From 84cb0bdbbe1fb510c8e77a702540069e4bc6aecf Mon Sep 17 00:00:00 2001
From: Umut <umutsahin@protonmail.com>
Date: Fri, 17 Sep 2021 12:55:54 +0300
Subject: [PATCH] doc: write compilation artifacts tutorial

---
 .../artifacts/auto/1.initial.graph.png        | Bin 0 -> 7755 bytes
 .../artifacts/manual/1.initial.graph.png      | Bin 0 -> 23985 bytes
 .../artifacts/manual/2.final.graph.png        | Bin 0 -> 23985 bytes
 docs/index.rst                                |   1 +
 docs/user/tutorial/COMPILATION_ARTIFACTS.md   | 184 ++++++++++++++++++
 5 files changed, 185 insertions(+)
 create mode 100644 docs/_static/tutorials/artifacts/auto/1.initial.graph.png
 create mode 100644 docs/_static/tutorials/artifacts/manual/1.initial.graph.png
 create mode 100644 docs/_static/tutorials/artifacts/manual/2.final.graph.png
 create mode 100644 docs/user/tutorial/COMPILATION_ARTIFACTS.md

diff --git a/docs/_static/tutorials/artifacts/auto/1.initial.graph.png b/docs/_static/tutorials/artifacts/auto/1.initial.graph.png
new file mode 100644
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diff --git a/docs/index.rst b/docs/index.rst
index 7640582c7..15754b2e3 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -16,6 +16,7 @@ Concrete Framework's documentation
    user/tutorial/ARITHMETIC_OPERATIONS.md
    user/tutorial/WORKING_WITH_FLOATING_POINTS.md
    user/tutorial/TABLE_LOOKUP.md
+   user/tutorial/COMPILATION_ARTIFACTS.md
 
