ROLLOUT 6 · Pyomo/pyomo
pyomo__pyomo-3017
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28tool calls
28model calls
5,373tokens generated
278,022prompt tokens read
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System instructions 4,822 characters
You are a principal Python software engineer resolving a repository issue in `/workspace`. Your sole objective is to produce a minimal, root-cause source patch that passes every hidden fail-to-pass and pass-to-pass regression test on the first grading run. ## Critical Environment & Grader Rules 1. **Air-Gapped Sandbox & Available CLI Tools**: No network access. Never run `pip`, `uv`, `conda`, or `git fetch`. Note: `rg` (`ripgrep`) is NOT installed in the container — always use `grep -rn --include="*.py"` for fast exact searches so you never waste a tool call on `command not found`. 2. **Protected Grading Paths**: Before running official verification, the grading harness **strips and reverts all changes** to `tests/`, `test/`, `testing/`, `test_*.py`, `*_test.py`, `conftest.py`, `pyproject.toml`, `setup.cfg`, `pytest.ini`, and `tox.ini`. Every part of your fix MUST reside in non-test production source files. 3. **Untracked File Trap (`git add -N .`)**: `submit_patch` stages ALL untracked files inside `/workspace`! Never leave reproduction or scratch files inside `/workspace` — run reproductions inline via `python3 - <<'PY'` or inside `/tmp/repro.py` in a single `run_command`. 4. **Stdout Truncation Rule**: `run_command` truncates stdout after the first 5,000 characters from the TOP. Always run pytest quietly with short tracebacks: `pytest path/to/test_file.py -k pattern -q --tb=short --no-header` If a test file is large, redirect output to `/tmp/pytest.log` and inspect `tail -n 80 /tmp/pytest.log` so failure tracebacks at the bottom are never cut off. 5. **Strict Pacing Discipline**: `get_status` and `submit_patch` are free and do NOT count toward `max_tool_calls`. Target **16-22 counted tool calls total**, and **begin your first `edit_file` change no later than tool call 15**. Reserve at least 4 calls for verification, `git status --short && git diff`, and submission. ## Execution Protocol ### Phase 1 — Pinpoint Code & Tests Immediately (1-2 tool calls) - The user message already contains `Workspace Layout` — do NOT waste a turn running `ls` on top-level directories. - Run a single compound `run_command` with `grep -rn --include="*.py"` to locate: (a) the exact symbols, error strings, or functions from the problem description, (b) **all parallel or sibling implementations** (for example sync + async variants, `Client` + `AsyncClient`, serializer + deserializer, multiple backends/dialects, base + subclass methods, `__init__.py` / `__all__` exports), and (c) the closest existing unit test files under `tests/`. ### Phase 2 — Deep Read & Spec Anchor (2-5 tool calls) - Use `read_file` with generous `start_line` and `end_line` windows (180-300 lines per call so you read whole modules in fewer calls) on the target function/class, callers, type annotations, and neighboring tests. - Before editing, verify every explicit and implicit requirement from the issue: exact parameter names, defaults, boundary/domain edge cases, exception types/messages, `None` vs empty collection vs falsy (`0`, `False`, `""`) semantics, mutability/copying, and return types. ### Phase 3 — Reproduce Bug in One Call (1 tool call) - Run ONE concise command (`python3 - <<'PY' ... PY` or targeted `pytest ... -q --tb=short --no-header`) via `run_command` to observe the exact pre-fix failure. Do NOT spend multiple tool calls writing separate reproduction scripts. ### Phase 4 — Surgical Implementation Across All Parallel Paths (1-4 tool calls) - Begin editing by tool call 15! Use `edit_file` with 4-6 lines of exact surrounding context copied from `read_file`. - Update ALL parallel codepaths (sync/async, multiple classes/dialects, type hints) consistently so partial fixes do not fail sibling tests. - **2-Strike Edit Rule**: If `edit_file` fails twice on the same block due to whitespace or escaping, do not retry `edit_file` a third time — apply an atomic Python transformation via `run_command` and immediately verify `python3 -m py_compile path/to/file.py`. ### Phase 5 — Edge-Case Verification, Diff Hygiene & Clean Exit (2-4 tool calls) - Run a single compound `run_command` testing both your reproduction + boundary edge cases (`None`, empty input, leading/trailing delimiters, subdomain/prefix boundaries, subclass/async parity) AND the relevant existing `pytest` module(s) with `-q --tb=short --no-header`. - Run `git status --short && git diff` via `run_command`. Confirm: - ZERO untracked (`??`) files in `/workspace` (`rm -f` any untracked workspace files immediately), - ZERO modifications to `tests/` or protected config files (`git checkout -- tests/` if touched), - Minimal, clean diff with valid imports and indentation. - Call `submit_patch` once verification passes, then respond with a brief 2-sentence plain-text summary and make NO further tool calls.
Task prompt 8,703 characters
You are evaluating a software engineering task for repository Pyomo/pyomo.
Problem Statement:
Pyomo AD fails with constant Expressions
## Summary
Pyomo AD raises an error when encountering `Expressions` with a constant value.
### Steps to reproduce the issue
```console
import pyomo.environ as pyo
from pyomo.core.expr.calculus.derivatives import Modes, differentiate
m = pyo.ConcreteModel()
m.x = pyo.Var(units=pyo.units.mol, initialize=0)
@m.Expression()
def y(blk):
return 2
@m.Expression()
def product(blk):
return blk.x * blk.y
diff_expr = differentiate(
expr=m.product,
wrt=m.x,
mode=Modes.reverse_symbolic
)
diff_expr.pprint()
```
### Error Message
```console
Exception has occurred: KeyError
"Component with id '1907001786672': 2.0"
File "C:\Users\[REDACTED]\Repos\pyomo\pyomo\common\collections\component_map.py", line 71, in __getitem__
return self._dict[id(obj)][1]
KeyError: 1907001786672
During handling of the above exception, another exception occurred:
File "C:\Users\[REDACTED]\Repos\pyomo\pyomo\common\collections\component_map.py", line 73, in __getitem__
raise KeyError("Component with id '%s': %s" % (id(obj), str(obj)))
File "C:\Users\[REDACTED]\Repos\pyomo\pyomo\core\expr\calculus\diff_with_pyomo.py", line 331, in _diff_GeneralExpression
der_dict[node.expr] += der_dict[node]
File "C:\Users\[REDACTED]\Repos\pyomo\pyomo\core\expr\calculus\diff_with_pyomo.py", line 442, in _reverse_diff_helper
_diff_GeneralExpression(e, val_dict, der_dict)
File "C:\Users\[REDACTED]\Repos\pyomo\pyomo\core\expr\calculus\diff_with_pyomo.py", line 484, in reverse_sd
return _reverse_diff_helper(expr, False)
File "C:\Users\[REDACTED]\Repos\pyomo\pyomo\core\expr\calculus\derivatives.py", line 96, in differentiate
res = reverse_sd(expr=expr)
File "C:\Users\[REDACTED]\Desktop\diff_expr.py", line 16, in <module>
diff_expr = differentiate(
KeyError: "Component with id '1907001786672': 2.0"
```
### Information on your system
Pyomo version: 6.6.2
Python version: 3.10.10 | packaged by Anaconda, Inc. | (main, Mar 21 2023, 18:39:17) [MSC v.1916 64 bit (AMD64)]
Operating system: Windows 10
How Pyomo was installed (PyPI, conda, source): From sources
Solver (if applicable): n/a
## Task Budget (Session terminates when any budget is exhausted)
- Time allowance: 7.5 minutes
- Tool calls allowance: 30 calls
- Max loop iterations: 40 turns
## Execution Environment Rules
- Single command timeout: 90 seconds (commands exceeding this fail without ending the session)
- Command output limit: 5000 characters
- File view limit: 150 lines per read_file call
- File character limit: 10000 characters per read_file call
- Environment is offline (no network/PyPI access). All repository and test dependencies are ALREADY pre-installed. Do NOT attempt to run pip install or download packages.
## Instructions:
0. All source code is under `/workspace`. Do NOT search outside `/workspace` (e.g. `/usr/`, `/wheels/`, system site-packages). If imports fail, the issue is in the source code under `/workspace`, not in missing system packages.
1. Analyze the problem statement and any provided hints carefully to identify all requested script paths, CLI subcommands, or Python modules.
2. Inspect existing codebase conventions and test files before making edits.
3. Verify your implementation using targeted tests or inline assertions before submitting.
4. Call submit_patch only after your implementation is complete and verified.
5. As your final action, you must return a text-only response reporting your completion to terminate the session.
## Workspace Layout
The repository is located at `/workspace`. Here is the directory tree (up to 3 levels):
```
./CHANGELOG.md
./CITATION.cff
./CONTRIBUTING.md
./LICENSE.md
./MANIFEST.in
./README.md
./RELEASE.md
./conftest.py
./doc
./doc/OnlineDocs
./doc/OnlineDocs/Makefile
./doc/OnlineDocs/README.md
./doc/OnlineDocs/_static
./doc/OnlineDocs/advanced_topics
./doc/OnlineDocs/bibliography.rst
./doc/OnlineDocs/citing_pyomo.rst
./doc/OnlineDocs/conf.py
./doc/OnlineDocs/contributed_packages
./doc/OnlineDocs/contribution_guide.rst
./doc/OnlineDocs/developer_reference
./doc/OnlineDocs/docutils.conf
./doc/OnlineDocs/errors.rst
./doc/OnlineDocs/index.rst
./doc/OnlineDocs/installation.rst
./doc/OnlineDocs/library_reference
./doc/OnlineDocs/make.bat
./doc/OnlineDocs/model_debugging
./doc/OnlineDocs/model_transformations
./doc/OnlineDocs/modeling_extensions
./doc/OnlineDocs/pyomo_modeling_components
./doc/OnlineDocs/pyomo_overview
./doc/OnlineDocs/related_packages.rst
./doc/OnlineDocs/solving_pyomo_models.rst
./doc/OnlineDocs/tests
./doc/OnlineDocs/tutorial_examples.rst
./doc/OnlineDocs/working_abstractmodels
./doc/OnlineDocs/working_models.rst
./doc/logos
./doc/logos/coopr
./doc/logos/dae
./doc/logos/doe
./doc/logos/gdp
./doc/logos/pyomo
./doc/logos/pysp
./examples
./pyomo
./pyomo/__init__.py
./pyomo/common
./pyomo/common/README.md
./pyomo/common/__init__.py
./pyomo/common/_command.py
./pyomo/common/_common.py
./pyomo/common/autoslots.py
./pyomo/common/backports.py
./pyomo/common/cmake_builder.py
./pyomo/common/collections
./pyomo/common/config.py
./pyomo/common/dependencies.py
./pyomo/common/deprecation.py
./pyomo/common/download.py
./pyomo/common/env.py
./pyomo/common/envvar.py
./pyomo/common/errors.py
./pyomo/common/extensions.py
./pyomo/common/factory.py
./pyomo/common/fileutils.py
./pyomo/common/formatting.py
./pyomo/common/gc_manager.py
./pyomo/common/getGSL.py
./pyomo/common/gsl.py
./pyomo/common/log.py
./pyomo/common/modeling.py
./pyomo/common/multithread.py
./pyomo/common/numeric_types.py
./pyomo/common/plugin.py
./pyomo/common/plugin_base.py
./pyomo/common/plugins.py
./pyomo/common/pyomo_typing.py
./pyomo/common/shutdown.py
./pyomo/common/sorting.py
./pyomo/common/tee.py
./pyomo/common/tempfiles.py
./pyomo/common/tests
./pyomo/common/timing.py
./pyomo/common/unittest.py
./pyomo/contrib
./pyomo/contrib/README.txt
./pyomo/contrib/__init__.py
./pyomo/contrib/ampl_function_demo
./pyomo/contrib/appsi
./pyomo/contrib/benders
./pyomo/contrib/community_detection
./pyomo/contrib/cp
./pyomo/contrib/doe
./pyomo/contrib/example
./pyomo/contrib/fbbt
./pyomo/contrib/fme
./pyomo/contrib/gdp_bounds
./pyomo/contrib/gdpopt
./pyomo/contrib/gjh
./pyomo/contrib/iis
./pyomo/contrib/incidence_analysis
./pyomo/contrib/interior_point
./pyomo/contrib/mcpp
./pyomo/contrib/mindtpy
./pyomo/contrib/mpc
./pyomo/contrib/multistart
./pyomo/contrib/parmest
./pyomo/contrib/piecewise
./pyomo/contrib/preprocessing
./pyomo/contrib/pynumero
./pyomo/contrib/pyros
./pyomo/contrib/satsolver
./pyomo/contrib/sensitivity_toolbox
./pyomo/contrib/simplemodel
./pyomo/contrib/trustregion
./pyomo/contrib/viewer
./pyomo/core
./pyomo/core/__init__.py
./pyomo/core/base
./pyomo/core/beta
./pyomo/core/expr
./pyomo/core/kernel
./pyomo/core/plugins
./pyomo/core/pyomoobject.py
./pyomo/core/staleflag.py
./pyomo/core/tests
./pyomo/core/util.py
./pyomo/dae
./pyomo/dae/__init__.py
./pyomo/dae/contset.py
./pyomo/dae/diffvar.py
./pyomo/dae/flatten.py
./pyomo/dae/initialization.py
./pyomo/dae/integral.py
./pyomo/dae/misc.py
./pyomo/dae/plugins
./pyomo/dae/set_utils.py
./pyomo/dae/simulator.py
./pyomo/dae/tests
./pyomo/dae/utilities.py
./pyomo/dataportal
./pyomo/dataportal/DataPortal.py
./pyomo/dataportal/TableData.py
./pyomo/dataportal/__init__.py
./pyomo/dataportal/factory.py
./pyomo/dataportal/parse_datacmds.py
./pyomo/dataportal/plugins
./pyomo/dataportal/process_data.py
./pyomo/dataportal/tester
./pyomo/dataportal/tests
./pyomo/duality
./pyomo/duality/__init__.py
./pyomo/duality/collect.py
./pyomo/duality/lagrangian_dual.py
./pyomo/duality/plugins.py
./pyomo/duality/tests
./pyomo/environ
./pyomo/environ/__init__.py
./pyomo/environ/tests
./pyomo/gdp
./pyomo/gdp/__init__.py
./pyomo/gdp/basic_step.py
./pyomo/gdp/disjunct.py
./pyomo/gdp/plugins
./pyomo/gdp/tests
./pyomo/gdp/transformed_disjunct.py
./pyomo/gdp/util.py
./pyomo/kernel
./pyomo/kernel/__init__.py
./pyomo/kernel/util.py
./pyomo/mpec
./pyomo/mpec/__init__.py
./pyomo/mpec/complementarity.py
./pyomo/mpec/plugins
./pyomo/mpec/tests
./pyomo/neos
./pyomo/neos/__init__.py
./pyomo/neos/kestrel.py
./pyomo/neos/plugins
./pyomo/neos/tests
./pyomo/network
./pyomo/network/__init__.py
./pyomo/network/arc.py
./pyomo/network/decomposition.py
./pyomo/network/foqus_graph.py
./pyomo/network/plugins
./pyomo/opt
./pyomo/pysp
./pyomo/repn
./pyomo/scripting
./pyomo/solvers
./pyomo/util
./pyomo/version
./scripts
./scripts/get_pyomo.py
./scripts/get_pyomo_extras.py
./scripts/performance
./setup.cfg
./setup.py
```
Turn 1at 60 s680 tokens out5,133 prompt tokens
The user is reporting a `KeyError` in Pyomo AD (Automatic Differentiation) when an `Expression` has a constant value.
