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feat(CDCL-Tableaux): Do not make irrelevant decisions #1041

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merged 2 commits into from
Apr 9, 2024

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The CDCL-Tableaux solver uses the structure of the original formula both to limit the literals that are propagated to the theory module and to focus the (sub)-terms of the formula to use for instantiation.

Effectively, it only uses literals that are either asserted directly (possibly as part of a conjunction), or that are the first literal that was decided in a disjunction. For instance, if the formula [P / Q] is asserted, and we decide that [P] holds, [P] will be propagated to the theory module and used for instantiation -- but if we ever decide or prove that [Q] holds (or does not hold), that information will be ignored by the theory and instantiation modules.

In these conditions, deciding on [Q] is unlikely to help us make any progress, and so this patch prevents the CDCL-Tableaux solver from taking decisions on such irrelevant variables.

Benchmarks: This PR is +121-44 (net: +77) and a slight performance boost (around 1.5%) on AE-Format.

@bclement-ocp
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Updated for compatibility with #1027

propagated to the theory).

Note that we can only do this if [get_cdcl_tableaux_inst ()] is [true],
because otherwise instanciation requires a complete boolean model. *)
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Suggested change
because otherwise instanciation requires a complete boolean model. *)
because otherwise instantiation requires a complete boolean model. *)


We maintain the following invariants:

- Any *unknown* variable is either in the [order] heap, or in the
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Nit: I think by unknown you mean unassigned.

Comment on lines 1789 to 1790
Note that we can only do this if [get_cdcl_tableaux_inst ()] is [true],
because otherwise instanciation requires a complete boolean model. *)
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Why do we need a complete boolean model in this case?

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Turns out this is a more complex question than I expected :) I used this condition because (a) that it is the condition used for early stopping when the lazy_cnf is empty (so it made sense to keep this condition) and (b) not having this condition was crashing here in a state that was clearly caused by the frontend expecting some atoms to be decided when they were not, hence my description of "we need a complete boolean model".

Turns out the truth is a bit more complicated, and I will try to explain what happens here.

Here are some facts:

  • The get_cdcl_tableaux_inst () is enabled by default in the CDCL-Tableaux solver
  • This flag instructs the instantiation mechanism to use only "relevant" (for some definition of "relevant") atoms when looking for terms during instantiation
  • The definition of "relevant" that is used above can be found here and ultimately asks SatML for its instantiation_context. If get_cdcl_tableaux_th () is enabled then we ask the theory; if it is not enabled then we look into the env.relevants field, which corresponds to the definition used in this PR.
  • If the get_cdcl_tableaux_inst () flag is disabled, the conj field from the SatML frontend is used instead (see atoms_from_sat_branches) to find the atoms to use for future instantiation rounds.
  • The relevants field (and the lazy_cnf field) in SatML are updated when backtracking
  • The conj field, being maintained by the frontend and not by SatML itself, is not updated when backtracking

Given those facts, we can see that if get_cdcl_tableaux_inst () is false, the SatML frontend expects that all assertions from previous instantiations, even previous instantiations that are no longer relevant, are enforced by the solver (otherwise we fail here). Using get_cdcl_tableaux_inst () as a condition here is also coherent with the fact that it is the condition used for early stopping when the lazy_cnf is empty.

For a concrete example: if we assert (P 3 ∧ Q 3) ∨ R 3 and we have ∀y, P y → y < 0 and ∀y, Q y → y > 0. The following happens independent of the value of get_cdcl_tableaux_inst ():

  • The SAT explores the P 3 ∧ Q 3 branch first, and asserts P 3 and Q 3, which are relevant.
  • The quantifiers are triggered, and we instantiate P 3 → 3 < 0 and Q 3 → 3 > 0.
  • 3 < 0 is a contradiction, so we backtrack and learn ¬(P 3).
  • We go into the R 3 branch. Neither P 3 nor Q 3 are relevant anymore.

Now we go to instantiation again, and here the behavior differs.

  • If get_cdcl_tableaux_inst () is true, we look only into relevant atoms for instantiation. This means we only look into R 3, which has no triggers, and we are done1.
  • If get_cdcl_tableaux_inst () is false, on the other hand, we look into the conj field of the SatML frontend. Since it is not backtracked, we find all the previous instantiations there, in particular P 3 → 3 < 0 and Q 3 → 3 > 0. But if we only decide relevant atoms, we don't have a truth value for Q 3 (since it is not relevant)!

