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Use "PyJulia" consistently [ci skip]
"`pyjulia`" and "pyjulia" are replaced with "PyJulia" (unless it appears as a part of URL). I'm OK with "pyjulia". Using "PyJulia" only because it appears as the title of README.md.
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README.md

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@@ -6,7 +6,7 @@ PyJulia
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Experimenting with developing a better interface to [Julia language](https://julialang.org/) that works with [Python](https://www.python.org/) 2 & 3 and Julia v0.6+.
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`pyjulia` is tested against Python versions 2.7, 3.6, and 3.7. Older versions of Python (than 2.7) are not supported.
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PyJulia is tested against Python versions 2.7, 3.6, and 3.7. Older versions of Python (than 2.7) are not supported.
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Installation
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------------
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does not add the Julia binary directory to your `PATH`, you will have to
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add it. _An alias will not work._
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Then finally you have to install pyjulia.
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Then finally you have to install PyJulia.
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**Note:** If you are not familiar with `pip` and have some troubles
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with the following installation steps, we recommend to go through
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$ git clone https://github.com/JuliaPy/pyjulia
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```
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then inside the pyjulia directory you need to run the python setup file
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then inside the `pyjulia` directory you need to run the python setup file
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```console
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$ cd pyjulia
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$ python3 -m pip install --user .
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$ python3 -m pip install --user -e . # If you want "development install"
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```
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The `-e` flag makes a development install, meaning that any change to pyjulia
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The `-e` flag makes a development install, meaning that any change to PyJulia
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source tree will take effect at next python interpreter restart without having
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to reissue an install command.
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Usage
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-----
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`pyjulia` provides a high-level interface which assumes a "normal"
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PyJulia provides a high-level interface which assumes a "normal"
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setup (e.g., `julia` is in your `PATH`) and a low-level interface
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which can be used in a customized setup.
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### Low-level interface
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If you need a custom setup for `pyjulia`, it must be done *before*
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If you need a custom setup for PyJulia, it must be done *before*
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importing any Julia modules. For example, to use the Julia
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executable named `custom_julia`, run:
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### Mismatch in valid set of identifiers
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Not all valid Julia identifiers are valid Python identifiers. Unicode
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identifiers are invalid in Python 2.7 and so `pyjulia` cannot call or
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identifiers are invalid in Python 2.7 and so PyJulia cannot call or
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access Julia methods/variables with names that are not ASCII only.
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Although Python 3 allows Unicode identifiers, they are more
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aggressively normalized than Julia. For example, `ϵ` (GREEK LUNATE
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EPSILON SYMBOL) and `ε` (GREEK SMALL LETTER EPSILON) are identical in
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Python 3 but different in Julia. Additionally, it is a common idiom
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in Julia to append a `!` character to methods which mutate their
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arguments. These method names are invalid Python identifers.
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`pyjulia` renames these methods by subsituting `!` with `_b`. For
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example, the Julia method `sum!` can be called in `pyjulia` using
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PyJulia renames these methods by subsituting `!` with `_b`. For
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example, the Julia method `sum!` can be called in PyJulia using
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`sum_b(...)`.
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### Pre-compilation mechanism in Julia 1.0
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means to execute tests with
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* `pyjulia` in shared-cache mode
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* PyJulia in shared-cache mode
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* `julia` executable at `~/julia/julia`
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* Python 3.7
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* `pytest`'s capturing mode turned off

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