTDATA_BASE_PATH\", \"/cachedata/users/clausen/libertem-test-data/\")\n",
    "path = os.path.join(data_base_path, \"default.blo\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "mobile-championship",
   "metadata": {},
   "source": [
    "## From HyperSpy to LiberTEM\n",
    "\n",
    "### Load data as HyperSpy lazy signal\n",
    "\n",
    "First we demonstrate the normal HyperSpy lazy signal workflow, where the `.data` backing the Signal is in fact a `dask.array.Array` which will be evaluated only when passed to `dask.compute()`. In the case of reading data from file, the data can remain on disk until required, rather than being loaded into memory at the beginning."
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    "# NBVAL_IGNORE_OUTPUT\n",
    "lazy_4d.data"
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      "[########################################] | 100% Completed | 101.54 ms\n"
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",
      "text/plain": [
       "<Figure size 640x432.757 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x581.818 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# NBVAL_IGNORE_OUTPUT\n",
    "lazy_4d.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c1b7ff33",
   "metadata": {},
   "source": [
    "### Load the HyperSpy lazy signal as a LiberTEM dataset\n",
    "\n",
    "Starting with version 0.9.0, it is possible to load a `dask.array.Array` as a LiberTEM `Dataset`, allowing processing using the existing LiberTEM UDF interface. This can be achieved by loading the dask array using the `Context.load` method and the `\"dask\"` file type.\n",
    "\n",
    "As before, no data is actually loaded into memory at this stage, it will only be read when computation is requested. When the data is eventually read, the HyperSpy BLO reader will be used by Dask to load the file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "boring-boston",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:43:50.434865Z",
     "iopub.status.busy": "2023-06-29T12:43:50.434723Z",
     "iopub.status.idle": "2023-06-29T12:43:50.447103Z",
     "shell.execute_reply": "2023-06-29T12:43:50.446607Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:libertem.io.dataset.dask:Merging nav dimension chunks according to scheme {1: -1} as we cannot maintain continuity of frame indexing in the flattened navigation dimension. Original n_blocks: [2, 3, 1, 1]. New n_blocks: [2, 1, 1, 1].\n"
     ]
    }
   ],
   "source": [
    "dask_ds = ctx.load(\"dask\", lazy_4d.data, sig_dims=2, min_size=64*2**20)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a9b5669",
   "metadata": {},
   "source": [
    "Due to differences in the design of Dask and LiberTEM, the `Dataset` must sometimes modify the array chunking (i.e. how the data is organised in memory), leading to the above warning. This does not modify the data itself in any way, it only changes how the computation will be split over parts of the full dataset.\n",
    "\n",
    "We start by running some basic analyses on the dataset, loading a single diffraction frame with `create_pick_analysis` and summing over the signal dimensions with `SumSigUDF`. For both of these calls the data is loaded from disk at this point."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "direct-consent",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:43:50.448852Z",
     "iopub.status.busy": "2023-06-29T12:43:50.448720Z",
     "iopub.status.idle": "2023-06-29T12:43:53.113326Z",
     "shell.execute_reply": "2023-06-29T12:43:53.112720Z"
    }
   },
   "outputs": [],
   "source": [
    "pick_a = ctx.create_pick_analysis(dataset=dask_ds, y=45, x=60)\n",
    "pick_res = ctx.run(pick_a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "occupational-profit",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:43:53.115746Z",
     "iopub.status.busy": "2023-06-29T12:43:53.115608Z",
     "iopub.status.idle": "2023-06-29T12:43:53.596411Z",
     "shell.execute_reply": "2023-06-29T12:43:53.595706Z"
    }
   },
   "outputs": [],
   "source": [
    "sum_res = ctx.run_udf(dataset=dask_ds, udf=SumSigUDF())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "another-clark",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:43:53.599309Z",
     "iopub.status.busy": "2023-06-29T12:43:53.599171Z",
     "iopub.status.idle": "2023-06-29T12:44:08.564432Z",
     "shell.execute_reply": "2023-06-29T12:44:08.563834Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "302 ms ± 9.75 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
     ]
    }
   ],
   "source": [
    "%%timeit\n",
    "# NBVAL_SKIP\n",
    "sum_res = ctx.run_udf(dataset=dask_ds, udf=SumSigUDF())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "proper-terminology",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:08.566403Z",
     "iopub.status.busy": "2023-06-29T12:44:08.566266Z",
     "iopub.status.idle": "2023-06-29T12:44:08.896785Z",
     "shell.execute_reply": "2023-06-29T12:44:08.896250Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Sum over signal dimensions')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2, figsize=(12, 8))\n",
