Update CHANGELOG.md.

CHANGELOG.md

@@ -16,17 +16,22 @@
   [PR #371](https://github.com/appliedAI-Initiative/pyDVL/pull/371)
 - Major changes to IF interface and functionality
   [PR #278](https://github.com/appliedAI-Initiative/pyDVL/pull/278)
-- **New Method**: Implements solving the hessian equation via spectral low-rank approximation
+- **New Method**: Implements solving the hessian equation via spectral low-rank
+  approximation
   [PR #365](https://github.com/appliedAI-Initiative/pyDVL/pull/365)
 - **Breaking Changes**:
-  - Add new joblib backend and set it as default
-    instead of the ray backend. Simplify the MapReduceJob class.
-    [PR #355](https://github.com/appliedAI-Initiative/pyDVL/pull/355)
-  - Bump torch dependency for influence package to 2.0 [PR #365](https://github.com/appliedAI-Initiative/pyDVL/pull/365)
+    - Add new joblib backend and set it as default
+      instead of the ray backend. Simplify the MapReduceJob class.
+      [PR #355](https://github.com/appliedAI-Initiative/pyDVL/pull/355)
+    - Bump torch dependency for influence package to
+      2.0 [PR #365](https://github.com/appliedAI-Initiative/pyDVL/pull/365)
 - **Bug fix** Fix installation of dev requirements for Python3.10
   [PR #382](https://github.com/appliedAI-Initiative/pyDVL/pull/382)
-- Decouple ray.init from ParallelConfig 
+- Decouple ray.init from ParallelConfig
   [PR #373](https://github.com/appliedAI-Initiative/pyDVL/pull/383)
+- Add explicit seeding for `MapReduceJob` and `concurrent.futures.Executor`
+  by introducing functional wrapper and proxy object for `Executor`.
+  [PR #396](https://github.com/appliedAI-Initiative/pyDVL/pull/396)
 
 ## 0.6.1 - 🏗 Bug fixes and small improvement
 
@@ -37,7 +42,7 @@
   (TMCS) starting too many processes and dying, plus other small changes
   [PR #329](https://github.com/appliedAI-Initiative/pyDVL/pull/329)
 - Fix creation of GroupedDataset objects using the `from_arrays`
-  and `from_sklearn` class methods 
+  and `from_sklearn` class methods
   [PR #324](https://github.com/appliedAI-Initiative/pyDVL/pull/334)
 - Fix release job not triggering on CI when a new tag is pushed
   [PR #331](https://github.com/appliedAI-Initiative/pyDVL/pull/331)
@@ -94,13 +99,13 @@
   [PR #268](https://github.com/appliedAI-Initiative/pyDVL/pull/268)
 - Splitting of problem preparation and solution in Least-Core computation.
   Umbrella function for LC methods.
-  [PR #257](https://github.com/appliedAI-Initiative/pyDVL/pull/257) 
+  [PR #257](https://github.com/appliedAI-Initiative/pyDVL/pull/257)
 - Operations on `ValuationResult` and `Status` and some cleanup
   [PR #248](https://github.com/appliedAI-Initiative/pyDVL/pull/248)
 - **Bug fix and minor improvements**: Fixes bug in TMCS with remote Ray cluster,
   raises an error for dummy sequential parallel backend with TMCS, clones model
-  inside `Utility` before fitting by default, with flag `clone_before_fit` 
-  to disable it, catches all warnings in `Utility` when `show_warnings` is 
+  inside `Utility` before fitting by default, with flag `clone_before_fit`
+  to disable it, catches all warnings in `Utility` when `show_warnings` is
   `False`. Adds Miner and Gloves toy games utilities
   [PR #247](https://github.com/appliedAI-Initiative/pyDVL/pull/247)
 
@@ -110,7 +115,7 @@
   [PR #201](https://github.com/appliedAI-Initiative/pyDVL/pull/201)
 - Disabled caching of Utility values as well as repeated evaluations by default
   [PR #211](https://github.com/appliedAI-Initiative/pyDVL/pull/211)
-- Test and officially support Python version 3.9 and 3.10 
+- Test and officially support Python version 3.9 and 3.10
   [PR #208](https://github.com/appliedAI-Initiative/pyDVL/pull/208)
 - **Breaking change:** Introduces a class ValuationResult to gather and inspect
   results from all valuation algorithms
@@ -158,14 +163,14 @@
 - **Breaking change:** Rearranging of modules to accommodate for new methods
   [PR #194](https://github.com/appliedAI-Initiative/pyDVL/pull/194)
 
-
 ## 0.2.0 - 📚 Better docs
 
 Mostly API documentation and notebooks, plus some bugfixes.
 
 ### Added
 
 In [PR #161](https://github.com/appliedAI-Initiative/pyDVL/pull/161):
+
 - Support for $$ math in sphinx docs.
 - Usage of sphinx extension for external links (introducing new directives like
   `:gh:`, `:issue:` and `:tfl:` to construct standardised links to external
@@ -178,6 +183,7 @@ In [PR #161](https://github.com/appliedAI-Initiative/pyDVL/pull/161):
 ### Changed
 
 In [PR #161](https://github.com/appliedAI-Initiative/pyDVL/pull/161):
+
 - Improved main docs and Shapley notebooks. Added or fixed many docstrings,
   readme and documentation for contributors. Typos, grammar and style in code,
   documentation and notebooks.
@@ -190,7 +196,6 @@ In [PR #161](https://github.com/appliedAI-Initiative/pyDVL/pull/161):
 - Bugs in MapReduceJob's `_chunkify` and `_backpressure` methods
   [PR #176](https://github.com/appliedAI-Initiative/pyDVL/pull/176).
 
-
 ## 0.1.0 - 🎉 first release
 
 This is very first release of pyDVL.
@@ -199,12 +204,12 @@ It contains:
 
 - Data Valuation Methods:
 
-  - Leave-One-Out
-  - Influence Functions
-  - Shapley:
-    - Exact Permutation and Combinatorial
-    - Montecarlo Permutation and Combinatorial
-    - Truncated Montecarlo Permutation
+    - Leave-One-Out
+    - Influence Functions
+    - Shapley:
+        - Exact Permutation and Combinatorial
+        - Montecarlo Permutation and Combinatorial
+        - Truncated Montecarlo Permutation
 - Caching of results with Memcached
 - Parallelization of computations with Ray
 - Documentation