The issue occurs in `pyomo/core/expr/calculus/diff_with_pyomo.py` in the `_diff_GeneralExpression` function.
Let's analyze the provided reproduction script.
```python
import pyomo.environ as pyo
from pyomo.core.expr.calculus.derivatives import Modes, differentiate
m = pyo.ConcreteModel()
m.x = pyo.Var(units=pyo.units.mol, initialize=0)
@m.Expression()
def y(blk):
return 2
@m.Expression()
def product(blk):
return blk.x * blk.y
diff_expr = differentiate(
expr=m.product,
wrt=m.x,
mode=Modes.reverse_symbolic
)
diff_expr.pprint()
```
The error is:
`KeyError: "Component with id '1907001786672': 2.0"`
Coming from `pyomo/common/collections/component_map.py`, which is called by `pyomo/core/expr/calculus/diff_with_pyomo.py`.
Specifically, in `pyomo/core/expr/calculus/diff_with_pyomo.py`, line 331:
`der_dict[node.expr] += der_dict[node]`
It seems `node.expr` is a constant (2.0) and `der_dict` (which is likely a `ComponentMap`) is being used to store derivatives. Constant values might not be valid keys in the `ComponentMap` if it expects Pyomo components.
Wait, `ComponentMap` usually maps objects to values. If the object is a float, it might be failing if it only expects things that can be indexed in a specific way.
Let's look at the `ComponentMap` implementation and how `der_dict` is used in `diff_with_pyomo.py`.
First, I'll reproduce the issue.
TOOL CALL · run_command
{
"command": "python3 - <<'PY'\nimport pyomo.environ as pyo\nfrom pyomo.core.expr.calculus.derivatives import Modes, differentiate\n\nm = pyo.ConcreteModel()\n\nm.x = pyo.Var(units=pyo.units.mol, initialize=0)\n\n@m.Expression()\ndef y(blk):\n return 2\n\n@m.Expression()\ndef product(blk):\n return blk.x * blk.y\n\ntry:\n diff_expr = differentiate(\n expr=m.product,\n wrt=m.x,\n mode=Modes.reverse_symbolic\n )\n diff_expr.pprint()\nexcept Exception as e:\n import traceback\n traceback.print_exc()\nPY\n"
}Result of run_command 1,199 characters
{
"status": "error",
"error_type": "CommandError",
"error_message": "Traceback (most recent call last):\n File \"<stdin>\", line 6, in <module>\n File \"/workspace/pyomo/core/base/units_container.py\", line 1532, in __getattribute__\n return getattr(pint_module, attr)\n File \"/workspace/pyomo/common/dependencies.py\", line 75, in __getattr__\n raise DeferredImportError(self._moduleunavailable_message())\npyomo.common.errors.DeferredImportError: The \"pint\" package failed to import. This package is necessary to use Pyomo units. (import raised ModuleNotFoundError: No module named 'pint')\n",
"details": {
"stdout": "",
"stderr": "Traceback (most recent call last):\n File \"<stdin>\", line 6, in <module>\n File \"/workspace/pyomo/core/base/units_container.py\", line 1532, in __getattribute__\n return getattr(pint_module, attr)\n File \"/workspace/pyomo/common/dependencies.py\", line 75, in __getattr__\n raise DeferredImportError(self._moduleunavailable_message())\npyomo.common.errors.DeferredImportError: The \"pint\" package failed to import. This package is necessary to use Pyomo units. (import raised ModuleNotFoundError: No module named 'pint')\n",
"exit_code": 1
}
}Generated tokens 680 tokens · stopped: STOP
<|channel>thought
The user is reporting a `KeyError` in Pyomo AD (Automatic Differentiation) when an `Expression` has a constant value.
The issue occurs in `pyomo/core/expr/calculus/diff_with_pyomo.py` in the `_diff_GeneralExpression` function.
Let's analyze the provided reproduction script.
```python
import pyomo.environ as pyo
from pyomo.core.expr.calculus.derivatives import Modes, differentiate
m = pyo.ConcreteModel()
m.x = pyo.Var(units=pyo.units.mol, initialize=0)
@m.Expression()
def y(blk):
return 2
@m.Expression()
def product(blk):
return blk.x * blk.y
diff_expr = differentiate(
expr=m.product,
wrt=m.x,
mode=Modes.reverse_symbolic
)
diff_expr.pprint()
```
The error is:
`KeyError: "Component with id '1907001786672': 2.0"`
Coming from `pyomo/common/collections/component_map.py`, which is called by `pyomo/core/expr/calculus/diff_with_pyomo.py`.
Specifically, in `pyomo/core/expr/calculus/diff_with_pyomo.py`, line 331:
`der_dict[node.expr] += der_dict[node]`
It seems `node.expr` is a constant (2.0) and `der_dict` (which is likely a `ComponentMap`) is being used to store derivatives. Constant values might not be valid keys in the `ComponentMap` if it expects Pyomo components.
Wait, `ComponentMap` usually maps objects to values. If the object is a float, it might be failing if it only expects things that can be indexed in a specific way.
Let's look at the `ComponentMap` implementation and how `der_dict` is used in `diff_with_pyomo.py`.
First, I'll reproduce the issue.<channel|><|tool_call>call:run_command{command:<|"|>python3 - <<'PY'
import pyomo.environ as pyo
from pyomo.core.expr.calculus.derivatives import Modes, differentiate
m = pyo.ConcreteModel()
m.x = pyo.Var(units=pyo.units.mol, initialize=0)
@m.Expression()
def y(blk):
return 2
@m.Expression()
def product(blk):
return blk.x * blk.y
try:
diff_expr = differentiate(
expr=m.product,
wrt=m.x,
mode=Modes.reverse_symbolic
)
diff_expr.pprint()
except Exception as e:
import traceback
traceback.print_exc()
PY
<|"|>}<tool_call|><|tool_response>
Turn 2at 68 s220 tokens out6,177 prompt tokens
It seems `pint` is not installed, and the reproduction script uses `units=pyo.units.mol`. I should remove the units to avoid this dependency.
TOOL CALL · run_command
{
"command": "python3 - <<'PY'\nimport pyomo.environ as pyo\nfrom pyomo.core.expr.calculus.derivatives import Modes, differentiate\n\nm = pyo.ConcreteModel()\n\nm.x = pyo.Var(initialize=0)\n\n@m.Expression()\ndef y(blk):\n return 2\n\n@m.Expression()\ndef product(blk):\n return blk.x * blk.y\n\ntry:\n diff_expr = differentiate(\n expr=m.product,\n wrt=m.x,\n mode=Modes.reverse_symbolic\n )\n diff_expr.pprint()\nexcept Exception as e:\n import traceback\n traceback.print_exc()\nPY\n"
}Result of run_command 1,182 characters
{
"status": "ok",
"stdout": "",
"stderr": "Traceback (most recent call last):\n File \"/workspace/pyomo/common/collections/component_map.py\", line 71, in __getitem__\n return self._dict[id(obj)][1]\nKeyError: 132337228096144\n\nDuring handling of the above exception, another exception occurred:\n\nTraceback (most recent call last):\n File \"<stdin>\", line 17, in <module>\n File \"/workspace/pyomo/core/expr/calculus/derivatives.py\", line 96, in differentiate\n res = reverse_sd(expr=expr)\n File \"/workspace/pyomo/core/expr/calculus/diff_with_pyomo.py\", line 484, in reverse_sd\n return _reverse_diff_helper(expr, False)\n File \"/workspace/pyomo/core/expr/calculus/diff_with_pyomo.py\", line 442, in _reverse_diff_helper\n _diff_GeneralExpression(e, val_dict, der_dict)\n File \"/workspace/pyomo/core/expr/calculus/diff_with_pyomo.py\", line 331, in _diff_GeneralExpression\n der_dict[node.expr] += der_dict[node]\n File \"/workspace/pyomo/common/collections/component_map.py\", line 73, in __getitem__\n raise KeyError(\"Component with id '%s': %s\" % (id(obj), str(obj)))\nKeyError: \"Component with id '132337228096144': 2.0\"\n",
"exit_code": 0
}Generated tokens 220 tokens · stopped: STOP
It seems `pint` is not installed, and the reproduction script uses `units=pyo.units.mol`. I should remove the units to avoid this dependency.
<channel|><|tool_call>call:run_command{command:<|"|>python3 - <<'PY'
import pyomo.environ as pyo
from pyomo.core.expr.calculus.derivatives import Modes, differentiate
m = pyo.ConcreteModel()
m.x = pyo.Var(initialize=0)
@m.Expression()
def y(blk):
return 2
@m.Expression()
def product(blk):
return blk.x * blk.y
try:
diff_expr = differentiate(
expr=m.product,
wrt=m.x,
mode=Modes.reverse_symbolic
)
diff_expr.pprint()
except Exception as e:
import traceback
traceback.print_exc()
PY
<|"|>}<tool_call|><|tool_response>
Turn 3at 75 s164 tokens out6,843 prompt tokens
The bug is reproduced. The `KeyError` occurs at: `pyomo/core/expr/calculus/diff_with_pyomo.py`, line 331, in `_diff_GeneralExpression`: `der_dict[node.expr] += der_dict[node]` It seems `node.expr` is `2.0` (a float). And `der_dict` is a `ComponentMap`. Let's examine `pyomo/common/collections/component_map.py` and `pyomo/core/expr/calculus/diff_with_pyomo.py`.
TOOL CALL · read_file
{
"filepath": "pyomo/common/collections/component_map.py"
}Result of read_file 4,863 characters
{
"status": "ok",
"filepath": "pyomo/common/collections/component_map.py",
"content": "# ___________________________________________________________________________\n#\n# Pyomo: Python Optimization Modeling Objects\n# Copyright (c) 2008-2022\n# National Technology and Engineering Solutions of Sandia, LLC\n# Under the terms of Contract DE-NA0003525 with National Technology and\n# Engineering Solutions of Sandia, LLC, the U.S. Government retains certain\n# rights in this software.\n# This software is distributed under the 3-clause BSD License.\n# ___________________________________________________________________________\n\nfrom collections.abc import MutableMapping as collections_MutableMapping\nfrom collections.abc import Mapping as collections_Mapping\nfrom pyomo.common.autoslots import AutoSlots\n\n\ndef _rebuild_ids(encode, val):\n if encode:\n return val\n else:\n # object id() may have changed after unpickling,\n # so we rebuild the dictionary keys\n return {id(obj): (obj, v) for obj, v in val.values()}\n\n\nclass ComponentMap(AutoSlots.Mixin, collections_MutableMapping):\n \"\"\"\n This class is a replacement for dict that allows Pyomo\n modeling components to be used as entry keys. The\n underlying mapping is based on the Python id() of the\n object, which gets around the problem of hashing\n subclasses of NumericValue. This class is meant for\n creating mappings from Pyomo components to values. The\n use of non-Pyomo components as entry keys should be\n avoided.\n\n A reference to the object is kept around as long as it\n has a corresponding entry in the container, so there is\n no need to worry about id() clashes.\n\n We also override __setstate__ so that we can rebuild the\n container based on possibly updated object ids after\n a deepcopy or pickle.\n\n *** An instance of this class should never be\n deepcopied/pickled unless it is done so along with the\n components for which it contains map entries (e.g., as\n part of a block). ***\n \"\"\"\n\n __slots__ = (\"_dict\",)\n __autoslot_mappers__ = {'_dict': _rebuild_ids}\n\n def __init__(self, *args, **kwds):\n # maps id(obj) -> (obj,val)\n self._dict = {}\n # handle the dict-style initialization scenarios\n self.update(*args, **kwds)\n\n def __str__(self):\n \"\"\"String representation of the mapping.\"\"\"\n tmp = {str(c) + \" (id=\" + str(id(c)) + \")\": v for c, v in self.items()}\n return \"ComponentMap(\" + str(tmp) + \")\"\n\n #\n # Implement MutableMapping abstract methods\n #\n\n def __getitem__(self, obj):\n try:\n return self._dict[id(obj)][1]\n except KeyError:\n raise KeyError(\"Component with id '%s': %s\" % (id(obj), str(obj)))\n\n def __setitem__(self, obj, val):\n self._dict[id(obj)] = (obj, val)\n\n def __delitem__(self, obj):\n try:\n del self._dict[id(obj)]\n except KeyError:\n raise KeyError(\"Component with id '%s': %s\" % (id(obj), str(obj)))\n\n def __iter__(self):\n return (obj for obj, val in self._dict.values())\n\n def __len__(self):\n return self._dict.__len__()\n\n #\n # Overload MutableMapping default implementations\n #\n\n # We want to avoid generating Pyomo expressions due to\n # comparison of values, so we convert both objects to a\n # plain dictionary mapping key->(type(val), id(val)) and\n # compare that instead.\n def __eq__(self, other):\n if not isinstance(other, collections_Mapping):\n return False\n return {(type(key), id(key)): val for key, val in self.items()} == {\n (type(key), id(key)): val for key, val in other.items()\n }\n\n def __ne__(self, other):\n return not (self == other)\n\n #\n # The remaining methods have slow default\n # implementations for MutableMapping. In particular,\n # they rely KeyError catching, which is slow for this\n # class because KeyError messages use fully qualified\n # names.\n #\n\n def __contains__(self, obj):\n return id(obj) in self._dict\n\n def clear(self):\n 'D.clear() -> None. Remove all items from D.'\n self._dict.clear()\n\n def get(self, key, default=None):\n 'D.get(k[,d]) -> D[k] if k in D, else d. d defaults to None.'\n if key in self:\n return self[key]\n return default\n\n def setdefault(self, key, default=None):\n 'D.setdefault(k[,d]) -> D.get(k,d), also set D[k]=d if k not in D'\n if key in self:\n return self[key]\n else:\n self[key] = default\n return default",
"start_line": 1,
"end_line": 135,
"total_lines": 135,
"is_truncated": false
}Generated tokens 164 tokens · stopped: STOP
The bug is reproduced. The `KeyError` occurs at:
`pyomo/core/expr/calculus/diff_with_pyomo.py`, line 331, in `_diff_GeneralExpression`:
`der_dict[node.expr] += der_dict[node]`
It seems `node.expr` is `2.0` (a float).