Footnotes

  1. Technically I think we move to greedy quantifier instantiation, but nothing happens there either.

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Note: I think that "instantiation requires a complete boolean model" is a reasonable summary of this explanation for a code comment, given the amount of far-in-the-code implementation details it depends on.

This also asks the question of whether we want to keep the different SatML switches (looking at --no-cdcl-tableaux-in-theories, --no-cdcl-tableaux-in-instantiation in particular here, but also also thinking about --no-minimal-bj); they have been enabled by default for years, have non-trivial costs in terms of code complexity (as evidenced by the above comment), and I don't think anyone actually uses them (Why3 certainly does not, and we ourselves only enable them in the CI tests).

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Sure, we should test them and if there aren't useful, we may deprecated them in the next release.

The CDCL-Tableaux solver uses the structure of the original formula both
to limit the literals that are propagated to the theory module and to
focus the (sub)-terms of the formula to use for instantiation.

Effectively, it only uses literals that are either asserted directly
(possibly as part of a conjunction), or that are the *first* literal
that was decided in a disjunction. For instance, if the formula [P \/ Q]
is asserted, and we decide that [P] holds, [P] will be propagated to the
theory module and used for instantiation -- but if we ever decide or
prove that [Q] holds (or does not hold), that information will be
ignored by the theory and instantiation modules.

In these conditions, deciding on [Q] is unlikely to help us make any
progress, and so this patch prevents the CDCL-Tableaux solver from
taking decisions on such irrelevant variables.
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Can I merge?

@bclement-ocp bclement-ocp merged commit 59d9b7e into OCamlPro:next Apr 9, 2024
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@bclement-ocp bclement-ocp deleted the relevant_decisions branch April 9, 2024 09:38
@bclement-ocp
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Missed the review notification — done

Halbaroth pushed a commit to Halbaroth/alt-ergo that referenced this pull request Apr 13, 2024
The CDCL-Tableaux solver uses the structure of the original formula both
to limit the literals that are propagated to the theory module and to
focus the (sub)-terms of the formula to use for instantiation.

Effectively, it only uses literals that are either asserted directly
(possibly as part of a conjunction), or that are the *first* literal
that was decided in a disjunction. For instance, if the formula [P \/ Q]
is asserted, and we decide that [P] holds, [P] will be propagated to the
theory module and used for instantiation -- but if we ever decide or
prove that [Q] holds (or does not hold), that information will be
ignored by the theory and instantiation modules.

In these conditions, deciding on [Q] is unlikely to help us make any
progress, and so this patch prevents the CDCL-Tableaux solver from
taking decisions on such irrelevant variables.
@bclement-ocp bclement-ocp mentioned this pull request May 3, 2024
bclement-ocp added a commit to bclement-ocp/alt-ergo that referenced this pull request May 13, 2024
Restore semantic splitting functionality introduced in OCamlPro#1027 and broken
by OCamlPro#1041.
bclement-ocp added a commit that referenced this pull request May 13, 2024
Restore semantic splitting functionality introduced in #1027 and broken
by #1041.
@bclement-ocp bclement-ocp added this to the 2.6.0 milestone Jul 11, 2024
bclement-ocp added a commit to bclement-ocp/opam-repository that referenced this pull request Sep 24, 2024
CHANGES:

### Command-line interface

 - Enable FPA theory by default (OCamlPro/alt-ergo#1177)
 - Remove deprecated output channels (OCamlPro/alt-ergo#782)
 - Deprecate the --use-underscore since it produces models that are not SMT-LIB
   compliant (OCamlPro/alt-ergo#805)
 - Add --dump-models-on to dump models on a specific output channel (OCamlPro/alt-ergo#838)
 - Use consistent return codes (OCamlPro/alt-ergo#842)
 - Add --continue-on-error flag to set the SMT-LIB error behavior (OCamlPro/alt-ergo#853)
 - Make dolmen the default value for the --frontend option (OCamlPro/alt-ergo#857)
 - Restore functionality to broken `--profiling` option (OCamlPro/alt-ergo#947)
 - Add bare-bones support for interactive input in SMT-LIB format (OCamlPro/alt-ergo#949)
 - Less confusing behavior on timeout (OCamlPro/alt-ergo#982, OCamlPro/alt-ergo#984)
 - Add `--strict` option for SMT-LIB compliant mode (OCamlPro/alt-ergo#916, OCamlPro/alt-ergo#1133)
 - Deprecate `sum`, `typing` and `warnings` debug flags (OCamlPro/alt-ergo#1204)