    "axes[0].imshow(pick_res['intensity'].raw_data)\n",
    "axes[0].set_title('Diffraction frame')\n",
    "axes[1].imshow(sum_res['intensity'].data)\n",
    "axes[1].set_title('Sum over signal dimensions')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "sufficient-suite",
   "metadata": {},
   "source": [
    "## From LiberTEM to HyperSpy: Dataset\n",
    "\n",
    "### Load data using LiberTEM"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b631ad1e",
   "metadata": {},
   "source": [
    "LiberTEM posesses its own BLO-file reader (here with auto-detection of filetype). First we run the same analyses as above to demonstrate their equivalency."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "satisfied-crack",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:08.898893Z",
     "iopub.status.busy": "2023-06-29T12:44:08.898566Z",
     "iopub.status.idle": "2023-06-29T12:44:08.930009Z",
     "shell.execute_reply": "2023-06-29T12:44:08.929428Z"
    }
   },
   "outputs": [],
   "source": [
    "native_ds = ctx.load('auto', path)\n",
    "native_ds.set_num_cores(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "80488514",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:08.932272Z",
     "iopub.status.busy": "2023-06-29T12:44:08.932133Z",
     "iopub.status.idle": "2023-06-29T12:44:09.311497Z",
     "shell.execute_reply": "2023-06-29T12:44:09.311023Z"
    }
   },
   "outputs": [],
   "source": [
    "sum_res_lt = ctx.run_udf(dataset=native_ds, udf=SumSigUDF())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "solar-macedonia",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:09.313831Z",
     "iopub.status.busy": "2023-06-29T12:44:09.313697Z",
     "iopub.status.idle": "2023-06-29T12:44:23.305414Z",
     "shell.execute_reply": "2023-06-29T12:44:23.304818Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "238 ms ± 3.23 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
     ]
    }
   ],
   "source": [
    "%%timeit\n",
    "# NBVAL_SKIP\n",
    "ctx.run_udf(dataset=native_ds, udf=SumSigUDF())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "5f41720c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:23.307306Z",
     "iopub.status.busy": "2023-06-29T12:44:23.307171Z",
     "iopub.status.idle": "2023-06-29T12:44:23.310867Z",
     "shell.execute_reply": "2023-06-29T12:44:23.310446Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.allclose(sum_res_lt['intensity'].data, sum_res['intensity'].data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "athletic-performer",
   "metadata": {},
   "source": [
    "### Create dask array from LiberTEM dataset\n",
    "\n",
    "Using the method `make_dask_array`, we can convert any LiberTEM dataset into a chunked `dask.array`, such as those used for backing a HyperSpy lazy signal."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "reserved-robinson",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:23.312468Z",
     "iopub.status.busy": "2023-06-29T12:44:23.312342Z",
     "iopub.status.idle": "2023-06-29T12:44:23.315878Z",
     "shell.execute_reply": "2023-06-29T12:44:23.315458Z"
    }
   },
   "outputs": [],
   "source": [
    "with dask.config.set(**{'array.slicing.split_large_chunks': False}):\n",
    "    dask_array, workers = make_dask_array(native_ds)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3815bdc4",
   "metadata": {},
   "source": [
    "The `dask_array` is supplied with a dictionary of `workers`, which can be passed to `dask.compute()` at the moment of evaluation to ensure data locality, and avoid transferring chunks of the dataset between processes or over the network."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "reflected-utility",
   "metadata": {},
   "source": [
    "### Create lazy HyperSpy signal from Dask array\n",
    "\n",
    "We now create a HyperSpy signal from this `dask_array`, with the aid of `pyxem` to maintain its metadata as a diffraction dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "impressive-seattle",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:23.317756Z",
     "iopub.status.busy": "2023-06-29T12:44:23.317411Z",
     "iopub.status.idle": "2023-06-29T12:44:23.322044Z",
     "shell.execute_reply": "2023-06-29T12:44:23.321602Z"
    }
   },
   "outputs": [],
   "source": [
    "libertem_4d = pyxem.signals.LazyDiffraction2D(dask_array)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "615ea1c6",
   "metadata": {},
   "source": [
    "This gives us access to the full range of HyperSpy interfaces on the LiberTEM dataset, such as `.plot()`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "pediatric-election",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:23.323842Z",
     "iopub.status.busy": "2023-06-29T12:44:23.323503Z",
     "iopub.status.idle": "2023-06-29T12:44:24.559549Z",
     "shell.execute_reply": "2023-06-29T12:44:24.559007Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[########################################] | 100% Completed | 605.67 ms\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x432.757 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x581.818 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# NBVAL_IGNORE_OUTPUT\n",