And `der_dict` is a `ComponentMap`.
Let's examine `pyomo/common/collections/component_map.py` and `pyomo/core/expr/calculus/diff_with_pyomo.py`.
<channel|><|tool_call>call:read_file{filepath:<|"|>pyomo/common/collections/component_map.py<|"|>}<tool_call|><|tool_response>
Turn 4at 82 s91 tokens out8,416 prompt tokens
`ComponentMap` uses `id(obj)` as the key. Now let's look at `pyomo/core/expr/calculus/diff_with_pyomo.py`.
TOOL CALL · read_file
{
"end_line\"": 350,
"filepath": "pyomo/core/expr/calculus/diff_with_pyomo.py",
"start_line\"": 310
}Result of read_file 4,490 characters
{
"status": "ok",
"filepath": "pyomo/core/expr/calculus/diff_with_pyomo.py",
"content": "# ___________________________________________________________________________\n#\n# Pyomo: Python Optimization Modeling Objects\n# Copyright (c) 2008-2022\n# National Technology and Engineering Solutions of Sandia, LLC\n# Under the terms of Contract DE-NA0003525 with National Technology and\n# Engineering Solutions of Sandia, LLC, the U.S. Government retains certain\n# rights in this software.\n# This software is distributed under the 3-clause BSD License.\n# ___________________________________________________________________________\n\nfrom pyomo.common.collections import ComponentMap, ComponentSet\nimport pyomo.core.expr as _expr\nfrom pyomo.core.expr.visitor import ExpressionValueVisitor, nonpyomo_leaf_types\nfrom pyomo.core.expr.numvalue import value, is_constant\nfrom pyomo.core.expr import exp, log, sin, cos\nimport math\n\n\n\"\"\"\nThe purpose of this file is to perform symbolic differentiation and \nfirst order automatic differentiation directly with pyomo \nexpressions. This is certainly not as efficient as doing AD in C or \nC++, but it avoids the translation from pyomo expressions to a form \nwhere AD can be performed efficiently. The only functions that are \nmeant to be used by users are reverse_ad and reverse_sd. First, \nvalues are propagated from the leaves to each node in the tree with \nthe LeafToRoot visitors. Then derivative values are propagated from \nthe root to the leaves with the RootToLeaf visitors.\n\"\"\"\n\n\nclass DifferentiationException(Exception):\n pass\n\n\ndef _diff_ProductExpression(node, val_dict, der_dict):\n \"\"\"\n\n Parameters\n ----------\n node: pyomo.core.expr.numeric_expr.ProductExpression\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n assert len(node.args) == 2\n arg1, arg2 = node.args\n der = der_dict[node]\n der_dict[arg1] += der * val_dict[arg2]\n der_dict[arg2] += der * val_dict[arg1]\n\n\ndef _diff_SumExpression(node, val_dict, der_dict):\n \"\"\"\n\n Parameters\n ----------\n node: pyomo.core.expr.numeric_expr.SumExpression\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n der = der_dict[node]\n for arg in node.args:\n der_dict[arg] += der\n\n\ndef _diff_PowExpression(node, val_dict, der_dict):\n \"\"\"\n\n Parameters\n ----------\n node: pyomo.core.expr.numeric_expr.PowExpression\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n assert len(node.args) == 2\n arg1, arg2 = node.args\n der = der_dict[node]\n val1 = val_dict[arg1]\n val2 = val_dict[arg2]\n der_dict[arg1] += der * val2 * val1 ** (val2 - 1)\n if arg2.__class__ not in nonpyomo_leaf_types:\n der_dict[arg2] += der * val1**val2 * log(val1)\n\n\ndef _diff_DivisionExpression(node, val_dict, der_dict):\n \"\"\"\n\n Parameters\n ----------\n node: pyomo.core.expr.numeric_expr.DivisionExpression\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n assert len(node.args) == 2\n num = node.args[0]\n den = node.args[1]\n der = der_dict[node]\n der_dict[num] += der * (1 / val_dict[den])\n der_dict[den] -= der * val_dict[num] / val_dict[den] ** 2\n\n\ndef _diff_NegationExpression(node, val_dict, der_dict):\n \"\"\"\n\n Parameters\n ----------\n node: pyomo.core.expr.numeric_expr.UnaryFunctionExpression\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n assert len(node.args) == 1\n arg = node.args[0]\n der = der_dict[node]\n der_dict[arg] -= der\n\n\ndef _diff_exp(node, val_dict, der_dict):\n \"\"\"\n\n Parameters\n ----------\n node: pyomo.core.expr.numeric_expr.UnaryFunctionExpression\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n assert len(node.args) == 1\n arg = node.args[0]\n der = der_dict[node]\n der_dict[arg] += der * exp(val_dict[arg])\n\n\ndef _diff_log(node, val_dict, der_dict):\n \"\"\"\n\n Parameters\n ----------\n node: pyomo.core.expr.numeric_expr.UnaryFunctionExpression\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n assert len(node.args) == 1\n arg = node.args[0]\n der = der_dict[node]\n der_dict[arg] += der / val_dict[arg]\n\n\ndef _diff_log10(node, val_dict, der_dict):\n \"\"\"\n",
"start_line": 1,
"end_line": 150,
"total_lines": 484,
"is_truncated": true
}Generated tokens 91 tokens · stopped: STOP
`ComponentMap` uses `id(obj)` as the key.
Now let's look at `pyomo/core/expr/calculus/diff_with_pyomo.py`.
<channel|><|tool_call>call:read_file{filepath:<|"|>pyomo/core/expr/calculus/diff_with_pyomo.py<|"|>,start_line":310,end_line":350}<tool_call|><|tool_response>
Turn 5at 88 s70 tokens out10,002 prompt tokens
I need to see `_diff_GeneralExpression` and `_reverse_diff_helper`.
TOOL CALL · read_file
{
"end_line\"": 470,
"filepath": "pyomo/core/expr/calculus/diff_with_pyomo.py",
"start_line\"": 310
}Result of read_file 4,490 characters
{
"status": "ok",
"filepath": "pyomo/core/expr/calculus/diff_with_pyomo.py",
"content": "# ___________________________________________________________________________\n#\n# Pyomo: Python Optimization Modeling Objects\n# Copyright (c) 2008-2022\n# National Technology and Engineering Solutions of Sandia, LLC\n# Under the terms of Contract DE-NA0003525 with National Technology and\n# Engineering Solutions of Sandia, LLC, the U.S. Government retains certain\n# rights in this software.\n# This software is distributed under the 3-clause BSD License.\n# ___________________________________________________________________________\n\nfrom pyomo.common.collections import ComponentMap, ComponentSet\nimport pyomo.core.expr as _expr\nfrom pyomo.core.expr.visitor import ExpressionValueVisitor, nonpyomo_leaf_types\nfrom pyomo.core.expr.numvalue import value, is_constant\nfrom pyomo.core.expr import exp, log, sin, cos\nimport math\n\n\n\"\"\"\nThe purpose of this file is to perform symbolic differentiation and \nfirst order automatic differentiation directly with pyomo \nexpressions. This is certainly not as efficient as doing AD in C or \nC++, but it avoids the translation from pyomo expressions to a form \nwhere AD can be performed efficiently. The only functions that are \nmeant to be used by users are reverse_ad and reverse_sd. First, \nvalues are propagated from the leaves to each node in the tree with \nthe LeafToRoot visitors. Then derivative values are propagated from \nthe root to the leaves with the RootToLeaf visitors.\n\"\"\"\n\n\nclass DifferentiationException(Exception):\n pass\n\n\ndef _diff_ProductExpression(node, val_dict, der_dict):\n \"\"\"\n\n Parameters\n ----------\n node: pyomo.core.expr.numeric_expr.ProductExpression\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n assert len(node.args) == 2\n arg1, arg2 = node.args\n der = der_dict[node]\n der_dict[arg1] += der * val_dict[arg2]\n der_dict[arg2] += der * val_dict[arg1]\n\n\ndef _diff_SumExpression(node, val_dict, der_dict):\n \"\"\"\n\n Parameters\n ----------\n node: pyomo.core.expr.numeric_expr.SumExpression\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n der = der_dict[node]\n for arg in node.args:\n der_dict[arg] += der\n\n\ndef _diff_PowExpression(node, val_dict, der_dict):\n \"\"\"\n\n Parameters\n ----------\n node: pyomo.core.expr.numeric_expr.PowExpression\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n assert len(node.args) == 2\n arg1, arg2 = node.args\n der = der_dict[node]\n val1 = val_dict[arg1]\n val2 = val_dict[arg2]\n der_dict[arg1] += der * val2 * val1 ** (val2 - 1)\n if arg2.__class__ not in nonpyomo_leaf_types:\n der_dict[arg2] += der * val1**val2 * log(val1)\n\n\ndef _diff_DivisionExpression(node, val_dict, der_dict):\n \"\"\"\n\n Parameters\n ----------\n node: pyomo.core.expr.numeric_expr.DivisionExpression\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n assert len(node.args) == 2\n num = node.args[0]\n den = node.args[1]\n der = der_dict[node]\n der_dict[num] += der * (1 / val_dict[den])\n der_dict[den] -= der * val_dict[num] / val_dict[den] ** 2\n\n\ndef _diff_NegationExpression(node, val_dict, der_dict):\n \"\"\"\n\n Parameters\n ----------\n node: pyomo.core.expr.numeric_expr.UnaryFunctionExpression\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n assert len(node.args) == 1\n arg = node.args[0]\n der = der_dict[node]\n der_dict[arg] -= der\n\n\ndef _diff_exp(node, val_dict, der_dict):\n \"\"\"\n\n Parameters\n ----------\n node: pyomo.core.expr.numeric_expr.UnaryFunctionExpression\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n assert len(node.args) == 1\n arg = node.args[0]\n der = der_dict[node]\n der_dict[arg] += der * exp(val_dict[arg])\n\n\ndef _diff_log(node, val_dict, der_dict):\n \"\"\"\n\n Parameters\n ----------\n node: pyomo.core.expr.numeric_expr.UnaryFunctionExpression\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n assert len(node.args) == 1\n arg = node.args[0]\n der = der_dict[node]\n der_dict[arg] += der / val_dict[arg]\n\n\ndef _diff_log10(node, val_dict, der_dict):\n \"\"\"\n",
"start_line": 1,
"end_line": 150,
"total_lines": 484,
"is_truncated": true
}Generated tokens 70 tokens · stopped: STOP
I need to see `_diff_GeneralExpression` and `_reverse_diff_helper`.
<channel|><|tool_call>call:read_file{end_line":470,filepath:<|"|>pyomo/core/expr/calculus/diff_with_pyomo.py<|"|>,start_line":310}<tool_call|><|tool_response>
Turn 6at 108 s338 tokens out11,567 prompt tokens
I keep reading the first 150 lines because I didn't specify `start_line` correctly or it's being ignored. Wait, I see what happened. I requested `start_line=310` and `end_line=470` but the output shows `start_line: 1, end_line: 150` in the return value.
Ah, I see the issue. I asked for `start_line=310` and `end_line=470` in the `read_file` call, but my previous call was:
`read_file(end_line=470, filepath='pyomo/core/expr/calculus/diff_with_pyomo.py', start_line=310)`
Wait, the response I got was:
`{"status": "ok", "filepath": "pyomo/core/expr/calculus/diff_with_pyomo.py", "content": "... (lines 1-150)", "start_line": 1, "end_line": 150, "total_lines": 484, "is_truncated": true}`
Why did it return 1-150 if I asked for 310-470? Let me try again.
TOOL CALL · read_file
{
"end_line\"": 484,
"filepath": "pyomo/core/expr/calculus/diff_with_pyomo.py",
"start_line\"": 310
}Result of read_file 4,490 characters
{
"status": "ok",
"filepath": "pyomo/core/expr/calculus/diff_with_pyomo.py",
"content": "# ___________________________________________________________________________\n#\n# Pyomo: Python Optimization Modeling Objects\n# Copyright (c) 2008-2022\n# National Technology and Engineering Solutions of Sandia, LLC\n# Under the terms of Contract DE-NA0003525 with National Technology and\n# Engineering Solutions of Sandia, LLC, the U.S. Government retains certain\n# rights in this software.\n# This software is distributed under the 3-clause BSD License.\n# ___________________________________________________________________________\n\nfrom pyomo.common.collections import ComponentMap, ComponentSet\nimport pyomo.core.expr as _expr\nfrom pyomo.core.expr.visitor import ExpressionValueVisitor, nonpyomo_leaf_types\nfrom pyomo.core.expr.numvalue import value, is_constant\nfrom pyomo.core.expr import exp, log, sin, cos\nimport math\n\n\n\"\"\"\nThe purpose of this file is to perform symbolic differentiation and \nfirst order automatic differentiation directly with pyomo \nexpressions. This is certainly not as efficient as doing AD in C or \nC++, but it avoids the translation from pyomo expressions to a form \nwhere AD can be performed efficiently. The only functions that are \nmeant to be used by users are reverse_ad and reverse_sd. First, \nvalues are propagated from the leaves to each node in the tree with \nthe LeafToRoot visitors. Then derivative values are propagated from \nthe root to the leaves with the RootToLeaf visitors.\n\"\"\"\n\n\nclass DifferentiationException(Exception):\n pass\n\n\ndef _diff_ProductExpression(node, val_dict, der_dict):\n \"\"\"\n\n Parameters\n ----------\n node: pyomo.core.expr.numeric_expr.ProductExpression\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n assert len(node.args) == 2\n arg1, arg2 = node.args\n der = der_dict[node]\n der_dict[arg1] += der * val_dict[arg2]\n der_dict[arg2] += der * val_dict[arg1]\n\n\ndef _diff_SumExpression(node, val_dict, der_dict):\n \"\"\"\n\n Parameters\n ----------\n node: pyomo.core.expr.numeric_expr.SumExpression\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n der = der_dict[node]\n for arg in node.args:\n der_dict[arg] += der\n\n\ndef _diff_PowExpression(node, val_dict, der_dict):\n \"\"\"\n\n Parameters\n ----------\n node: pyomo.core.expr.numeric_expr.PowExpression\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n assert len(node.args) == 2\n arg1, arg2 = node.args\n der = der_dict[node]\n val1 = val_dict[arg1]\n val2 = val_dict[arg2]\n der_dict[arg1] += der * val2 * val1 ** (val2 - 1)\n if arg2.__class__ not in nonpyomo_leaf_types:\n der_dict[arg2] += der * val1**val2 * log(val1)\n\n\ndef _diff_DivisionExpression(node, val_dict, der_dict):\n \"\"\"\n\n Parameters\n ----------\n node: pyomo.core.expr.numeric_expr.DivisionExpression\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n assert len(node.args) == 2\n num = node.args[0]\n den = node.args[1]\n der = der_dict[node]\n der_dict[num] += der * (1 / val_dict[den])\n der_dict[den] -= der * val_dict[num] / val_dict[den] ** 2\n\n\ndef _diff_NegationExpression(node, val_dict, der_dict):\n \"\"\"\n\n Parameters\n ----------\n node: pyomo.core.expr.numeric_expr.UnaryFunctionExpression\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n assert len(node.args) == 1\n arg = node.args[0]\n der = der_dict[node]\n der_dict[arg] -= der\n\n\ndef _diff_exp(node, val_dict, der_dict):\n \"\"\"\n\n Parameters\n ----------\n node: pyomo.core.expr.numeric_expr.UnaryFunctionExpression\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n assert len(node.args) == 1\n arg = node.args[0]\n der = der_dict[node]\n der_dict[arg] += der * exp(val_dict[arg])\n\n\ndef _diff_log(node, val_dict, der_dict):\n \"\"\"\n\n Parameters\n ----------\n node: pyomo.core.expr.numeric_expr.UnaryFunctionExpression\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n assert len(node.args) == 1\n arg = node.args[0]\n der = der_dict[node]\n der_dict[arg] += der / val_dict[arg]\n\n\ndef _diff_log10(node, val_dict, der_dict):\n \"\"\"\n",
"start_line": 1,
"end_line": 150,
"total_lines": 484,
"is_truncated": true
}Generated tokens 338 tokens · stopped: STOP
I keep reading the first 150 lines because I didn't specify `start_line` correctly or it's being ignored. Wait, I see what happened. I requested `start_line=310` and `end_line=470` but the output shows `start_line: 1, end_line: 150` in the return value.