### SMT-LIB support

 - Add support for the many new SMT-LIB commands (OCamlPro/alt-ergo#837, OCamlPro/alt-ergo#848, OCamlPro/alt-ergo#852, OCamlPro/alt-ergo#863, OCamlPro/alt-ergo#911,
   OCamlPro/alt-ergo#942, OCamlPro/alt-ergo#945, OCamlPro/alt-ergo#961, OCamlPro/alt-ergo#975, OCamlPro/alt-ergo#1069)
 - Expose the FPA rounding builtin in the SMT-LIB format (OCamlPro/alt-ergo#876, OCamlPro/alt-ergo#1135)
 - Allow changing the SAT solver using (set-option) (OCamlPro/alt-ergo#880)
 - Add support for the `:named` attribute (OCamlPro/alt-ergo#957)
 - Add support for quoted identifiers (OCamlPro/alt-ergo#909, OCamlPro/alt-ergo#972)
 - Add support for naming lemmas in SMT-LIB syntax (OCamlPro/alt-ergo#1141, OCamlPro/alt-ergo#1143)

### Model generation

 - Use post-solve SAT environment in model generation, fixing issues where
   incorrect models were generated (OCamlPro/alt-ergo#789)
 - Restore support for records in models (OCamlPro/alt-ergo#793)
 - Use abstract values instead of dummy values in models where the
   actual value does not matter (OCamlPro/alt-ergo#804, OCamlPro/alt-ergo#835)
 - Use fresh names for all abstract values to prevent accidental captures (OCamlPro/alt-ergo#811)
 - Add support for model generation with the default CDCL solver (OCamlPro/alt-ergo#829)
 - Support model generation for the BV theory (OCamlPro/alt-ergo#841, OCamlPro/alt-ergo#968)
 - Add support for optimization (MaxSMT / OptiSMT) with
   lexicographic Int and Real objectives (OCamlPro/alt-ergo#861, OCamlPro/alt-ergo#921)
 - Add a SMT-LIB printer for expressions (OCamlPro/alt-ergo#952, OCamlPro/alt-ergo#981, OCamlPro/alt-ergo#1082, OCamlPro/alt-ergo#931, OCamlPro/alt-ergo#932)
 - Ensure models have a value for all constants in the problem (OCamlPro/alt-ergo#1019)
 - Fix a rare soundness issue with integer constraints when model generation is
   enabled (OCamlPro/alt-ergo#1025)
 - Support model generation for the ADT theory (OCamlPro/alt-ergo#1093, OCamlPro/alt-ergo#1153)

### Theory reasoning

 - Add word-level propagators for the BV theory (OCamlPro/alt-ergo#944, OCamlPro/alt-ergo#1004, OCamlPro/alt-ergo#1007, OCamlPro/alt-ergo#1010,
   OCamlPro/alt-ergo#1011, OCamlPro/alt-ergo#1012, OCamlPro/alt-ergo#1040, OCamlPro/alt-ergo#1044, OCamlPro/alt-ergo#1054, OCamlPro/alt-ergo#1055, OCamlPro/alt-ergo#1056, OCamlPro/alt-ergo#1057, OCamlPro/alt-ergo#1065, OCamlPro/alt-ergo#1073, OCamlPro/alt-ergo#1144,
   OCamlPro/alt-ergo#1152)
 - Add interval domains and arithmetic propagators for the BV theory (OCamlPro/alt-ergo#1058,
   OCamlPro/alt-ergo#1083, OCamlPro/alt-ergo#1084, OCamlPro/alt-ergo#1085)
 - Native support for bv2nat of bit-vector normal forms (OCamlPro/alt-ergo#1154)
 - Fix incompleteness issues in the BV solver (OCamlPro/alt-ergo#978, OCamlPro/alt-ergo#979)
 - Abstract more arguments of AC symbols to avoid infinite loops when
   they contain other AC symbols (OCamlPro/alt-ergo#990)
 - Do not make irrelevant decisions in CDCL solver, improving
   performance slightly (OCamlPro/alt-ergo#1041)
 - Rewrite the ADT theory to use domains and integrate the enum theory into the
   ADT theory (OCamlPro/alt-ergo#1078, OCamlPro/alt-ergo#1086, OCamlPro/alt-ergo#1087, OCamlPro/alt-ergo#1091, OCamlPro/alt-ergo#1094, OCamlPro/alt-ergo#1138)
 - Rewrite the Intervals module entirely (OCamlPro/alt-ergo#1108)
 - Add maximize/minimize terms for matching (OCamlPro/alt-ergo#1166)
 - Internalize `sign_extend` and `repeat` (OCamlPro/alt-ergo#1192)
 - Run cross-propagators to completion (OCamlPro/alt-ergo#1221)
 - Support binary distinct on arbitrary bit-widths (OCamlPro/alt-ergo#1222)
 - Only perform optimization when building a model (OCamlPro/alt-ergo#1224)
 - Make sure domains do not overflow the default domain (OCamlPro/alt-ergo#1225)
 - Do not build unnormalized values in `zero_extend` (OCamlPro/alt-ergo#1226)

