Adaptive Search: Changing ``search_range`` on the Fly
=====================================================

As discussed in the tutorial on "Advanced Linking," a basic limitation
of the tracking algorithm involves the selection of ``search_range``. If
it is too small, many valid trajectories will be unlinked or linked
incorrectly. If it is too large, ``trackpy`` will become overwhelmed
with candidate features, and will either be bogged down by those
possibilities or will give up entirely, raising a
``SubnetOversizeException``.

The tutorial on "Advanced Linking" identifies some ways to ease this
dilemma, including prediction, which lets ``trackpy`` select candidate
features more intelligently. Still, "perfect" tracking is often
computationally impossible. One is then faced with the task of finding a
``search_range`` that allows linking to finish in a reasonable amount of
time while merely *minimizing* linking errors. The usual method for
optimizing ``search_range`` is to repeatedly adjust it and run the
linker, searching for the largest value that does not halt or
intolerably slow the algorithm. This search can be time-consuming and
frustrating, especially for long movies. Perhaps worse, one must choose
the ``search_range`` for all particles in all frames, even if the
failure is being caused by a single large subnet spanning just two
successive frames.

This difficulty is addressed by the "adaptive search" functionality that
is built into ``trackpy`` starting with version 0.3. Instead of
specifying a single ``search_range`` for all particles in all frames,
one gives ``trackpy`` a *maximum* value. ``trackpy`` then automatically
reduces ``search_range`` *only* when and where it encounters difficulty.

How it works
------------

When it encounters a large subnet, the algorithm repeatedly attempts to
link *only those particles*, using smaller and smaller values of
``search_range``. As ``search_range`` is reduced, some of the possible
track assignments are eliminated from consideration. The original large
subnet is thereby broken up into smaller pieces, some of which may be
small enough to solve directly (by considering all possible track
assignments). This process continues until no oversize subnet(s) remain,
or a minimum ``search_range`` is reached. In the latter case, a
``SubnetOversizeException`` is raised and linking is aborted.

How to use it
-------------

To any of the ``link`` family of functions, supply the ``search_range``
argument as usual, along with an ``adaptive_stop`` argument, and
optionally an ``adaptive_step``. When ``trackpy`` encounters a large
subnet, it will locally reduce ``search_range`` by multiplying it by
``adaptive_step``. (``adaptive_step`` must be greater than 0 and less
than 1; the default is 0.95.) This multiplication will be applied
repeatedly if necessary. ``adaptive_stop`` (note the single-letter
difference!) tells ``trackpy`` when to give up. When ``search_range``
has become less than or equal to ``adaptive_stop``, ``trackpy`` aborts
linking by raising a ``SubnetOversizeException``.

For example, at the high end, you might consider 10.0 to be a generous
but reasonable ``search_range`` for your movie. At the low end, you feel
that a ``search_range`` of 2.0 — the radius of one of your particles —
is unreasonably small and would be a sure sign of trouble. Finally, you
decide that ``search_range`` should be reduced carefully — just 5% at a
time. The values you should specify are then

.. code:: python

    {'search_range': 10.0,
     'adaptive_stop': 2.0,
     'adaptive_step': 0.95}




.. parsed-literal::

    {'adaptive_step': 0.95, 'adaptive_stop': 2.0, 'search_range': 10.0}



The maximum subnet size, and a word of caution
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

There is one more parameter that you *may* wish to adjust, but the
reason is a little technical.

Under normal circumstances, if you have a movie that does *not* cry out
for adaptive search, large subnets will be rare, and to get the most
accurate linking you will want the computer to solve them all, even ones
that take a few minutes. This favors a default maximum subnet size,
stored in ``trackpy.linking.Linker.MAX_SUB_NET_SIZE``, that is rather
generous.

This situation changes when adaptive search is enabled. As it reduces
``search_range``, ``trackpy`` is searching for the largest computable
subnet(s) embedded within the original oversize, non-computable subnet.
If you are lazy (and who isn't?), you will want to choose a generous
(but reasonable) maximum ``search_range`` and let ``trackpy`` do the
hard work of optimizing it downward. The result is that ``trackpy`` will
frequently be solving subnets that are just below the maximum size. This
favors a *small* maximum size, corresponding to a subnet that can be
solved in well under a second.

Because a different behavior is desired in each case, there is a
different default subnet limit for adaptive search, stored in
``trackpy.linking.Linker.MAX_SUB_NET_SIZE_ADAPTIVE``. As with the
regular default, you may wish to adjust this value depending on your
patience and the speed of your computer.