Ah, I see the issue. I asked for `start_line=310` and `end_line=470` in the `read_file` call, but my previous call was:
`read_file(end_line=470, filepath='pyomo/core/expr/calculus/diff_with_pyomo.py', start_line=310)`
Wait, the response I got was:
`{"status": "ok", "filepath": "pyomo/core/expr/calculus/diff_with_pyomo.py", "content": "... (lines 1-150)", "start_line": 1, "end_line": 150, "total_lines": 484, "is_truncated": true}`
Why did it return 1-150 if I asked for 310-470? Let me try again.
<channel|><|tool_call>call:read_file{end_line":484,filepath:<|"|>pyomo/core/expr/calculus/diff_with_pyomo.py<|"|>,start_line":310}<tool_call|><|tool_response>
Turn 7at 113 s83 tokens out13,400 prompt tokens
I am having a lot of trouble with `read_file` not respecting `start_line`. I'll try to use `run_command` to get the lines.
TOOL CALL · run_command
{
"command": "sed -n '310,484p' pyomo/core/expr/calculus/diff_with_pyomo.py"
}Result of run_command 5,255 characters
{
"status": "ok",
"stdout": " val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n if node.getname() in _unary_map:\n _unary_map[node.getname()](node, val_dict, der_dict)\n else:\n raise DifferentiationException(\n 'Unsupported expression type for differentiation: {0}'.format(type(node))\n )\n\n\ndef _diff_GeneralExpression(node, val_dict, der_dict):\n \"\"\"\n Reverse automatic differentiation for named expressions.\n\n Parameters\n ----------\n node: The named expression\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n der_dict[node.expr] += der_dict[node]\n\n\ndef _diff_ExternalFunctionExpression(node, val_dict, der_dict):\n \"\"\"\n\n Parameters\n ----------\n node: pyomo.core.expr.numeric_expr.ExternalFunctionExpression\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n der = der_dict[node]\n vals = tuple(val_dict[i] for i in node.args)\n derivs = node._fcn.evaluate_fgh(vals, fgh=1)[1]\n for ndx, arg in enumerate(node.args):\n der_dict[arg] += der * derivs[ndx]\n\n\n_diff_map = dict()\n_diff_map[_expr.ProductExpression] = _diff_ProductExpression\n_diff_map[_expr.DivisionExpression] = _diff_DivisionExpression\n_diff_map[_expr.PowExpression] = _diff_PowExpression\n_diff_map[_expr.SumExpression] = _diff_SumExpression\n_diff_map[_expr.MonomialTermExpression] = _diff_ProductExpression\n_diff_map[_expr.NegationExpression] = _diff_NegationExpression\n_diff_map[_expr.UnaryFunctionExpression] = _diff_UnaryFunctionExpression\n_diff_map[_expr.ExternalFunctionExpression] = _diff_ExternalFunctionExpression\n_diff_map[_expr.LinearExpression] = _diff_SumExpression\n_diff_map[_expr.AbsExpression] = _diff_abs\n\n_diff_map[_expr.NPV_ProductExpression] = _diff_ProductExpression\n_diff_map[_expr.NPV_DivisionExpression] = _diff_DivisionExpression\n_diff_map[_expr.NPV_PowExpression] = _diff_PowExpression\n_diff_map[_expr.NPV_SumExpression] = _diff_SumExpression\n_diff_map[_expr.NPV_NegationExpression] = _diff_NegationExpression\n_diff_map[_expr.NPV_UnaryFunctionExpression] = _diff_UnaryFunctionExpression\n_diff_map[_expr.NPV_ExternalFunctionExpression] = _diff_ExternalFunctionExpression\n_diff_map[_expr.NPV_AbsExpression] = _diff_abs\n\n\ndef _symbolic_value(x):\n return x\n\n\ndef _numeric_apply_operation(node, values):\n return node._apply_operation(values)\n\n\ndef _symbolic_apply_operation(node, values):\n return node\n\n\nclass _LeafToRootVisitor(ExpressionValueVisitor):\n def __init__(self, val_dict, der_dict, expr_list, numeric=True):\n \"\"\"\n Parameters\n ----------\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n self.val_dict = val_dict\n self.der_dict = der_dict\n self.expr_list = expr_list\n assert len(self.expr_list) == 0\n assert len(self.val_dict) == 0\n assert len(self.der_dict) == 0\n if numeric:\n self.value_func = value\n self.operation_func = _numeric_apply_operation\n else:\n self.value_func = _symbolic_value\n self.operation_func = _symbolic_apply_operation\n\n def visit(self, node, values):\n self.val_dict[node] = self.operation_func(node, values)\n self.der_dict[node] = 0\n self.expr_list.append(node)\n return self.val_dict[node]\n\n def visiting_potential_leaf(self, node):\n if node in self.val_dict:\n return True, self.val_dict[node]\n\n if node.__class__ in nonpyomo_leaf_types:\n self.val_dict[node] = node\n self.der_dict[node] = 0\n return True, node\n\n if not node.is_expression_type():\n val = self.value_func(node)\n self.val_dict[node] = val\n self.der_dict[node] = 0\n return True, val\n\n return False, None\n\n\ndef _reverse_diff_helper(expr, numeric=True):\n val_dict = ComponentMap()\n der_dict = ComponentMap()\n expr_list = list()\n\n visitorA = _LeafToRootVisitor(val_dict, der_dict, expr_list, numeric=numeric)\n visitorA.dfs_postorder_stack(expr)\n\n der_dict[expr] = 1\n for e in reversed(expr_list):\n if e.__class__ in _diff_map:\n _diff_map[e.__class__](e, val_dict, der_dict)\n elif e.is_named_expression_type():\n _diff_GeneralExpression(e, val_dict, der_dict)\n else:\n raise DifferentiationException(\n 'Unsupported expression type for differentiation: {0}'.format(type(e))\n )\n\n return der_dict\n\n\ndef reverse_ad(expr):\n \"\"\"\n First order reverse automatic differentiation\n\n Parameters\n ----------\n expr: pyomo.core.expr.numeric_expr.NumericExpression\n expression to differentiate\n\n Returns\n -------\n ComponentMap\n component_map mapping variables to derivatives with respect\n to the corresponding variable\n \"\"\"\n return _reverse_diff_helper(expr, True)\n\n\ndef reverse_sd(expr):\n \"\"\"\n First order reverse symbolic differentiation\n\n Parameters\n ----------\n expr: pyom",
"stderr": "",
"exit_code": 0
}Generated tokens 83 tokens · stopped: STOP
I am having a lot of trouble with `read_file` not respecting `start_line`. I'll try to use `run_command` to get the lines.
<channel|><|tool_call>call:run_command{command:<|"|>sed -n '310,484p' pyomo/core/expr/calculus/diff_with_pyomo.py<|"|>}<tool_call|><|tool_response>
Turn 8at 207 s1,514 tokens out15,131 prompt tokens
The relevant function is:
```python
def _diff_GeneralExpression(node, val_dict, der_dict):
"""
Reverse automatic differentiation for named expressions.
Parameters
----------
node: The named expression
val_dict: ComponentMap
der_dict: ComponentMap
"""
der_dict[node.expr] += der_dict[node]
```
In the reproduction case:
`m.y` is an `Expression` returning `2`.
`m.product` is an `Expression` returning `m.x * m.y`.
When `differentiate(m.product, m.x, mode=Modes.reverse_symbolic)` is called:
`reverse_sd` calls `_reverse_diff_helper`.
`_reverse_diff_helper` iterates through expressions.
`m.y` and `m.product` are "named expressions" (GeneralExpressions).
For `m.y`, the `node.expr` is `2` (or `2.0`).
`der_dict[node.expr] += der_dict[node]` is called.
`der_dict` is a `ComponentMap`.
`der_dict[2.0]` triggers `__getitem__` and `__setitem__` in `ComponentMap`.
`ComponentMap.__getitem__` does:
```python
def __getitem__(self, obj):
try:
return self._dict[id(obj)][1]
except KeyError:
raise KeyError("Component with id '%s': %s" % (id(obj), str(obj)))
```
If `2.0` is not in `der_dict`, it raises `KeyError`.
But wait, `der_dict[node.expr] += der_dict[node]` is equivalent to `der_dict.__setitem__(node.expr, der_dict.__getitem__(node.expr) + der_dict.__getitem__(node))`.
Since `2.0` is not in `der_dict` yet, `der_dict[node.expr]` fails with `KeyError`.
Commonly, for derivatives of constants, the derivative should be 0.
If `node.expr` is a constant, we shouldn't be trying to add to its derivative in `der_dict` because constants don't have derivatives (or rather, their derivative is 0 and doesn't need to be tracked in the `ComponentMap` which is intended for Pyomo components).
We should check if `node.expr` is constant before adding to `der_dict`.
Pyomo has `is_constant` function which is already imported in `diff_with_pyomo.py`:
`from pyomo.core.expr.numvalue import value, is_constant`
So we can change `_diff_GeneralExpression` to:
```python
def _diff_GeneralExpression(node, val_dict, der_dict):
"""
Reverse automatic differentiation for named expressions.
Parameters, ...
"""
if not is_constant(node.expr):
der_dict[node.expr] += der_dict[node]
```
Wait, if it is a constant, we just skip it. That seems correct because the derivative of a constant is 0.
Wait, if `node.expr` is not constant, it might still not be in `der_dict`.
Looking at `_reverse_diff_helper`:
```python
der_dict[expr] = 1
for e in reversed(expr_list):
if e.__class__ in _diff_map:
_diff_map[e.__class__](e, val_dict, der_dict)
elif e.is_named_expression_type():
_diff_GeneralExpression(e, val_dict, der_dict)
else:
raise DifferentiationException(...)
```
`expr_list` is built by `_LeafToRootVisitor.visit`:
```python
def visit(self, node, values):
self.val_dict[node] = self.operation_func(node, values)
self.der_dict[node] = 0
self.expr_list.append(node)
return self.val_dict[node]
```
So every `node` visited by `dfs_postorder_stack` is in `der_dict` with initial value 0.
If `node` is a `GeneralExpression`, `node` itself is in `der_dict`.
`node.expr` is the expression it represents.
Is `node.expr` guaranteed to be in `der_dict`?
`_LeafToRootVisitor` visits the entire expression tree.
If `node` is a `GeneralExpression`, its `expr` is also visited?
Let's check `ExpressionValueVisitor` (which `_LeafToRootVisitor` inherits from).
Typically, Pyomo expression visitors will visit the `expr` attribute of a `GeneralExpression`.
However, if `node.expr` is a constant (like `2.0`), `_LeafToRootVisitor.visiting_potential_leaf` handles it:
```python
def visiting_potential_leaf(self, node):
if node in self.val_dict:
return True, self.val_dict[node]
if node.__class__ in nonpyomo_leaf_types:
self.val_dict[node] = node
self.der_dict[node] = 0
return True, node
if not node.is_expression_type():
val = self.value_func(node)
self.val_dict[node] = val
self.der_dict[node] = 0
return True, val
return False, None
```
If `node` is `2.0`, `node.__class__` (float) is in `nonpyomo_leaf_types`.
So `self.val_dict[2.0] = 2.0` and `self.der_dict[2.0] = 0`.
Wait, so `2.0` SHOULD be in `der_dict`. Why did it fail?
Let's look at `nonpyomo_leaf_types`.
I'll read the beginning of `diff_with_pyomo.py` again to see where `nonpyomo_leaf_types` comes from.
`from pyomo.core.expr.visitor import ExpressionValueVisitor, nonpyomo_leaf_types`
Let's check `pyomo/core/expr/visitor.py`.
TOOL CALL · run_command
{
"command": "grep -n \"nonpyomo_leaf_types\" pyomo/core/expr/visitor.py"
}Result of run_command 1,133 characters
{
"status": "ok",
"stdout": "25: nonpyomo_leaf_types,\n323: if type(node) in nonpyomo_leaf_types or not node.is_expression_type():\n395: if type(node) in nonpyomo_leaf_types or not node.is_expression_type():\n450: if type(node) in nonpyomo_leaf_types or not node.is_expression_type():\n531: if type(expr) in nonpyomo_leaf_types or not expr.is_expression_type():\n609: type(child) in nonpyomo_leaf_types\n734: c.__class__ in nonpyomo_leaf_types\n766: node.__class__ in nonpyomo_leaf_types\n785: c.__class__ in nonpyomo_leaf_types\n1181: if node.__class__ in nonpyomo_leaf_types:\n1216: if node.__class__ in nonpyomo_leaf_types:\n1368: if node.__class__ in nonpyomo_leaf_types:\n1420: if node.__class__ in nonpyomo_leaf_types:\n1462: if node.__class__ in nonpyomo_leaf_types:\n1511: if node.__class__ in nonpyomo_leaf_types:\n1561: elif arg.__class__ in nonpyomo_leaf_types:\n1598: if node.__class__ in nonpyomo_leaf_types:\n",
"stderr": "",
"exit_code": 0
}Generated tokens 1,514 tokens · stopped: STOP
The relevant function is:
```python
def _diff_GeneralExpression(node, val_dict, der_dict):
"""
Reverse automatic differentiation for named expressions.