### Internal/library changes

 - Rewrite the Vec module (OCamlPro/alt-ergo#607)
 - Move printer definitions closer to type definitions (OCamlPro/alt-ergo#808)
 - Mark proxy names as reserved (OCamlPro/alt-ergo#836)
 - Use a Zarith-based representation for numbers and bit-vectors (OCamlPro/alt-ergo#850, OCamlPro/alt-ergo#943)
 - Add native support for (bvnot) in the BV solver (OCamlPro/alt-ergo#856)
 - Add constant propagators for partially interpreted functions (OCamlPro/alt-ergo#869)
 - Remove `Util.failwith` in favor of `Fmt.failwith` (OCamlPro/alt-ergo#872)
 - Add more `Expr` smart constructors (OCamlPro/alt-ergo#877, OCamlPro/alt-ergo#878)
 - Do not use existential variables for integer division (OCamlPro/alt-ergo#881)
 - Preserve `Subst` literals to prevent accidental incompleteness (OCamlPro/alt-ergo#886)
 - Properly start timers (OCamlPro/alt-ergo#924)
 - Compute a concrete representation of a model instead of performing (OCamlPro/alt-ergo#925)
 - Allow direct access to the SAT API in the Alt-Ergo library computations
   during printing (OCamlPro/alt-ergo#927)
 - Better handling for step limit (OCamlPro/alt-ergo#936)
 - Add a generic option manager to deal with the dolmen state (OCamlPro/alt-ergo#951)
 - Expose an imperative SAT API in the Alt-Ergo library (OCamlPro/alt-ergo#962)
 - Keep track of the SMT-LIB mode (OCamlPro/alt-ergo#971)
 - Add ability to decide on semantic literals (OCamlPro/alt-ergo#1027, OCamlPro/alt-ergo#1118)
 - Preserve trigger order when parsing quantifiers with multiple trigger
   (OCamlPro/alt-ergo#1046).
 - Store domains inside the union-find module (OCamlPro/alt-ergo#1119)
 - Remove some polymorphic hashtables (OCamlPro/alt-ergo#1219)

### Build and integration

 - Drop support for OCaml <4.08.1 (OCamlPro/alt-ergo#803)
 - Use dune-site for the inequalities plugins. External pluginsm ust now be
   registered through the dune-site plugin mechanism in the
   `(alt-ergo plugins)` site to be picked up by Alt-Ergo (OCamlPro/alt-ergo#1049).
 - Add a release workflow (OCamlPro/alt-ergo#827)
 - Add a Windows workflow (OCamlPro/alt-ergo#1203)
 - Mark the dune.inc file as linguist-generated to avoid huge diffs (OCamlPro/alt-ergo#830)
 - Use GitHub Actions badges in the README (OCamlPro/alt-ergo#882)
 - Use `dune build @check` to build the project (OCamlPro/alt-ergo#887)
 - Enable warnings as errors on the CI (OCamlPro/alt-ergo#888)
 - Uniformization of internal identifiers generation (OCamlPro/alt-ergo#905, OCamlPro/alt-ergo#918)
 - Use an efficient `String.starts_with` implementation (OCamlPro/alt-ergo#912)
 - Fix the Makefile (OCamlPro/alt-ergo#914)
 - Add `Logs` dependency (OCamlPro/alt-ergo#1206)
 - Use `dynamic_include` to include the generated file `dune.inc` (OCamlPro/alt-ergo#1199)
 - Support Windows (OCamlPro/alt-ergo#1184,OCamlPro/alt-ergo#1189,OCamlPro/alt-ergo#1195,OCamlPro/alt-ergo#1199,OCamlPro/alt-ergo#1200)
 - Wrap the library `Alt_ergo_prelude` (OCamlPro/alt-ergo#1223)