 .. toctree::
    :maxdepth: 2
diff --git a/docs/user/tutorial/COMPILATION_ARTIFACTS.md b/docs/user/tutorial/COMPILATION_ARTIFACTS.md
new file mode 100644
index 000000000..2b08811e6
--- /dev/null
+++ b/docs/user/tutorial/COMPILATION_ARTIFACTS.md
@@ -0,0 +1,184 @@
+# Compilation Artifacts
+
+In this tutorial, we are going to go over the artifact system, which is designed to inspect/debug the compilation process easily. 
+
+## Automatic export
+
+In case of compilation failures, artifacts are exported automatically to `.artifacts` directory under the working directory. Let's intentionally create a compilation failure and show what kinds of things are exported.
+
+```python
+def f(x):
+    return np.sin(x)
+```
+
+This function fails (for now) to compile because `concrete` doesn't support floating point outputs. When you try to compile it (you might want to check [this](../howto/COMPILING_AND_EXECUTING.md) to see how you can do that), an exception will be raised and the artifacts will be exported automatically.
+
+### environment.txt
+
+This file contains information about your setup (i.e., your operating system and python version).
+
+```
+Linux-5.12.13-arch1-2-x86_64-with-glibc2.29 #1 SMP PREEMPT Fri, 25 Jun 2021 22:56:51 +0000
+Python 3.8.10
+```
+
+### requirements.txt
+
+This file contains information about python packages and their versions installed on your system.
+
+```
+alabaster==0.7.12
+appdirs==1.4.4
+argon2-cffi==21.1.0
+...
+wheel==0.37.0
+widgetsnbextension==3.5.1
+wrapt==1.12.1
+```
+
+### function.txt
+
+This file contains information about the function you are trying to compile.
+
+```
+def f(x):
+    return np.sin(x)
+```
+
+### parameters.txt
+
+This file contains information about the parameters of the function you are trying to compile.
+
+```
+x :: EncryptedScalar<Integer<unsigned, 3 bits>>
+```
+
+### 1.initial.graph.txt
+
+This file contains information about the initial computation graph of the function you are trying to compile.
+
+```
+%0 = x                                   # EncryptedScalar<Integer<unsigned, 3 bits>>
+%1 = np.sin(0)                           # EncryptedScalar<Float<64 bits>>
+return(%1)
+```
+
+### 1.initial.graph.png
+
+This file contains the visualization of the initial computation graph of the function you are trying to compile.
+
+![](../../_static/tutorials/artifacts/auto/1.initial.graph.png)
+
+### traceback.txt
+
+This file contains information about the error you got.
+
+```
+Traceback (most recent call last):
+  File "/src/concrete/numpy/compile.py", line 301, in compile_numpy_function
+    return _compile_numpy_function_internal(
+  File "/src/concrete/numpy/compile.py", line 234, in _compile_numpy_function_internal
+    op_graph = _compile_numpy_function_into_op_graph_internal(
+  File "/src/concrete/numpy/compile.py", line 103, in _compile_numpy_function_into_op_graph_internal
+    raise ValueError(
+ValueError: <lambda> cannot be compiled as it has nodes with either float inputs or outputs.
+Offending nodes : <concrete.common.representation.intermediate.ArbitraryFunction object at 0x7f6689fd37f0>
+```
+
+## Manual export
+
+Manual exports are mostly used for visualization. Nonetheless, they can be very useful for demonstrations. Here is how to do it:
+
+```python
+import concrete.numpy as hnp
+import pathlib
+
+artifacts = hnp.CompilationArtifacts(pathlib.Path("/custom/export/path"))
+hnp.compile_numpy_function(
+    lambda x: 100 - (3 * (x + 2)),
+    {"x": hnp.EncryptedScalar(hnp.UnsignedInteger(3))},
+    inputset=[(i,) for i in range(2 ** 3)],
+    compilation_artifacts=artifacts,
+)
+artifacts.export()
+```
+
+Since this example compiles, we can see some new artifacts. 
+
+### 1.initial.graph.txt
+
+This file contains information about the initial computation graph of the function you are trying to compile.
+
+```
+%0 = Constant(100)                       # ClearScalar<Integer<unsigned, 7 bits>>
+%1 = Constant(3)                         # ClearScalar<Integer<unsigned, 2 bits>>
+%2 = x                                   # EncryptedScalar<Integer<unsigned, 3 bits>>
+%3 = Constant(2)                         # ClearScalar<Integer<unsigned, 2 bits>>
+%4 = Add(2, 3)                           # EncryptedScalar<Integer<unsigned, 3 bits>>
+%5 = Mul(4, 1)                           # EncryptedScalar<Integer<unsigned, 3 bits>>
+%6 = Sub(0, 5)                           # EncryptedScalar<Integer<unsigned, 7 bits>>
+return(%6)
+```
+
+### 1.initial.graph.png
+
+This file contains the visualization of the initial computation graph of the function you are trying to compile.
+
+![](../../_static/tutorials/artifacts/manual/1.initial.graph.png)
+
+### 2.final.graph.txt
+
+This file contains information about the final computation graph of the function you are trying to compile.
+
+```
+%0 = Constant(100)                       # ClearScalar<Integer<unsigned, 7 bits>>
+%1 = Constant(3)                         # ClearScalar<Integer<unsigned, 2 bits>>
+%2 = x                                   # EncryptedScalar<Integer<unsigned, 3 bits>>
+%3 = Constant(2)                         # ClearScalar<Integer<unsigned, 2 bits>>
+%4 = Add(2, 3)                           # EncryptedScalar<Integer<unsigned, 4 bits>>
+%5 = Mul(4, 1)                           # EncryptedScalar<Integer<unsigned, 5 bits>>
+%6 = Sub(0, 5)                           # EncryptedScalar<Integer<unsigned, 7 bits>>
+return(%6)
+```
+
+### 2.final.graph.png
+
+This file contains the visualization of the final computation graph of the function you are trying to compile.
+
+![](../../_static/tutorials/artifacts/manual/2.final.graph.png)
+
+### bounds.txt
+
+This file contains information about the bounds of the final computation graph of the function you are trying to compile using the input set you provide.
+
+```
+%0 :: [100, 100]
+%1 :: [3, 3]
+%2 :: [0, 7]
+%3 :: [2, 2]
+%4 :: [2, 9]
+%5 :: [6, 27]
+%6 :: [73, 94]
+```
+
+You can learn what bounds are [here](../../dev/explanation/TERMINOLOGY_AND_STRUCTURE.md).
+
+### mlir.txt
+
+This file contains information about the MLIR of the function you are trying to compile using the input set you provide.
+
+```
+module  {
+  func @main(%arg0: !HLFHE.eint<7>) -> !HLFHE.eint<7> {
+    %c100_i8 = constant 100 : i8
+    %c3_i8 = constant 3 : i8
+    %c2_i8 = constant 2 : i8
+    %0 = "HLFHE.add_eint_int"(%arg0, %c2_i8) : (!HLFHE.eint<7>, i8) -> !HLFHE.eint<7>
+    %1 = "HLFHE.mul_eint_int"(%0, %c3_i8) : (!HLFHE.eint<7>, i8) -> !HLFHE.eint<7>
+    %2 = "HLFHE.sub_int_eint"(%c100_i8, %1) : (i8, !HLFHE.eint<7>) -> !HLFHE.eint<7>
+    return %2 : !HLFHE.eint<7>
+  }
+}
+```
+
+You can learn more about MLIR [here](../../dev/explanation/MLIR.md).