Parameters
----------
node: The named expression
val_dict: ComponentMap
der_dict: ComponentMap
"""
der_dict[node.expr] += der_dict[node]
```
In the reproduction case:
`m.y` is an `Expression` returning `2`.
`m.product` is an `Expression` returning `m.x * m.y`.
When `differentiate(m.product, m.x, mode=Modes.reverse_symbolic)` is called:
`reverse_sd` calls `_reverse_diff_helper`.
`_reverse_diff_helper` iterates through expressions.
`m.y` and `m.product` are "named expressions" (GeneralExpressions).
For `m.y`, the `node.expr` is `2` (or `2.0`).
`der_dict[node.expr] += der_dict[node]` is called.
`der_dict` is a `ComponentMap`.
`der_dict[2.0]` triggers `__getitem__` and `__setitem__` in `ComponentMap`.
`ComponentMap.__getitem__` does:
```python
def __getitem__(self, obj):
try:
return self._dict[id(obj)][1]
except KeyError:
raise KeyError("Component with id '%s': %s" % (id(obj), str(obj)))
```
If `2.0` is not in `der_dict`, it raises `KeyError`.
But wait, `der_dict[node.expr] += der_dict[node]` is equivalent to `der_dict.__setitem__(node.expr, der_dict.__getitem__(node.expr) + der_dict.__getitem__(node))`.
Since `2.0` is not in `der_dict` yet, `der_dict[node.expr]` fails with `KeyError`.
Commonly, for derivatives of constants, the derivative should be 0.
If `node.expr` is a constant, we shouldn't be trying to add to its derivative in `der_dict` because constants don't have derivatives (or rather, their derivative is 0 and doesn't need to be tracked in the `ComponentMap` which is intended for Pyomo components).
We should check if `node.expr` is constant before adding to `der_dict`.
Pyomo has `is_constant` function which is already imported in `diff_with_pyomo.py`:
`from pyomo.core.expr.numvalue import value, is_constant`
So we can change `_diff_GeneralExpression` to:
```python
def _diff_GeneralExpression(node, val_dict, der_dict):
"""
Reverse automatic differentiation for named expressions.
Parameters, ...
"""
if not is_constant(node.expr):
der_dict[node.expr] += der_dict[node]
```
Wait, if it is a constant, we just skip it. That seems correct because the derivative of a constant is 0.
Wait, if `node.expr` is not constant, it might still not be in `der_dict`.
Looking at `_reverse_diff_helper`:
```python
der_dict[expr] = 1
for e in reversed(expr_list):
if e.__class__ in _diff_map:
_diff_map[e.__class__](e, val_dict, der_dict)
elif e.is_named_expression_type():
_diff_GeneralExpression(e, val_dict, der_dict)
else:
raise DifferentiationException(...)
```
`expr_list` is built by `_LeafToRootVisitor.visit`:
```python
def visit(self, node, values):
self.val_dict[node] = self.operation_func(node, values)
self.der_dict[node] = 0
self.expr_list.append(node)
return self.val_dict[node]
```
So every `node` visited by `dfs_postorder_stack` is in `der_dict` with initial value 0.
If `node` is a `GeneralExpression`, `node` itself is in `der_dict`.
`node.expr` is the expression it represents.
Is `node.expr` guaranteed to be in `der_dict`?
`_LeafToRootVisitor` visits the entire expression tree.
If `node` is a `GeneralExpression`, its `expr` is also visited?
Let's check `ExpressionValueVisitor` (which `_LeafToRootVisitor` inherits from).
Typically, Pyomo expression visitors will visit the `expr` attribute of a `GeneralExpression`.
However, if `node.expr` is a constant (like `2.0`), `_LeafToRootVisitor.visiting_potential_leaf` handles it:
```python
def visiting_potential_leaf(self, node):
if node in self.val_dict:
return True, self.val_dict[node]
if node.__class__ in nonpyomo_leaf_types:
self.val_dict[node] = node
self.der_dict[node] = 0
return True, node
if not node.is_expression_type():
val = self.value_func(node)
self.val_dict[node] = val
self.der_dict[node] = 0
return True, val
return False, None
```
If `node` is `2.0`, `node.__class__` (float) is in `nonpyomo_leaf_types`.
So `self.val_dict[2.0] = 2.0` and `self.der_dict[2.0] = 0`.
Wait, so `2.0` SHOULD be in `der_dict`. Why did it fail?
Let's look at `nonpyomo_leaf_types`.
I'll read the beginning of `diff_with_pyomo.py` again to see where `nonpyomo_leaf_types` comes from.
`from pyomo.core.expr.visitor import ExpressionValueVisitor, nonpyomo_leaf_types`
Let's check `pyomo/core/expr/visitor.py`.
<channel|><|tool_call>call:run_command{command:<|"|>grep -n "nonpyomo_leaf_types" pyomo/core/expr/visitor.py<|"|>}<tool_call|><|tool_response>
Turn 9at 261 s57 tokens out7,846 prompt tokens
I want to see the definition of `nonpyomo_leaf_types`.
TOOL CALL · run_command
{
"command": "grep -C 10 \"nonpyomo_leaf_types =\" pyomo/core/expr/visitor.py"
}Result of run_command 127 characters
{
"status": "error",
"error_type": "CommandError",
"error_message": "",
"details": {
"stdout": "",
"stderr": "",
"exit_code": 1
}
}Generated tokens 57 tokens · stopped: STOP
I want to see the definition of `nonpyomo_leaf_types`.
<channel|><|tool_call>call:run_command{command:<|"|>grep -C 10 "nonpyomo_leaf_types =" pyomo/core/expr/visitor.py<|"|>}<tool_call|><|tool_response>
Turn 10at 263 s63 tokens out7,958 prompt tokens
I tried `grep "nonpyomo_leaf_types ="` and it failed. Let me just read the beginning of `pyomo/core/expr/visitor.py`.
TOOL CALL · read_file
{
"filepath": "pyomo/core/expr/visitor.py"
}Result of read_file 6,453 characters
{
"status": "ok",
"filepath": "pyomo/core/expr/visitor.py",
"content": "# ___________________________________________________________________________\n#\n# Pyomo: Python Optimization Modeling Objects\n# Copyright (c) 2008-2022\n# National Technology and Engineering Solutions of Sandia, LLC\n# Under the terms of Contract DE-NA0003525 with National Technology and\n# Engineering Solutions of Sandia, LLC, the U.S. Government retains certain\n# rights in this software.\n# This software is distributed under the 3-clause BSD License.\n# ___________________________________________________________________________\n\nfrom __future__ import division\n\nimport inspect\nimport logging\nimport sys\nfrom copy import deepcopy\nfrom collections import deque\n\nlogger = logging.getLogger('pyomo.core')\n\nfrom pyomo.common.deprecation import deprecated, deprecation_warning\nfrom pyomo.common.errors import DeveloperError, TemplateExpressionError\nfrom pyomo.common.numeric_types import (\n nonpyomo_leaf_types,\n native_types,\n native_numeric_types,\n value,\n)\nimport pyomo.core.expr.expr_common as common\nfrom pyomo.core.expr.symbol_map import SymbolMap\n\ntry:\n # sys._getframe is slightly faster than inspect's currentframe, but\n # is not guaranteed to exist everywhere\n currentframe = sys._getframe\nexcept AttributeError:\n currentframe = inspect.currentframe\n\n\ndef get_stack_depth():\n n = -1 # skip *this* frame in the count\n f = currentframe()\n while f is not None:\n n += 1\n f = f.f_back\n return n\n\n\n# For efficiency, we want to run recursively, but don't want to hit\n# Python's recursion limit (because that would be difficult to recover\n# from cleanly). However, there is a non-trivial cost to determine the\n# current stack depth - and we don't want to hit that for every call.\n# Instead, we will assume that the walker is always called with at\n# least RECURSION_LIMIT frames available on the stack. When we hit the\n# end of that limit, we will actually check how much space is left on\n# the stack and run recursively until only 2*RECURSION_LIMIT frames are\n# left. For the vast majority of well-formed expressions this approach\n# avoids a somewhat costly call to get_stack_depth, but still catches\n# the vast majority of cases that could generate a recursion error.\nRECURSION_LIMIT = 50\n\n\nclass RevertToNonrecursive(Exception):\n pass\n\n\n# NOTE: This module also has dependencies on numeric_expr; however, to\n# avoid circular dependencies, we will NOT import them here. Instead,\n# until we can resolve the circular dependencies, they will be injected\n# into this module by the .current module (which must be imported\n# *after* numeric_expr, logocal_expr, and this module.\n\n\n# -------------------------------------------------------\n#\n# Visitor Logic\n#\n# -------------------------------------------------------\n\n\nclass StreamBasedExpressionVisitor(object):\n \"\"\"This class implements a generic stream-based expression walker.\n\n This visitor walks an expression tree using a depth-first strategy\n and generates a full event stream similar to other tree visitors\n (e.g., the expat XML parser). The following events are triggered\n through callback functions as the traversal enters and leaves nodes\n in the tree:\n\n initializeWalker(expr) -> walk, result\n enterNode(N1) -> args, data\n {for N2 in args:}\n beforeChild(N1, N2) -> descend, child_result\n enterNode(N2) -> N2_args, N2_data\n [...]\n exitNode(N2, n2_data) -> child_result\n acceptChildResult(N1, data, child_result) -> data\n afterChild(N1, N2) -> None\n exitNode(N1, data) -> N1_result\n finalizeWalker(result) -> result\n\n Individual event callbacks match the following signatures:\n\n walk, result = initializeWalker(self, expr):\n\n initializeWalker() is called to set the walker up and perform\n any preliminary processing on the root node. The method returns\n a flag indicating if the tree should be walked and a result. If\n `walk` is True, then result is ignored. If `walk` is False,\n then `result` is returned as the final result from the walker,\n bypassing all other callbacks (including finalizeResult).\n\n args, data = enterNode(self, node):\n\n enterNode() is called when the walker first enters a node (from\n above), and is passed the node being entered. It is expected to\n return a tuple of child `args` (as either a tuple or list) and a\n user-specified data structure for collecting results. If None\n is returned for args, the node's args attribute is used for\n expression types and the empty tuple for leaf nodes. Returning\n None is equivalent to returning (None,None). If the callback is\n not defined, the default behavior is equivalent to returning\n (None, []).\n\n node_result = exitNode(self, node, data):\n\n exitNode() is called after the node is completely processed (as\n the walker returns up the tree to the parent node). It is\n passed the node and the results data structure (defined by\n enterNode() and possibly further modified by\n acceptChildResult()), and is expected to return the \"result\" for\n this node. If not specified, the default action is to return\n the data object from enterNode().\n\n descend, child_result = beforeChild(self, node, child, child_idx):\n\n beforeChild() is called by a node for every child before\n entering the child node. The node, child node, and child index\n (position in the args list from enterNode()) are passed as\n arguments. beforeChild should return a tuple (descend,\n child_result). If descend is False, the child node will not be\n entered and the value returned to child_result will be passed to\n the node's acceptChildResult callback. Returning None is\n equivalent to (True, None). The default behavior if not\n specified is equivalent to (True, None).\n\n data = acceptChildResult(self, node, data, child_result, child_idx):\n\n acceptChildResult() is called for each child result being",
"start_line": 1,
"end_line": 150,
"total_lines": 1660,
"is_truncated": true
}Generated tokens 63 tokens · stopped: STOP
I tried `grep "nonpyomo_leaf_types ="` and it failed. Let me just read the beginning of `pyomo/core/expr/visitor.py`.
<channel|><|tool_call>call:read_file{filepath:<|"|>pyomo/core/expr/visitor.py<|"|>}<tool_call|><|tool_response>
Turn 11at 270 s112 tokens out9,725 prompt tokens
`nonpyomo_leaf_types` is imported from `pyomo.common.numeric_types`.
```python
from pyomo.common.numeric_types import (
nonpyomo_leaf_types,
native_types,
native_numeric_types,
value,
)
```
Let's see `pyomo/common/numeric_types.py`.