### Testing

 - Use --enable-assertions in tests (OCamlPro/alt-ergo#809)
 - Add a test for push/pop (OCamlPro/alt-ergo#843)
 - Use the CDCL solver when testing model generation (OCamlPro/alt-ergo#938)
 - Do not test .smt2 files with the legacy frontend (OCamlPro/alt-ergo#939)
 - Restore automatic creation of .expected files (OCamlPro/alt-ergo#941)

### Documentation

 - Add a new example for model generation (OCamlPro/alt-ergo#826)
 - Add a Pygments lexer for the Alt-Ergo native language (OCamlPro/alt-ergo#862)
 - Update the current authors (OCamlPro/alt-ergo#865)
 - Documentation of the `Enum` theory (OCamlPro/alt-ergo#871)
 - Document `Th_util.lit_origin` (OCamlPro/alt-ergo#915)
 - Document the CDCL-Tableaux solver (OCamlPro/alt-ergo#995)
 - Document Windows support (OCamlPro/alt-ergo#1216)
 - Remove instructions to install Alt-Ergo on Debian (OCamlPro/alt-ergo#1217)
 - Document optimization feature (OCamlPro/alt-ergo#1231)
tjammer pushed a commit to tjammer/opam-repository that referenced this pull request Sep 24, 2024
CHANGES:

### Command-line interface

 - Enable FPA theory by default (OCamlPro/alt-ergo#1177)
 - Remove deprecated output channels (OCamlPro/alt-ergo#782)
 - Deprecate the --use-underscore since it produces models that are not SMT-LIB
   compliant (OCamlPro/alt-ergo#805)
 - Add --dump-models-on to dump models on a specific output channel (OCamlPro/alt-ergo#838)
 - Use consistent return codes (OCamlPro/alt-ergo#842)
 - Add --continue-on-error flag to set the SMT-LIB error behavior (OCamlPro/alt-ergo#853)
 - Make dolmen the default value for the --frontend option (OCamlPro/alt-ergo#857)
 - Restore functionality to broken `--profiling` option (OCamlPro/alt-ergo#947)
 - Add bare-bones support for interactive input in SMT-LIB format (OCamlPro/alt-ergo#949)
 - Less confusing behavior on timeout (OCamlPro/alt-ergo#982, OCamlPro/alt-ergo#984)
 - Add `--strict` option for SMT-LIB compliant mode (OCamlPro/alt-ergo#916, OCamlPro/alt-ergo#1133)
 - Deprecate `sum`, `typing` and `warnings` debug flags (OCamlPro/alt-ergo#1204)

### SMT-LIB support

 - Add support for the many new SMT-LIB commands (OCamlPro/alt-ergo#837, OCamlPro/alt-ergo#848, OCamlPro/alt-ergo#852, OCamlPro/alt-ergo#863, OCamlPro/alt-ergo#911,
   OCamlPro/alt-ergo#942, OCamlPro/alt-ergo#945, OCamlPro/alt-ergo#961, OCamlPro/alt-ergo#975, OCamlPro/alt-ergo#1069)
 - Expose the FPA rounding builtin in the SMT-LIB format (OCamlPro/alt-ergo#876, OCamlPro/alt-ergo#1135)
 - Allow changing the SAT solver using (set-option) (OCamlPro/alt-ergo#880)
 - Add support for the `:named` attribute (OCamlPro/alt-ergo#957)
 - Add support for quoted identifiers (OCamlPro/alt-ergo#909, OCamlPro/alt-ergo#972)
 - Add support for naming lemmas in SMT-LIB syntax (OCamlPro/alt-ergo#1141, OCamlPro/alt-ergo#1143)