The default values in the current version of ``trackpy`` are

.. code:: python

    import trackpy
    import pandas as pd
    import numpy as np
    %matplotlib notebook
    from matplotlib.pyplot import *   # not recommended usage, but we use it for brevity here
    
    trackpy.linking.Linker.MAX_SUB_NET_SIZE


.. parsed-literal::

    /Users/dallan/miniconda/envs/trackpy-examples/lib/python3.4/site-packages/IPython/kernel/__init__.py:13: ShimWarning: The `IPython.kernel` package has been deprecated. You should import from ipykernel or jupyter_client instead.
      "You should import from ipykernel or jupyter_client instead.", ShimWarning)




.. parsed-literal::

    30



.. code:: python

    trackpy.linking.Linker.MAX_SUB_NET_SIZE_ADAPTIVE




.. parsed-literal::

    15



Since subnet computation time scales very roughly as :math:`N!`, this is
actually a *huge* difference in speed:

.. code:: python

    import math
    float(math.factorial(trackpy.linking.Linker.MAX_SUB_NET_SIZE) / \
        math.factorial(trackpy.linking.Linker.MAX_SUB_NET_SIZE_ADAPTIVE))




.. parsed-literal::

    2.0284320493172736e+20



The difference in maximal subnet size is the primary drawback of
adaptive search. Solving a large subnet may be slow, but at least you
are getting the best possible set of trajectories, ones that minimize
the total displacement over all particles. (For details, see the
original paper by Crocker & Grier, referenced in the introduction to the
``trackpy`` documentation.) Depending on the details of your movie, if
you insist on solving smaller subnets you may instead get results that
are less than fully correct.

**In other words,** adaptive search can abolish a lot of headaches,
tedium, and gut-wrenching decisions, but it cannot magically clean up
problematic data, and it cannot abolish the possibility of shooting
yourself in the foot. Proceed accordingly.

Example
-------

This is a highly contrived example, but it illustrates how adaptive
search can greatly ease the problem of choosing ``search_range``.

As example data, we define a grid of points that has contracted in the
second frame. It is visualized below, using a function we define.

.. code:: python

    def contracting_grid(scale=0.95):
        """Two frames with a grid of 441 points.
    
        In the second frame, the points contract, so that the outermost set
        coincides with the second-outermost set in the previous frame.
    
        This is a way to challenge (and/or stump) a subnet solver.
        """
        pts0x, pts0y = np.mgrid[-10:11,-10:11]
        pts0 = pd.DataFrame(dict(x=pts0x.flatten(), y=pts0y.flatten(),
                                 frame=0))
        pts1 = pts0.copy()
        pts1.frame = 1
        pts1.x = pts1.x * scale
        pts1.y = pts1.y * scale
        return pd.concat([pts0, pts1], ignore_index=True)
    
    cg = contracting_grid()
    cg_original = cg.copy()

.. code:: python

    def trshow(tr, first_style='bo', last_style='g.', style='b.'):
        frames = list(tr.groupby('frame'))
        nframes = len(frames)
        for i, (fnum, pts) in enumerate(frames):
            if i == 0:
                sty = first_style
            elif i == nframes - 1:
                sty = last_style
            else:
                sty = style
            plot(pts.x, pts.y, sty)
        if 'particle' in tr.columns:
            for pid in tr.particle.unique():
                plot(tr.x[tr.particle == pid], 
                     tr.y[tr.particle == pid], 'r-')
        axis('equal'); ylim(-11, 11)
        xlabel('x')
        ylabel('y')
    
    figure(figsize=(6, 6))
    trshow(cg_original)



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">


In the preceding plot, the large blue dots are the first frame, and the
small green dots are the second frame.

Linking without adaptive search
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

Next, we perform linking with a "small" ``search_range`` of 0.65. The
computation finishes quickly but fails to link the particles with the
largest displacements, in the corners.

.. code:: python

    %%time
    tracks_toosmall = trackpy.link_df(cg, 0.65)


.. parsed-literal::

    Frame 1: 441 trajectories present
    CPU times: user 308 ms, sys: 6.78 ms, total: 315 ms
    Wall time: 318 ms


.. parsed-literal::

    /Users/dallan/miniconda/envs/trackpy-examples/lib/python3.4/site-packages/trackpy/linking.py:595: FutureWarning: sort(columns=....) is deprecated, use sort_values(by=.....)
      features.sort(['particle', t_column], inplace=True)


.. code:: python

    figure(figsize=(6, 6))
    trshow(tracks_toosmall)



.. parsed-literal::

    <IPython.core.display.Javascript object>



.. raw:: html

    <img 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">


Seeing this problem, we increase ``search_range`` to 0.8. This
computation also finishes quickly — by raising a
``SubnetOversizeException``!

.. code:: python

    %%time
    try:
        tracks_toobig = trackpy.link_df(cg, 0.8)
    except trackpy.SubnetOversizeException:
        print('Failed!!')