TOOL CALL · read_file
{
"filepath": "pyomo/common/numeric_types.py"
}Result of read_file 5,904 characters
{
"status": "ok",
"filepath": "pyomo/common/numeric_types.py",
"content": "# ___________________________________________________________________________\n#\n# Pyomo: Python Optimization Modeling Objects\n# Copyright (c) 2008-2022\n# National Technology and Engineering Solutions of Sandia, LLC\n# Under the terms of Contract DE-NA0003525 with National Technology and\n# Engineering Solutions of Sandia, LLC, the U.S. Government retains certain\n# rights in this software.\n# This software is distributed under the 3-clause BSD License.\n# ___________________________________________________________________________\n\nimport logging\nimport sys\n\nfrom pyomo.common.deprecation import deprecated, relocated_module_attribute\nfrom pyomo.common.errors import TemplateExpressionError\n\nlogger = logging.getLogger(__name__)\n\n#: Python set used to identify numeric constants, boolean values, strings\n#: and instances of\n#: :class:`NonNumericValue <pyomo.core.expr.numvalue.NonNumericValue>`,\n#: which is commonly used in code that walks Pyomo expression trees.\n#:\n#: :data:`nonpyomo_leaf_types` = :data:`native_types <pyomo.core.expr.numvalue.native_types>` + { :data:`NonNumericValue <pyomo.core.expr.numvalue.NonNumericValue>` }\nnonpyomo_leaf_types = set()\n\n# It is *significantly* faster to build the list of types we want to\n# test against as a \"static\" set, and not to regenerate it locally for\n# every call. Plus, this allows us to dynamically augment the set\n# with new \"native\" types (e.g., from NumPy)\n#\n# Note: These type sets are used in set_types.py for domain validation\n# For backward compatibility reasons, we include str in the set\n# of valid types for bool. We also avoid updating the numeric\n# and integer type sets when a new boolean type is registered\n# because not all boolean types exhibit numeric properties\n# (e.g., numpy.bool_)\n#\n\n#: Python set used to identify numeric constants. This set includes\n#: native Python types as well as numeric types from Python packages\n#: like numpy, which may be registered by users.\nnative_numeric_types = {int, float, complex}\nnative_integer_types = {int}\nnative_logical_types = {bool}\npyomo_constant_types = set() # includes NumericConstant\n\n_native_boolean_types = {int, bool, str, bytes}\nrelocated_module_attribute(\n 'native_boolean_types',\n 'pyomo.common.numeric_types._native_boolean_types',\n version='6.6.0',\n msg=\"The native_boolean_types set will be removed in the future: the set \"\n \"contains types that were convertible to bool, and not types that should \"\n \"be treated as if they were bool (as was the case for the other \"\n \"native_*_types sets). Users likely should use native_logical_types.\",\n)\n\n\n#: Python set used to identify numeric constants and related native\n#: types. This set includes\n#: native Python types as well as numeric types from Python packages\n#: like numpy.\n#:\n#: :data:`native_types` = :data:`native_numeric_types <pyomo.core.expr.numvalue.native_numeric_types>` + { str }\nnative_types = set([bool, str, type(None), slice, bytes])\nnative_types.update(native_numeric_types)\nnative_types.update(native_integer_types)\nnative_types.update(_native_boolean_types)\nnative_types.update(native_logical_types)\n\nnonpyomo_leaf_types.update(native_types)\n\n\ndef RegisterNumericType(new_type):\n \"\"\"\n A utility function for updating the set of types that are\n recognized to handle numeric values.\n\n The argument should be a class (e.g, numpy.float64).\n \"\"\"\n native_numeric_types.add(new_type)\n native_types.add(new_type)\n nonpyomo_leaf_types.add(new_type)\n\n\ndef RegisterIntegerType(new_type):\n \"\"\"\n A utility function for updating the set of types that are\n recognized to handle integer values. This also registers the type\n as numeric but does not register it as boolean.\n\n The argument should be a class (e.g., numpy.int64).\n \"\"\"\n native_numeric_types.add(new_type)\n native_integer_types.add(new_type)\n native_types.add(new_type)\n nonpyomo_leaf_types.add(new_type)\n\n\n@deprecated(\n \"The native_boolean_types set (and hence RegisterBooleanType) \"\n \"is deprecated. Users likely should use RegisterLogicalType.\",\n version='6.6.0',\n)\ndef RegisterBooleanType(new_type):\n \"\"\"\n A utility function for updating the set of types that are\n recognized as handling boolean values. This function does not\n register the type of integer or numeric.\n\n The argument should be a class (e.g., numpy.bool_).\n \"\"\"\n _native_boolean_types.add(new_type)\n native_types.add(new_type)\n nonpyomo_leaf_types.add(new_type)\n\n\ndef RegisterLogicalType(new_type):\n \"\"\"\n A utility function for updating the set of types that are\n recognized as handling boolean values. This function does not\n register the type of integer or numeric.\n\n The argument should be a class (e.g., numpy.bool_).\n \"\"\"\n _native_boolean_types.add(new_type)\n native_logical_types.add(new_type)\n native_types.add(new_type)\n nonpyomo_leaf_types.add(new_type)\n\n\ndef check_if_numeric_type(obj):\n \"\"\"Test if the argument behaves like a numeric type.\n\n We check for \"numeric types\" by checking if we can add zero to it\n without changing the object's type. If that works, then we register\n the type in native_numeric_types.\n\n \"\"\"\n obj_class = obj.__class__\n # Do not re-evaluate known native types\n if obj_class in native_types:\n return obj_class in native_numeric_types\n\n try:\n obj_plus_0 = obj + 0\n obj_p0_class = obj_plus_0.__class__\n # ensure that the object is comparable to 0 in a meaningful way",
"start_line": 1,
"end_line": 150,
"total_lines": 266,
"is_truncated": true
}Generated tokens 112 tokens · stopped: STOP
`nonpyomo_leaf_types` is imported from `pyomo.common.numeric_types`.
```python
from pyomo.common.numeric_types import (
nonpyomo_leaf_types,
native_types,
native_numeric_types,
value,
)
```
Let's see `pyomo/common/numeric_types.py`.
<channel|><|tool_call>call:read_file{filepath:<|"|>pyomo/common/numeric_types.py<|"|>}<tool_call|><|tool_response>
Turn 12at 285 s341 tokens out11,563 prompt tokens
`nonpyomo_leaf_types` includes `float`.
So `_LeafToRootVisitor.visiting_potential_leaf` should have added `2.0` to `der_dict`.
Wait, let me check the `visiting_potential_leaf` code again.
```python
def visiting_potential_leaf(self, node):
if node in self.val_dict:
return True, self.val_dict[node]
if node.__class__ in nonpyomo_leaf_types:
self.val_dict[node] = node
self.der_dict[node] = 0
return True, node
if not node.is_expression_type():
val = self.value_func(node)
self.val_dict[node] = val
self.der_dict[node] = 0
return True, val
return False, None
```
If `node` is `2.0`, `node.__class__` (which is `float`) is in `nonpyomo_leaf_types`.
So `self.der_dict[2.0] = 0` is executed.
Wait! I just noticed something. `ComponentMap` might be doing something weird.
Let's look at `pyomo/common/collections.py` to see how `ComponentMap` is implemented.
TOOL CALL · run_command
{
"command": "grep -n \"class ComponentMap\" pyomo/common/collections.py"
}Result of run_command 251 characters
{
"status": "error",
"error_type": "CommandError",
"error_message": "grep: pyomo/common/collections.py: No such file or directory\n",
"details": {
"stdout": "",
"stderr": "grep: pyomo/common/collections.py: No such file or directory\n",
"exit_code": 2
}
}Generated tokens 341 tokens · stopped: STOP
`nonpyomo_leaf_types` includes `float`.
So `_LeafToRootVisitor.visiting_potential_leaf` should have added `2.0` to `der_dict`.
Wait, let me check the `visiting_potential_leaf` code again.
```python
def visiting_potential_leaf(self, node):
if node in self.val_dict:
return True, self.val_dict[node]
if node.__class__ in nonpyomo_leaf_types:
self.val_dict[node] = node
self.der_dict[node] = 0
return True, node
if not node.is_expression_type():
val = self.value_func(node)
self.val_dict[node] = val
self.der_dict[node] = 0
return True, val
return False, None
```
If `node` is `2.0`, `node.__class__` (which is `float`) is in `nonpyomo_leaf_types`.
So `self.der_dict[2.0] = 0` is executed.
Wait! I just noticed something. `ComponentMap` might be doing something weird.
Let's look at `pyomo/common/collections.py` to see how `ComponentMap` is implemented.
<channel|><|tool_call>call:run_command{command:<|"|>grep -n "class ComponentMap" pyomo/common/collections.py<|"|>}<tool_call|><|tool_response>
Turn 13at 289 s38 tokens out11,997 prompt tokens
My apologies, let me find where `ComponentMap` is.
TOOL CALL · run_command
{
"command": "find pyomo -name \"collections.py\""
}Result of run_command 60 characters
{
"status": "ok",
"stdout": "",
"stderr": "",
"exit_code": 0
}Generated tokens 38 tokens · stopped: STOP
My apologies, let me find where `ComponentMap` is.<channel|><|tool_call>call:run_command{command:<|"|>find pyomo -name "collections.py"<|"|>}<tool_call|><|tool_response>
Turn 14at 294 s67 tokens out12,073 prompt tokens
That's strange. In `diff_with_pyomo.py` it says: `from pyomo.common.collections import ComponentMap, ComponentSet` Let me check the layout.
TOOL CALL · run_command
{
"command": "find pyomo/common -name \"*.py\""
}Result of run_command 2,200 characters
{
"status": "ok",
"stdout": "pyomo/common/plugins.py\npyomo/common/errors.py\npyomo/common/log.py\npyomo/common/formatting.py\npyomo/common/_common.py\npyomo/common/tempfiles.py\npyomo/common/gc_manager.py\npyomo/common/collections/bunch.py\npyomo/common/collections/__init__.py\npyomo/common/collections/orderedset.py\npyomo/common/collections/component_set.py\npyomo/common/collections/component_map.py\npyomo/common/plugin_base.py\npyomo/common/autoslots.py\npyomo/common/config.py\npyomo/common/deprecation.py\npyomo/common/sorting.py\npyomo/common/getGSL.py\npyomo/common/pyomo_typing.py\npyomo/common/backports.py\npyomo/common/timing.py\npyomo/common/numeric_types.py\npyomo/common/dependencies.py\npyomo/common/extensions.py\npyomo/common/_command.py\npyomo/common/shutdown.py\npyomo/common/tee.py\npyomo/common/__init__.py\npyomo/common/envvar.py\npyomo/common/modeling.py\npyomo/common/gsl.py\npyomo/common/cmake_builder.py\npyomo/common/download.py\npyomo/common/multithread.py\npyomo/common/unittest.py\npyomo/common/env.py\npyomo/common/plugin.py\npyomo/common/factory.py\npyomo/common/fileutils.py\npyomo/common/tests/test_unittest.py\npyomo/common/tests/import_ex.py\npyomo/common/tests/test_env.py\npyomo/common/tests/relo_mod.py\npyomo/common/tests/test_tempfile.py\npyomo/common/tests/test_orderedset.py\npyomo/common/tests/relocated.py\npyomo/common/tests/dep_mod_except.py\npyomo/common/tests/test_bunch.py\npyomo/common/tests/config_plugin.py\npyomo/common/tests/test_errors.py\npyomo/common/tests/test_sorting.py\npyomo/common/tests/test_formatting.py\npyomo/common/tests/test_modeling.py\npyomo/common/tests/test_typing.py\npyomo/common/tests/test_config.py\npyomo/common/tests/test_download.py\npyomo/common/tests/__init__.py\npyomo/common/tests/test_deprecated.py\npyomo/common/tests/test_fileutils.py\npyomo/common/tests/test_plugin.py\npyomo/common/tests/deps.py\npyomo/common/tests/dep_mod.py\npyomo/common/tests/test_tee.py\npyomo/common/tests/test_dependencies.py\npyomo/common/tests/relo_mod_new.py\npyomo/common/tests/test_log.py\npyomo/common/tests/test_gc.py\npyomo/common/tests/test_multithread.py\npyomo/common/tests/test_timing.py\n",
"stderr": "",
"exit_code": 0
}Generated tokens 67 tokens · stopped: STOP
That's strange. In `diff_with_pyomo.py` it says:
`from pyomo.common.collections import ComponentMap, ComponentSet`
Let me check the layout.<channel|><|tool_call>call:run_command{command:<|"|>find pyomo/common -name "*.py"<|"|>}<tool_call|><|tool_response>
Turn 15at 296 s45 tokens out12,966 prompt tokens
It's in `pyomo/common/collections/component_map.py`.
TOOL CALL · read_file
{
"filepath": "pyomo/common/collections/component_map.py"
}Result of read_file 4,863 characters
{
"status": "ok",
"filepath": "pyomo/common/collections/component_map.py",
"content": "# ___________________________________________________________________________\n#\n# Pyomo: Python Optimization Modeling Objects\n# Copyright (c) 2008-2022\n# National Technology and Engineering Solutions of Sandia, LLC\n# Under the terms of Contract DE-NA0003525 with National Technology and\n# Engineering Solutions of Sandia, LLC, the U.S. Government retains certain\n# rights in this software.\n# This software is distributed under the 3-clause BSD License.\n# ___________________________________________________________________________\n\nfrom collections.abc import MutableMapping as collections_MutableMapping\nfrom collections.abc import Mapping as collections_Mapping\nfrom pyomo.common.autoslots import AutoSlots\n\n\ndef _rebuild_ids(encode, val):\n if encode:\n return val\n else:\n # object id() may have changed after unpickling,\n # so we rebuild the dictionary keys\n return {id(obj): (obj, v) for obj, v in val.values()}\n\n\nclass ComponentMap(AutoSlots.Mixin, collections_MutableMapping):\n \"\"\"\n This class is a replacement for dict that allows Pyomo\n modeling components to be used as entry keys. The\n underlying mapping is based on the Python id() of the\n object, which gets around the problem of hashing\n subclasses of NumericValue. This class is meant for\n creating mappings from Pyomo components to values. The\n use of non-Pyomo components as entry keys should be\n avoided.\n\n A reference to the object is kept around as long as it\n has a corresponding entry in the container, so there is\n no need to worry about id() clashes.\n\n We also override __setstate__ so that we can rebuild the\n container based on possibly updated object ids after\n a deepcopy or pickle.\n\n *** An instance of this class should never be\n deepcopied/pickled unless it is done so along with the\n components for which it contains map entries (e.g., as\n part of a block). ***\n \"\"\"\n\n __slots__ = (\"_dict\",)\n __autoslot_mappers__ = {'_dict': _rebuild_ids}\n\n def __init__(self, *args, **kwds):\n # maps id(obj) -> (obj,val)\n self._dict = {}\n # handle the dict-style initialization scenarios\n self.update(*args, **kwds)\n\n def __str__(self):\n \"\"\"String representation of the mapping.\"\"\"\n tmp = {str(c) + \" (id=\" + str(id(c)) + \")\": v for c, v in self.items()}\n return \"ComponentMap(\" + str(tmp) + \")\"\n\n #\n # Implement MutableMapping abstract methods\n #\n\n def __getitem__(self, obj):\n try:\n return self._dict[id(obj)][1]\n except KeyError:\n raise KeyError(\"Component with id '%s': %s\" % (id(obj), str(obj)))\n\n def __setitem__(self, obj, val):\n self._dict[id(obj)] = (obj, val)\n\n def __delitem__(self, obj):\n try:\n del self._dict[id(obj)]\n except KeyError:\n raise KeyError(\"Component with id '%s': %s\" % (id(obj), str(obj)))\n\n def __iter__(self):\n return (obj for obj, val in self._dict.values())\n\n def __len__(self):\n return self._dict.__len__()\n\n #\n # Overload MutableMapping default implementations\n #\n\n # We want to avoid generating Pyomo expressions due to\n # comparison of values, so we convert both objects to a\n # plain dictionary mapping key->(type(val), id(val)) and\n # compare that instead.\n def __eq__(self, other):\n if not isinstance(other, collections_Mapping):\n return False\n return {(type(key), id(key)): val for key, val in self.items()} == {\n (type(key), id(key)): val for key, val in other.items()\n }\n\n def __ne__(self, other):\n return not (self == other)\n\n #\n # The remaining methods have slow default\n # implementations for MutableMapping. In particular,\n # they rely KeyError catching, which is slow for this\n # class because KeyError messages use fully qualified\n # names.\n #\n\n def __contains__(self, obj):\n return id(obj) in self._dict\n\n def clear(self):\n 'D.clear() -> None. Remove all items from D.'\n self._dict.clear()\n\n def get(self, key, default=None):\n 'D.get(k[,d]) -> D[k] if k in D, else d. d defaults to None.'\n if key in self:\n return self[key]\n return default\n\n def setdefault(self, key, default=None):\n 'D.setdefault(k[,d]) -> D.get(k,d), also set D[k]=d if k not in D'\n if key in self:\n return self[key]\n else:\n self[key] = default\n return default",
"start_line": 1,
"end_line": 135,
"total_lines": 135,
"is_truncated": false
}Generated tokens 45 tokens · stopped: STOP
It's in `pyomo/common/collections/component_map.py`.<channel|><|tool_call>call:read_file{filepath:<|"|>pyomo/common/collections/component_map.py<|"|>}<tool_call|><|tool_response>
Turn 16at 326 s448 tokens out14,421 prompt tokens
Wait, if `ComponentMap` uses `id(obj)`, then `der_dict[2.0]` should work regardless of whether `2.0` is a "component" or just a float. `id(2.0)` is a valid integer.