### Model generation

 - Use post-solve SAT environment in model generation, fixing issues where
   incorrect models were generated (OCamlPro/alt-ergo#789)
 - Restore support for records in models (OCamlPro/alt-ergo#793)
 - Use abstract values instead of dummy values in models where the
   actual value does not matter (OCamlPro/alt-ergo#804, OCamlPro/alt-ergo#835)
 - Use fresh names for all abstract values to prevent accidental captures (OCamlPro/alt-ergo#811)
 - Add support for model generation with the default CDCL solver (OCamlPro/alt-ergo#829)
 - Support model generation for the BV theory (OCamlPro/alt-ergo#841, OCamlPro/alt-ergo#968)
 - Add support for optimization (MaxSMT / OptiSMT) with
   lexicographic Int and Real objectives (OCamlPro/alt-ergo#861, OCamlPro/alt-ergo#921)
 - Add a SMT-LIB printer for expressions (OCamlPro/alt-ergo#952, OCamlPro/alt-ergo#981, OCamlPro/alt-ergo#1082, OCamlPro/alt-ergo#931, OCamlPro/alt-ergo#932)
 - Ensure models have a value for all constants in the problem (OCamlPro/alt-ergo#1019)
 - Fix a rare soundness issue with integer constraints when model generation is
   enabled (OCamlPro/alt-ergo#1025)
 - Support model generation for the ADT theory (OCamlPro/alt-ergo#1093, OCamlPro/alt-ergo#1153)

### Theory reasoning

 - Add word-level propagators for the BV theory (OCamlPro/alt-ergo#944, OCamlPro/alt-ergo#1004, OCamlPro/alt-ergo#1007, OCamlPro/alt-ergo#1010,
   OCamlPro/alt-ergo#1011, OCamlPro/alt-ergo#1012, OCamlPro/alt-ergo#1040, OCamlPro/alt-ergo#1044, OCamlPro/alt-ergo#1054, OCamlPro/alt-ergo#1055, OCamlPro/alt-ergo#1056, OCamlPro/alt-ergo#1057, OCamlPro/alt-ergo#1065, OCamlPro/alt-ergo#1073, OCamlPro/alt-ergo#1144,
   OCamlPro/alt-ergo#1152)
 - Add interval domains and arithmetic propagators for the BV theory (OCamlPro/alt-ergo#1058,
   OCamlPro/alt-ergo#1083, OCamlPro/alt-ergo#1084, OCamlPro/alt-ergo#1085)
 - Native support for bv2nat of bit-vector normal forms (OCamlPro/alt-ergo#1154)
 - Fix incompleteness issues in the BV solver (OCamlPro/alt-ergo#978, OCamlPro/alt-ergo#979)
 - Abstract more arguments of AC symbols to avoid infinite loops when
   they contain other AC symbols (OCamlPro/alt-ergo#990)
 - Do not make irrelevant decisions in CDCL solver, improving
   performance slightly (OCamlPro/alt-ergo#1041)
 - Rewrite the ADT theory to use domains and integrate the enum theory into the
   ADT theory (OCamlPro/alt-ergo#1078, OCamlPro/alt-ergo#1086, OCamlPro/alt-ergo#1087, OCamlPro/alt-ergo#1091, OCamlPro/alt-ergo#1094, OCamlPro/alt-ergo#1138)
 - Rewrite the Intervals module entirely (OCamlPro/alt-ergo#1108)
 - Add maximize/minimize terms for matching (OCamlPro/alt-ergo#1166)
 - Internalize `sign_extend` and `repeat` (OCamlPro/alt-ergo#1192)
 - Run cross-propagators to completion (OCamlPro/alt-ergo#1221)
 - Support binary distinct on arbitrary bit-widths (OCamlPro/alt-ergo#1222)
 - Only perform optimization when building a model (OCamlPro/alt-ergo#1224)
 - Make sure domains do not overflow the default domain (OCamlPro/alt-ergo#1225)
 - Do not build unnormalized values in `zero_extend` (OCamlPro/alt-ergo#1226)