.. parsed-literal::

    Frame 0: 441 trajectories present
    Failed!!
    CPU times: user 22.6 ms, sys: 1.95 ms, total: 24.6 ms
    Wall time: 23.3 ms


By trial and error (or some trigonometry), we *can* find a value of
``search_range`` that works for this movie. But it requires more than a
little patience:

.. code:: python

    %%time
    # Warning: takes several minutes!
    tracks_regular = trackpy.link_df(cg, 0.75)


.. parsed-literal::

    Frame 1: 441 trajectories present
    CPU times: user 6min 11s, sys: 1.44 s, total: 6min 13s
    Wall time: 6min 13s


.. parsed-literal::

    /Users/dallan/miniconda/envs/trackpy-examples/lib/python3.4/site-packages/trackpy/linking.py:595: FutureWarning: sort(columns=....) is deprecated, use sort_values(by=.....)
      features.sort(['particle', t_column], inplace=True)


.. code:: python

    figure(figsize=(6, 6))
    trshow(tracks_regular)



.. parsed-literal::

    <IPython.core.display.Javascript object>



.. raw:: html

    <img 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">


As printed above, it took several minutes to track just 441 particles in
2 frames. However, the result is correct, as shown by the plot, and by
checking the duration of all the computed tracks:

.. code:: python

    tracks_regular.groupby('particle').particle.count().value_counts()




.. parsed-literal::

    2    441
    Name: particle, dtype: int64



This result indicates that there are 441 tracks that last for 2 frames,
and no tracks that last for 1 frame, which would represent unlinked
particles. So linking was successful, but at great cost.

Linking with adaptive search
~~~~~~~~~~~~~~~~~~~~~~~~~~~~

Since we know this movie is tricky, we choose a very fine
``adaptive_step`` — just 1% per iteration. But we can choose an
irresponsibly large ``search_range`` of 0.95 — almost the spacing
between particles!

.. code:: python

    %%time
    tracks_adaptive = trackpy.link_df(cg, 0.95, adaptive_stop=0.56, adaptive_step=0.99)


.. parsed-literal::

    Frame 1: 441 trajectories present
    CPU times: user 155 ms, sys: 2.46 ms, total: 158 ms
    Wall time: 156 ms


.. parsed-literal::

    /Users/dallan/miniconda/envs/trackpy-examples/lib/python3.4/site-packages/trackpy/linking.py:595: FutureWarning: sort(columns=....) is deprecated, use sort_values(by=.....)
      features.sort(['particle', t_column], inplace=True)


With adaptive search enabled, we can obtain the correct results more
than an order of magnitude faster than we could with the single value of
``search_range`` we found by hand. Almost as importantly, this
computation was not preceded by rounds of trial and error to select
``search_range``.

.. code:: python

    figure(figsize=(6, 6))
    trshow(tracks_adaptive)



.. parsed-literal::

    <IPython.core.display.Javascript object>



.. raw:: html

    <img 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">


Both the plot and our check of track lengths show that the result is
correct.

.. code:: python

    tracks_adaptive.groupby('particle').particle.count().value_counts()




.. parsed-literal::

    2    441
    Name: particle, dtype: int64



Seeing adaptive search at work
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

We can use linking diagnostics, also new in ``trackpy`` v0.3, to see
what adaptive search did. (See the separate tutorial on diagnostics for
a more complete overview.) Let's re-run linking with diagnostics, and
look at the ``search_range`` that was used to link each particle in the
second frame. (It's not recorded for the first frame because those
particles have no preceding frame.)

.. code:: python

    tracks_adaptive = trackpy.link_df(cg, 0.95, adaptive_stop=0.56, adaptive_step=0.99, diagnostics=True)


.. parsed-literal::

    Frame 1: 441 trajectories present


.. parsed-literal::

    /Users/dallan/miniconda/envs/trackpy-examples/lib/python3.4/site-packages/trackpy/linking.py:595: FutureWarning: sort(columns=....) is deprecated, use sort_values(by=.....)
      features.sort(['particle', t_column], inplace=True)


.. code:: python

    figure()
    scatter(tracks_adaptive.x, tracks_adaptive.y, c=tracks_adaptive.diag_search_range.astype(float), 
            s=20, linewidth=0, cmap=cm.GnBu, vmin=0.7)
    colorbar(label='diag_search_range')
    axis('image')



.. parsed-literal::

    <IPython.core.display.Javascript object>



.. raw:: html

    <img 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">




.. parsed-literal::

    (-10.454959021724294,
     10.454959021724292,
     -10.456405403060545,
     10.456405403060545)



As we might have guessed, adaptive search worked by reducing
``search_range`` in the trouble spots at the corners.

A final note
~~~~~~~~~~~~

As discussed above, adaptive search is not magic, and it may create the
false impression that bad data are trackable. Until you are confident
that you're using adaptive search properly, it's a good idea to pay
attention to diagnostic output, especially ``diag_search_range``, to get
a sense of where and how often it's used.