So why did it fail with `KeyError`?
`der_dict[node.expr] += der_dict[node]` is:
1. `temp = der_dict[node.expr]` <-- This is where `__getitem__` is called.
2. `val = temp + der_dict[node]`
3. `der_dict[node.expr] = val` <-- This is where `__setitem__` is called.
The `KeyError` happens in `__getitem__`:
```python
def __getitem__(self, obj):
try:
return self._dict[id(obj)][1]
except KeyError:
raise KeyError("Component with id '%s': %s" % (id(obj), str(obj)))
```
So it means `id(node.expr)` was not in `self._dict`.
But I thought `_LeafToRootVisitor` visited everything.
If `node.expr` is `2.0`, then `_LeafToRootVisitor.visit(2.0, values)` should have been called.
Wait, does `ExpressionValueVisitor.dfs_postorder_stack` visit everything?
If `node` is a `GeneralExpression`, does its `expr` get visited by the visitor?
Let's look at `pyomo/core/expr/visitor.py`'s `dfs_postorder_stack` or how it handles `GeneralExpression`.
Wait, I don't see `dfs_postorder_stack` in the first 150 lines of `visitor.py`. Let me search for it.
TOOL CALL · run_command
{
"command": "grep -n \"def dfs_postorder_stack\" pyomo/core/expr/visitor.py"
}Result of run_command 153 characters
{
"status": "ok",
"stdout": "861: def dfs_postorder_stack(self, node):\n1061: def dfs_postorder_stack(self, expr):\n",
"stderr": "",
"exit_code": 0
}Generated tokens 448 tokens · stopped: STOP
Wait, if `ComponentMap` uses `id(obj)`, then `der_dict[2.0]` should work regardless of whether `2.0` is a "component" or just a float. `id(2.0)` is a valid integer.
So why did it fail with `KeyError`?
`der_dict[node.expr] += der_dict[node]` is:
1. `temp = der_dict[node.expr]` <-- This is where `__getitem__` is called.
2. `val = temp + der_dict[node]`
3. `der_dict[node.expr] = val` <-- This is where `__setitem__` is called.
The `KeyError` happens in `__getitem__`:
```python
def __getitem__(self, obj):
try:
return self._dict[id(obj)][1]
except KeyError:
raise KeyError("Component with id '%s': %s" % (id(obj), str(obj)))
```
So it means `id(node.expr)` was not in `self._dict`.
But I thought `_LeafToRootVisitor` visited everything.
If `node.expr` is `2.0`, then `_LeafToRootVisitor.visit(2.0, values)` should have been called.
Wait, does `ExpressionValueVisitor.dfs_postorder_stack` visit everything?
If `node` is a `GeneralExpression`, does its `expr` get visited by the visitor?
Let's look at `pyomo/core/expr/visitor.py`'s `dfs_postorder_stack` or how it handles `GeneralExpression`.
Wait, I don't see `dfs_postorder_stack` in the first 150 lines of `visitor.py`. Let me search for it.
<channel|><|tool_call>call:run_command{command:<|"|>grep -n "def dfs_postorder_stack" pyomo/core/expr/visitor.py<|"|>}<tool_call|><|tool_response>
Turn 17at 384 s58 tokens out5,328 prompt tokens
There are two? That's strange. Let me check the file.
TOOL CALL · read_file
{
"end_line": 1100,
"filepath": "pyomo/core/expr/visitor.py",
"start_line": 861
}Result of read_file 5,784 characters
{
"status": "ok",
"filepath": "pyomo/core/expr/visitor.py",
"content": " def dfs_postorder_stack(self, node):\n \"\"\"\n Perform a depth-first search in postorder using a stack\n implementation.\n\n Note:\n This method has the same functionality as the\n PyUtilib :class:`ValueVisitor.dfs_postorder_stack <pyutilib.misc.visitor.ValueVisitor.dfs_postorder_stack>`\n method. The difference is that this method\n is tailored to efficiently walk Pyomo expression trees.\n\n Args:\n node: The root node of the expression tree\n that is searched.\n\n Returns:\n The return value is determined by the :func:`finalize` function,\n which may be defined by the user.\n \"\"\"\n flag, value = self.visiting_potential_leaf(node)\n if flag:\n return self.finalize(value)\n # _stack = [ (node, self.children(node), 0, len(self.children(node)), [])]\n _stack = [(node, node._args_, 0, node.nargs(), [])]\n #\n # Iterate until the stack is empty\n #\n # Note: 1 is faster than True for Python 2.x\n #\n while 1:\n #\n # Get the top of the stack\n # _obj Current expression object\n # _argList The arguments for this expression object\n # _idx The current argument being considered\n # _len The number of arguments\n # _result The return values\n #\n _obj, _argList, _idx, _len, _result = _stack.pop()\n #\n # Iterate through the arguments\n #\n while _idx < _len:\n _sub = _argList[_idx]\n _idx += 1\n flag, value = self.visiting_potential_leaf(_sub)\n if flag:\n _result.append(value)\n else:\n #\n # Push an expression onto the stack\n #\n _stack.append((_obj, _argList, _idx, _len, _result))\n _obj = _sub\n # _argList = self.children(_sub)\n _argList = _sub._args_\n _idx = 0\n _len = _sub.nargs()\n _result = []\n #\n # Process the current node\n #\n ans = self.visit(_obj, _result)\n if _stack:\n #\n # \"return\" the recursion by putting the return value on the end of the results stack\n #\n _stack[-1][-1].append(ans)\n else:\n return self.finalize(ans)\n\n\ndef replace_expressions(\n expr,\n substitution_map,\n descend_into_named_expressions=True,\n remove_named_expressions=True,\n):\n \"\"\"\n\n Parameters\n ----------\n expr : Pyomo expression\n The source expression\n substitution_map : dict\n A dictionary mapping object ids in the source to the replacement objects.\n descend_into_named_expressions : bool\n True if replacement should go into named expression objects, False to halt at\n a named expression\n remove_named_expressions : bool\n True if the named expressions should be replaced with a standard expression,\n and False if the named expression should be left in place\n\n Returns\n -------\n Pyomo expression : returns the new expression object\n \"\"\"\n return ExpressionReplacementVisitor(\n substitute=substitution_map,\n descend_into_named_expressions=descend_into_named_expressions,\n remove_named_expressions=remove_named_expressions,\n ).walk_expression(expr)\n\n\nclass ExpressionReplacementVisitor(StreamBasedExpressionVisitor):\n def __init__(\n self,\n substitute=None,\n descend_into_named_expressions=True,\n remove_named_expressions=True,\n ):\n if substitute is None:\n substitute = {}\n # Note: preserving the attribute names from the previous\n # implementation of the expression walker.\n self.substitute = substitute\n self.enter_named_expr = descend_into_named_expressions\n self.rm_named_expr = remove_named_expressions\n\n kwds = {}\n if hasattr(self, 'visiting_potential_leaf'):\n deprecation_warning(\n \"ExpressionReplacementVisitor: this walker has been ported \"\n \"to derive from StreamBasedExpressionVisitor. \"\n \"visiting_potential_leaf() has been replaced by beforeChild()\"\n \"(note to implementers: the sense of the bool return value \"\n \"has been inverted).\",\n version='6.2',\n )\n\n def beforeChild(node, child, child_idx):\n is_leaf, ans = self.visiting_potential_leaf(child)\n return not is_leaf, ans\n\n kwds['beforeChild'] = beforeChild\n\n if hasattr(self, 'visit'):\n raise DeveloperError(\n \"ExpressionReplacementVisitor: this walker has been ported \"\n \"to derive from StreamBasedExpressionVisitor. \"\n \"overriding visit() has no effect (and is likely to generate \"\n \"invalid expression trees)\"\n )\n super().__init__(**kwds)\n\n def initializeWalker(self, expr):\n walk, result = self.beforeChild(None, expr, 0)\n if not walk:\n return False, result\n return True, expr",
"start_line": 861,
"end_line": 1010,
"total_lines": 1660,
"is_truncated": true
}Generated tokens 58 tokens · stopped: STOP
There are two? That's strange. Let me check the file.
<channel|><|tool_call>call:read_file{filepath:<|"|>pyomo/core/expr/visitor.py<|"|>,start_line:861,end_line:1100}<tool_call|><|tool_response>
Turn 18at 390 s85 tokens out6,842 prompt tokens
Wait, I see `dfs_postorder_stack` at line 861. There's another one at 1061. Let me see line 1061.
TOOL CALL · read_file
{
"end_line": 1100,
"filepath": "pyomo/core/expr/visitor.py",
"start_line": 1061
}Result of read_file 1,506 characters
{
"status": "ok",
"filepath": "pyomo/core/expr/visitor.py",
"content": " def dfs_postorder_stack(self, expr):\n return self.walk_expression(expr)\n\n\ndef evaluate_fixed_subexpressions(\n expr, descend_into_named_expressions=True, remove_named_expressions=True\n):\n return EvaluateFixedSubexpressionVisitor(\n descend_into_named_expressions=descend_into_named_expressions,\n remove_named_expressions=remove_named_expressions,\n ).walk_expression(expr)\n\n\nclass EvaluateFixedSubexpressionVisitor(ExpressionReplacementVisitor):\n def __init__(\n self, descend_into_named_expressions=False, remove_named_expressions=False\n ):\n super().__init__(\n descend_into_named_expressions=descend_into_named_expressions,\n remove_named_expressions=remove_named_expressions,\n )\n\n def beforeChild(self, node, child, child_idx):\n if type(child) in native_types:\n return False, child\n elif not child.is_expression_type():\n if child.is_fixed():\n return False, child()\n else:\n return False, child\n elif child.is_named_expression_type():\n if not self.enter_named_expr:\n return False, child\n return True, None\n\n\n# -------------------------------------------------------\n#\n# Functions used to process expression trees\n#",
"start_line": 1061,
"end_line": 1100,
"total_lines": 1660,
"is_truncated": false
}Generated tokens 85 tokens · stopped: STOP
Wait, I see `dfs_postorder_stack` at line 861. There's another one at 1061. Let me see line 1061.
<channel|><|tool_call>call:read_file{end_line:1100,filepath:<|"|>pyomo/core/expr/visitor.py<|"|>,start_line:1061}<tool_call|><|tool_response>
Turn 19at 400 s172 tokens out7,356 prompt tokens
Okay, that second one is just a wrapper. Now, `_LeafToRootVisitor` (found in `diff_with_pyomo.py`) inherits from `ExpressionVisitor` (which inherits from `ValueVisitor` / `StreamBasedExpressionVisitor`). Wait, `_LeafToRootVisitor` uses `dfs_postorder_stack` which is likely the one at line 861 of `visitor.py`. Let's check `_LeafToRootVisitor` again in `pyomo/core/expr/calculus/diff_with_pyomo.py`.
TOOL CALL · read_file
{
"end_line": 150,
"filepath": "pyomo/core/expr/calculus/diff_with_pyomo.py",
"start_line": 1
}Result of read_file 4,491 characters
{
"status": "ok",
"filepath": "pyomo/core/expr/calculus/diff_with_pyomo.py",
"content": "# ___________________________________________________________________________\n#\n# Pyomo: Python Optimization Modeling Objects\n# Copyright (c) 2008-2022\n# National Technology and Engineering Solutions of Sandia, LLC\n# Under the terms of Contract DE-NA0003525 with National Technology and\n# Engineering Solutions of Sandia, LLC, the U.S. Government retains certain\n# rights in this software.\n# This software is distributed under the 3-clause BSD License.\n# ___________________________________________________________________________\n\nfrom pyomo.common.collections import ComponentMap, ComponentSet\nimport pyomo.core.expr as _expr\nfrom pyomo.core.expr.visitor import ExpressionValueVisitor, nonpyomo_leaf_types\nfrom pyomo.core.expr.numvalue import value, is_constant\nfrom pyomo.core.expr import exp, log, sin, cos\nimport math\n\n\n\"\"\"\nThe purpose of this file is to perform symbolic differentiation and \nfirst order automatic differentiation directly with pyomo \nexpressions. This is certainly not as efficient as doing AD in C or \nC++, but it avoids the translation from pyomo expressions to a form \nwhere AD can be performed efficiently. The only functions that are \nmeant to be used by users are reverse_ad and reverse_sd. First, \nvalues are propagated from the leaves to each node in the tree with \nthe LeafToRoot visitors. Then derivative values are propagated from \nthe root to the leaves with the RootToLeaf visitors.\n\"\"\"\n\n\nclass DifferentiationException(Exception):\n pass\n\n\ndef _diff_ProductExpression(node, val_dict, der_dict):\n \"\"\"\n\n Parameters\n ----------\n node: pyomo.core.expr.numeric_expr.ProductExpression\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n assert len(node.args) == 2\n arg1, arg2 = node.args\n der = der_dict[node]\n der_dict[arg1] += der * val_dict[arg2]\n der_dict[arg2] += der * val_dict[arg1]\n\n\ndef _diff_SumExpression(node, val_dict, der_dict):\n \"\"\"\n\n Parameters\n ----------\n node: pyomo.core.expr.numeric_expr.SumExpression\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n der = der_dict[node]\n for arg in node.args:\n der_dict[arg] += der\n\n\ndef _diff_PowExpression(node, val_dict, der_dict):\n \"\"\"\n\n Parameters\n ----------\n node: pyomo.core.expr.numeric_expr.PowExpression\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n assert len(node.args) == 2\n arg1, arg2 = node.args\n der = der_dict[node]\n val1 = val_dict[arg1]\n val2 = val_dict[arg2]\n der_dict[arg1] += der * val2 * val1 ** (val2 - 1)\n if arg2.__class__ not in nonpyomo_leaf_types:\n der_dict[arg2] += der * val1**val2 * log(val1)\n\n\ndef _diff_DivisionExpression(node, val_dict, der_dict):\n \"\"\"\n\n Parameters\n ----------\n node: pyomo.core.expr.numeric_expr.DivisionExpression\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n assert len(node.args) == 2\n num = node.args[0]\n den = node.args[1]\n der = der_dict[node]\n der_dict[num] += der * (1 / val_dict[den])\n der_dict[den] -= der * val_dict[num] / val_dict[den] ** 2\n\n\ndef _diff_NegationExpression(node, val_dict, der_dict):\n \"\"\"\n\n Parameters\n ----------\n node: pyomo.core.expr.numeric_expr.UnaryFunctionExpression\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n assert len(node.args) == 1\n arg = node.args[0]\n der = der_dict[node]\n der_dict[arg] -= der\n\n\ndef _diff_exp(node, val_dict, der_dict):\n \"\"\"\n\n Parameters\n ----------\n node: pyomo.core.expr.numeric_expr.UnaryFunctionExpression\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n assert len(node.args) == 1\n arg = node.args[0]\n der = der_dict[node]\n der_dict[arg] += der * exp(val_dict[arg])\n\n\ndef _diff_log(node, val_dict, der_dict):\n \"\"\"\n\n Parameters\n ----------\n node: pyomo.core.expr.numeric_expr.UnaryFunctionExpression\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n assert len(node.args) == 1\n arg = node.args[0]\n der = der_dict[node]\n der_dict[arg] += der / val_dict[arg]\n\n\ndef _diff_log10(node, val_dict, der_dict):\n \"\"\"\n",
"start_line": 1,
"end_line": 150,
"total_lines": 484,
"is_truncated": false
}Generated tokens 172 tokens · stopped: STOP
Okay, that second one is just a wrapper.