    "libertem_4d.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "109f9672",
   "metadata": {},
   "source": [
    "## From LiberTEM to HyperSpy: UDF computation result\n",
    "\n",
    "Starting with version 0.9.0, it is possible to obtain Dask arrays as output from LiberTEM UDF computations. This remains experimental and requires use of a dedicated LiberTEM `Context`. The computation is carried out relying on [Dask.delayed](https://docs.dask.org/en/stable/delayed.html), which allows us to run normal Python code, such as a UDF, within a Dask task graph.\n",
    "\n",
    "As an example, this uses the LiberTEM blobfinder https://libertem.github.io/LiberTEM-blobfinder/ for diffraction disk finding and pattern matching."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3f7e83e",
   "metadata": {},
   "source": [
    "### Setup the pattern analysis\n",
    "\n",
    "To begin, we use the HyperSpy signal we created above and LiberTEM blobfinder to create a pattern analysis.\n",
    "\n",
    "First a reference frame on which we make initial guesses of the peak positions and lattice vectors:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "adc42bd5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:24.561645Z",
     "iopub.status.busy": "2023-06-29T12:44:24.561371Z",
     "iopub.status.idle": "2023-06-29T12:44:24.565818Z",
     "shell.execute_reply": "2023-06-29T12:44:24.565382Z"
    }
   },
   "outputs": [],
   "source": [
    "reference_frame = lazy_4d.data[50, 60].compute()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c037b788",
   "metadata": {},
   "source": [
    "Note we must `.compute()` the frame because the HyperSpy signal is lazily evaluated.\n",
    "\n",
    "We create a search pattern based on a disk radius measured in pixels:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "e2989254",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:24.568031Z",
     "iopub.status.busy": "2023-06-29T12:44:24.567901Z",
     "iopub.status.idle": "2023-06-29T12:44:24.570253Z",
     "shell.execute_reply": "2023-06-29T12:44:24.569831Z"
    }
   },
   "outputs": [],
   "source": [
    "r = 1.5\n",
    "pattern = patterns.BackgroundSubtraction(radius=r)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "58be3f52",
   "metadata": {},
   "source": [
    "We evaluate the initial peak positions in the reference frame using correlation with our search pattern:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "fb194643",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:24.572059Z",
     "iopub.status.busy": "2023-06-29T12:44:24.571745Z",
     "iopub.status.idle": "2023-06-29T12:44:24.577913Z",
     "shell.execute_reply": "2023-06-29T12:44:24.577439Z"
    }
   },
   "outputs": [],
   "source": [
    "peaks = correlation.get_peaks(sum_result=reference_frame, match_pattern=pattern, num_peaks=50)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ddf457cc",
   "metadata": {},
   "source": [
    "We interpret the detected disks as a diffraction pattern (with principal vectors etc). using the `.full_match` method, this requires us to identify the transmitted beam position in pixels (the zero position):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "fa0c260f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:24.579806Z",
     "iopub.status.busy": "2023-06-29T12:44:24.579466Z",
     "iopub.status.idle": "2023-06-29T12:44:24.622218Z",
     "shell.execute_reply": "2023-06-29T12:44:24.621563Z"
    }
   },
   "outputs": [],
   "source": [
    "zero = (71, 71)\n",
    "matcher = fm.FullMatcher()\n",
    "all_match = matcher.full_match(peaks, zero=zero)\n",
    "match = all_match[0][0]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77a6d53c",
   "metadata": {},
   "source": [
    "And finally we display the results on the reference frame:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "f2e178b6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:24.625143Z",
     "iopub.status.busy": "2023-06-29T12:44:24.624685Z",
     "iopub.status.idle": "2023-06-29T12:44:24.886741Z",
     "shell.execute_reply": "2023-06-29T12:44:24.886210Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.patches.FancyArrow at 0x7fdb880eed50>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(figsize=(10, 8))\n",
    "axes.imshow(reference_frame)\n",
    "plt.title(\"Points of significance and match in the reference frame\")\n",
    "\n",
    "for p in np.flip(match.refineds, axis=1):\n",
    "    axes.add_artist(plt.Circle(p, r, color=\"r\", fill=False))\n",
    "for p in np.flip(match.calculated_refineds, axis=1):\n",
    "    axes.add_artist(plt.Circle(p, r, color=\"g\", fill=False))\n",
    "plt.arrow(*np.flip(match.zero), *(np.flip(match.a)), color='g')\n",
    "plt.arrow(*np.flip(match.zero), *(np.flip(match.b)), color='w')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57f847af",
   "metadata": {},
   "source": [