### Internal/library changes

 - Rewrite the Vec module (OCamlPro/alt-ergo#607)
 - Move printer definitions closer to type definitions (OCamlPro/alt-ergo#808)
 - Mark proxy names as reserved (OCamlPro/alt-ergo#836)
 - Use a Zarith-based representation for numbers and bit-vectors (OCamlPro/alt-ergo#850, OCamlPro/alt-ergo#943)
 - Add native support for (bvnot) in the BV solver (OCamlPro/alt-ergo#856)
 - Add constant propagators for partially interpreted functions (OCamlPro/alt-ergo#869)
 - Remove `Util.failwith` in favor of `Fmt.failwith` (OCamlPro/alt-ergo#872)
 - Add more `Expr` smart constructors (OCamlPro/alt-ergo#877, OCamlPro/alt-ergo#878)
 - Do not use existential variables for integer division (OCamlPro/alt-ergo#881)
 - Preserve `Subst` literals to prevent accidental incompleteness (OCamlPro/alt-ergo#886)
 - Properly start timers (OCamlPro/alt-ergo#924)
 - Compute a concrete representation of a model instead of performing (OCamlPro/alt-ergo#925)
 - Allow direct access to the SAT API in the Alt-Ergo library computations
   during printing (OCamlPro/alt-ergo#927)
 - Better handling for step limit (OCamlPro/alt-ergo#936)
 - Add a generic option manager to deal with the dolmen state (OCamlPro/alt-ergo#951)
 - Expose an imperative SAT API in the Alt-Ergo library (OCamlPro/alt-ergo#962)
 - Keep track of the SMT-LIB mode (OCamlPro/alt-ergo#971)
 - Add ability to decide on semantic literals (OCamlPro/alt-ergo#1027, OCamlPro/alt-ergo#1118)
 - Preserve trigger order when parsing quantifiers with multiple trigger
   (OCamlPro/alt-ergo#1046).
 - Store domains inside the union-find module (OCamlPro/alt-ergo#1119)
 - Remove some polymorphic hashtables (OCamlPro/alt-ergo#1219)

### Build and integration

 - Drop support for OCaml <4.08.1 (OCamlPro/alt-ergo#803)
 - Use dune-site for the inequalities plugins. External pluginsm ust now be
   registered through the dune-site plugin mechanism in the
   `(alt-ergo plugins)` site to be picked up by Alt-Ergo (OCamlPro/alt-ergo#1049).
 - Add a release workflow (OCamlPro/alt-ergo#827)
 - Add a Windows workflow (OCamlPro/alt-ergo#1203)
 - Mark the dune.inc file as linguist-generated to avoid huge diffs (OCamlPro/alt-ergo#830)
 - Use GitHub Actions badges in the README (OCamlPro/alt-ergo#882)
 - Use `dune build @check` to build the project (OCamlPro/alt-ergo#887)
 - Enable warnings as errors on the CI (OCamlPro/alt-ergo#888)
 - Uniformization of internal identifiers generation (OCamlPro/alt-ergo#905, OCamlPro/alt-ergo#918)
 - Use an efficient `String.starts_with` implementation (OCamlPro/alt-ergo#912)
 - Fix the Makefile (OCamlPro/alt-ergo#914)
 - Add `Logs` dependency (OCamlPro/alt-ergo#1206)
 - Use `dynamic_include` to include the generated file `dune.inc` (OCamlPro/alt-ergo#1199)
 - Support Windows (OCamlPro/alt-ergo#1184,OCamlPro/alt-ergo#1189,OCamlPro/alt-ergo#1195,OCamlPro/alt-ergo#1199,OCamlPro/alt-ergo#1200)
 - Wrap the library `Alt_ergo_prelude` (OCamlPro/alt-ergo#1223)

### Testing

 - Use --enable-assertions in tests (OCamlPro/alt-ergo#809)
 - Add a test for push/pop (OCamlPro/alt-ergo#843)
 - Use the CDCL solver when testing model generation (OCamlPro/alt-ergo#938)
 - Do not test .smt2 files with the legacy frontend (OCamlPro/alt-ergo#939)
 - Restore automatic creation of .expected files (OCamlPro/alt-ergo#941)

### Documentation

 - Add a new example for model generation (OCamlPro/alt-ergo#826)
 - Add a Pygments lexer for the Alt-Ergo native language (OCamlPro/alt-ergo#862)
 - Update the current authors (OCamlPro/alt-ergo#865)
 - Documentation of the `Enum` theory (OCamlPro/alt-ergo#871)
 - Document `Th_util.lit_origin` (OCamlPro/alt-ergo#915)
 - Document the CDCL-Tableaux solver (OCamlPro/alt-ergo#995)
 - Document Windows support (OCamlPro/alt-ergo#1216)
 - Remove instructions to install Alt-Ergo on Debian (OCamlPro/alt-ergo#1217)
 - Document optimization feature (OCamlPro/alt-ergo#1231)
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