    "### Per-frame refinement of the parameters we found above\n",
    "\n",
    "All of the above was setup for the analysis of the whole dataset based on the detected pattern. For this we will use the special Delayed context, though the same analysis would run with any of the LiberTEM executors."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "3d5c236b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:24.888629Z",
     "iopub.status.busy": "2023-06-29T12:44:24.888262Z",
     "iopub.status.idle": "2023-06-29T12:44:24.890806Z",
     "shell.execute_reply": "2023-06-29T12:44:24.890387Z"
    }
   },
   "outputs": [],
   "source": [
    "delayed_ctx = Context.make_with('delayed')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "3b3d5a6d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:24.892470Z",
     "iopub.status.busy": "2023-06-29T12:44:24.892153Z",
     "iopub.status.idle": "2023-06-29T12:44:24.904521Z",
     "shell.execute_reply": "2023-06-29T12:44:24.904078Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 21.1 ms, sys: 788 µs, total: 21.9 ms\n",
      "Wall time: 20.9 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "refined, indices = refinement.run_refine(ctx=delayed_ctx,\n",
    "                                         dataset=native_ds,\n",
    "                                         zero=match.zero,\n",
    "                                         a=match.a,\n",
    "                                         b=match.b,\n",
    "                                         matcher=matcher,\n",
    "                                         match_pattern=pattern,\n",
    "                                         indices=np.mgrid[-4:5, -4:5])\n",
    "# NBVAL_IGNORE_OUTPUT"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c114af94",
   "metadata": {},
   "source": [
    "Note that the 'analysis' only takes a few milliseconds. As stated previously, the computation is specified lazily using a Dask task graph, so the actual work is only done when the result is requested; we have only told the system what we want to do in the future.\n",
    "\n",
    "The same applies to any computation after the refinement step, such as computing the lattice vector lengths or ratio:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "49ad0b25",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:24.906307Z",
     "iopub.status.busy": "2023-06-29T12:44:24.905954Z",
     "iopub.status.idle": "2023-06-29T12:44:24.912893Z",
     "shell.execute_reply": "2023-06-29T12:44:24.912450Z"
    }
   },
   "outputs": [],
   "source": [
    "abs_a = np.sqrt(np.sum(refined['a'].delayed_data**2, axis=-1))\n",
    "abs_b = np.sqrt(np.sum(refined['b'].delayed_data**2, axis=-1))\n",
    "ratio = abs_a / abs_b"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70d2e4b2",
   "metadata": {},
   "source": [
    "We can then wrap the result in a HyperSpy signal to benefit from the many methods and interfaces the library provides:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "640ff35c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:24.914654Z",
     "iopub.status.busy": "2023-06-29T12:44:24.914298Z",
     "iopub.status.idle": "2023-06-29T12:44:24.920439Z",
     "shell.execute_reply": "2023-06-29T12:44:24.919999Z"
    }
   },
   "outputs": [],
   "source": [
    "ratio_hs = hs.signals.Signal2D(ratio).as_lazy()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bf6d56bf",
   "metadata": {},
   "source": [
    "For demonstration, we can visualize the dask task graph, showing the computation that will be performed when requested:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "d0a43bbc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:24.922176Z",
     "iopub.status.busy": "2023-06-29T12:44:24.921848Z",
     "iopub.status.idle": "2023-06-29T12:44:25.096713Z",
     "shell.execute_reply": "2023-06-29T12:44:25.096170Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# NBVAL_SKIP\n",
    "ratio_hs.data.visualize(filename=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa136082",
   "metadata": {},
   "source": [
    "Finally, we plot the result, which automatically triggers the computation behind-the-scenes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "e310378b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-29T12:44:25.098889Z",
     "iopub.status.busy": "2023-06-29T12:44:25.098472Z",
     "iopub.status.idle": "2023-06-29T12:44:36.983082Z",
     "shell.execute_reply": "2023-06-29T12:44:36.982524Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 20 s, sys: 2.56 s, total: 22.5 s\n",
      "Wall time: 18 s\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x432.757 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%time ratio_hs.plot(vmin=0.71, vmax=0.73)\n",
    "# NBVAL_IGNORE_OUTPUT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "01f52926",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "@webio": {
   "lastCommId": null,
   "lastKernelId": null
  },
  "kernelspec": {
   "display_name": "Python 3.12 (lt312)",
   "language": "python",
   "name": "lt312"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}