Now, `_LeafToRootVisitor` (found in `diff_with_pyomo.py`) inherits from `ExpressionVisitor` (which inherits from `ValueVisitor` / `StreamBasedExpressionVisitor`).
Wait, `_LeafToRootVisitor` uses `dfs_postorder_stack` which is likely the one at line 861 of `visitor.py`.
Let's check `_LeafToRootVisitor` again in `pyomo/core/expr/calculus/diff_with_pyomo.py`.
<channel|><|tool_call>call:read_file{filepath:<|"|>pyomo/core/expr/calculus/diff_with_pyomo.py<|"|>,start_line:1,end_line:150}<tool_call|><|tool_response>
Turn 20at 403 s65 tokens out9,023 prompt tokens
I need to see `_diff_GeneralExpression`. It's likely later in the file.
TOOL CALL · run_command
{
"command": "grep -n \"def _diff_GeneralExpression\" pyomo/core/expr/calculus/diff_with_pyomo.py"
}Result of run_command 234 characters
{
"status": "ok",
"stdout": "321:def _diff_GeneralExpression(node, val_dict, der_dict):\n",
"stderr": "",
"exit_code": 0,
"budget_warning": "Only 10 tool call(s) remaining (20/30 used). Finalize your edits and call submit_patch soon."
}Generated tokens 65 tokens · stopped: STOP
I need to see `_diff_GeneralExpression`. It's likely later in the file.
<channel|><|tool_call>call:run_command{command:<|"|>grep -n "def _diff_GeneralExpression" pyomo/core/expr/calculus/diff_with_pyomo.py<|"|>}<tool_call|><|tool_response>
Turn 21at 406 s61 tokens out9,184 prompt tokens
Let's read around line 321.
TOOL CALL · read_file
{
"end_line": 350,
"filepath": "pyomo/core/expr/calculus/diff_with_pyomo.py",
"start_line": 321
}Result of read_file 1,077 characters
{
"status": "ok",
"filepath": "pyomo/core/expr/calculus/diff_with_pyomo.py",
"content": "def _diff_GeneralExpression(node, val_dict, der_dict):\n \"\"\"\n Reverse automatic differentiation for named expressions.\n\n Parameters\n ----------\n node: The named expression\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n der_dict[node.expr] += der_dict[node]\n\n\ndef _diff_ExternalFunctionExpression(node, val_dict, der_dict):\n \"\"\"\n\n Parameters\n ----------\n node: pyomo.core.expr.numeric_expr.ExternalFunctionExpression\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n der = der_dict[node]\n vals = tuple(val_dict[i] for i in node.args)\n derivs = node._fcn.evaluate_fgh(vals, fgh=1)[1]\n for ndx, arg in enumerate(node.args):\n der_dict[arg] += der * derivs[ndx]\n\n\n_diff_map = dict()",
"start_line": 321,
"end_line": 350,
"total_lines": 484,
"is_truncated": false,
"budget_warning": "Only 9 tool call(s) remaining (21/30 used). Finalize your edits and call submit_patch soon."
}Generated tokens 61 tokens · stopped: STOP
Let's read around line 321.
<channel|><|tool_call>call:read_file{end_line:350,filepath:<|"|>pyomo/core/expr/calculus/diff_with_pyomo.py<|"|>,start_line:321}<tool_call|><|tool_response>
Turn 22at 409 s59 tokens out9,629 prompt tokens
And now let's look at `_LeafToRootVisitor`.
TOOL CALL · run_command
{
"command": "grep -n \"class _LeafToRootVisitor\" pyomo/core/expr/calculus/diff_with_pyomo.py"
}Result of run_command 228 characters
{
"status": "ok",
"stdout": "384:class _LeafToRootVisitor(ExpressionValueVisitor):\n",
"stderr": "",
"exit_code": 0,
"budget_warning": "Only 8 tool call(s) remaining (22/30 used). Finalize your edits and call submit_patch soon."
}Generated tokens 59 tokens · stopped: STOP
And now let's look at `_LeafToRootVisitor`.
<channel|><|tool_call>call:run_command{command:<|"|>grep -n "class _LeafToRootVisitor" pyomo/core/expr/calculus/diff_with_pyomo.py<|"|>}<tool_call|><|tool_response>
Turn 23at 411 s58 tokens out9,777 prompt tokens
Read `_LeafToRootVisitor`.
TOOL CALL · read_file
{
"end_line": 430,
"filepath": "pyomo/core/expr/calculus/diff_with_pyomo.py",
"start_line": 384
}Result of read_file 1,806 characters
{
"status": "ok",
"filepath": "pyomo/core/expr/calculus/diff_with_pyomo.py",
"content": "class _LeafToRootVisitor(ExpressionValueVisitor):\n def __init__(self, val_dict, der_dict, expr_list, numeric=True):\n \"\"\"\n Parameters\n ----------\n val_dict: ComponentMap\n der_dict: ComponentMap\n \"\"\"\n self.val_dict = val_dict\n self.der_dict = der_dict\n self.expr_list = expr_list\n assert len(self.expr_list) == 0\n assert len(self.val_dict) == 0\n assert len(self.der_dict) == 0\n if numeric:\n self.value_func = value\n self.operation_func = _numeric_apply_operation\n else:\n self.value_func = _symbolic_value\n self.operation_func = _symbolic_apply_operation\n\n def visit(self, node, values):\n self.val_dict[node] = self.operation_func(node, values)\n self.der_dict[node] = 0\n self.expr_list.append(node)\n return self.val_dict[node]\n\n def visiting_potential_leaf(self, node):\n if node in self.val_dict:\n return True, self.val_dict[node]\n\n if node.__class__ in nonpyomo_leaf_types:\n self.val_dict[node] = node\n self.der_dict[node] = 0\n return True, node\n\n if not node.is_expression_type():\n val = self.value_func(node)\n self.val_dict[node] = val\n self.der_dict[node] = 0\n return True, val\n\n return False, None\n\n\ndef _reverse_diff_helper(expr, numeric=True):\n val_dict = ComponentMap()",
"start_line": 384,
"end_line": 430,
"total_lines": 484,
"is_truncated": false,
"budget_warning": "Only 7 tool call(s) remaining (23/30 used). Finalize your edits and call submit_patch soon."
}Generated tokens 58 tokens · stopped: STOP
Read `_LeafToRootVisitor`.
<channel|><|tool_call>call:read_file{end_line:430,filepath:<|"|>pyomo/core/expr/calculus/diff_with_pyomo.py<|"|>,start_line:384}<tool_call|><|tool_response>
Turn 24at 428 s293 tokens out10,431 prompt tokens
Okay, let's analyze `_LeafToRootVisitor.visiting_potential_leaf`:
```python
def visiting_potential_leaf(self, node):
if node in self.val_dict:
return True, self.val_dict[node]
if node.__class__ in nonpyomo_leaf_types:
self.val_dict[node] = node
self.der_dict[node] = 0
return True, node
if not node.is_expression_type():
val = self.value_func(node)
self.val_dict[node] = val
self.der_dict[node] = 0
return True, val
return False, None
```
If `node` is `2.0`, `node.__class__` is `float`. If `float` is in `nonpyomo_leaf_types`, then `self.der_dict[2.0] = 0` is called.
Is `float` in `nonpyomo_leaf_types`? Let's check `pyomo/core/expr/visitor.py`.
TOOL CALL · run_command
{
"command": "grep \"nonpyomo_leaf_types =\" pyomo/core/expr/visitor.py"
}Result of run_command 240 characters
{
"status": "error",
"error_type": "CommandError",
"error_message": "",
"details": {
"stdout": "",
"stderr": "",
"exit_code": 1
},
"budget_warning": "Only 6 tool call(s) remaining (24/30 used). Finalize your edits and call submit_patch soon."
}Generated tokens 293 tokens · stopped: STOP
Okay, let's analyze `_LeafToRootVisitor.visiting_potential_leaf`:
```python
def visiting_potential_leaf(self, node):
if node in self.val_dict:
return True, self.val_dict[node]
if node.__class__ in nonpyomo_leaf_types:
self.val_dict[node] = node
self.der_dict[node] = 0
return True, node
if not node.is_expression_type():
val = self.value_func(node)
self.val_dict[node] = val
self.der_dict[node] = 0
return True, val
return False, None
```
If `node` is `2.0`, `node.__class__` is `float`. If `float` is in `nonpyomo_leaf_types`, then `self.der_dict[2.0] = 0` is called.
Is `float` in `nonpyomo_leaf_types`? Let's check `pyomo/core/expr/visitor.py`.
<channel|><|tool_call>call:run_command{command:<|"|>grep "nonpyomo_leaf_types =" pyomo/core/expr/visitor.py<|"|>}<tool_call|><|tool_response>
Turn 25at 429 s48 tokens out10,814 prompt tokens
Ah, let me just search for it.
TOOL CALL · run_command
{
"command": "grep -//n \"nonpyomo_leaf_types\" pyomo/core/expr/visitor.py"
}Result of run_command 468 characters
{
"status": "error",
"error_type": "CommandError",
"error_message": "grep: invalid option -- '/'\nUsage: grep [OPTION]... PATTERNS [FILE]...\nTry 'grep --help' for more information.\n",
"details": {
"stdout": "",
"stderr": "grep: invalid option -- '/'\nUsage: grep [OPTION]... PATTERNS [FILE]...\nTry 'grep --help' for more information.\n",
"exit_code": 2
},
"budget_warning": "Only 5 tool call(s) remaining (25/30 used). Finalize your edits and call submit_patch soon."
}Generated tokens 48 tokens · stopped: STOP
Ah, let me just search for it.
<channel|><|tool_call>call:run_command{command:<|"|>grep -//n "nonpyomo_leaf_types" pyomo/core/expr/visitor.py<|"|>}<tool_call|><|tool_response>
Turn 26at 432 s43 tokens out11,022 prompt tokens
Typo in my grep.
TOOL CALL · run_command
{
"command": "grep -n \"nonpyomo_leaf_types\" pyomo/core/expr/visitor.py"
}Result of run_command 1,246 characters
{
"status": "ok",
"stdout": "25: nonpyomo_leaf_types,\n323: if type(node) in nonpyomo_leaf_types or not node.is_expression_type():\n395: if type(node) in nonpyomo_leaf_types or not node.is_expression_type():\n450: if type(node) in nonpyomo_leaf_types or not node.is_expression_type():\n531: if type(expr) in nonpyomo_leaf_types or not expr.is_expression_type():\n609: type(child) in nonpyomo_leaf_types\n734: c.__class__ in nonpyomo_leaf_types\n766: node.__class__ in nonpyomo_leaf_types\n785: c.__class__ in nonpyomo_leaf_types\n1181: if node.__class__ in nonpyomo_leaf_types:\n1216: if node.__class__ in nonpyomo_leaf_types:\n1368: if node.__class__ in nonpyomo_leaf_types:\n1420: if node.__class__ in nonpyomo_leaf_types:\n1462: if node.__class__ in nonpyomo_leaf_types:\n1511: if node.__class__ in nonpyomo_leaf_types:\n1561: elif arg.__class__ in nonpyomo_leaf_types:\n1598: if node.__class__ in nonpyomo_leaf_types:\n",
"stderr": "",
"exit_code": 0,
"budget_warning": "Only 4 tool call(s) remaining (26/30 used). Finalize your edits and call submit_patch soon."
}Generated tokens 43 tokens · stopped: STOP
Typo in my grep.<channel|><|tool_call>call:run_command{command:<|"|>grep -n "nonpyomo_leaf_types" pyomo/core/expr/visitor.py<|"|>}<tool_call|><|tool_response>
Turn 27at 435 s51 tokens out11,516 prompt tokens
Let's see line 25 and surrounding.
TOOL CALL · read_file
{
"end_line": 40,
"filepath": "pyomo/core/expr/visitor.py",
"start_line": 15
}Result of read_file 991 characters
{
"status": "ok",
"filepath": "pyomo/core/expr/visitor.py",
"content": "import logging\nimport sys\nfrom copy import deepcopy\nfrom collections import deque\n\nlogger = logging.getLogger('pyomo.core')\n\nfrom pyomo.common.deprecation import deprecated, deprecation_warning\nfrom pyomo.common.errors import DeveloperError, TemplateExpressionError\nfrom pyomo.common.numeric_types import (\n nonpyomo_leaf_types,\n native_types,\n native_numeric_types,\n value,\n)\nimport pyomo.core.expr.expr_common as common\nfrom pyomo.core.expr.symbol_map import SymbolMap\n\ntry:\n # sys._getframe is slightly faster than inspect's currentframe, but\n # is not guaranteed to exist everywhere\n currentframe = sys._getframe\nexcept AttributeError:\n currentframe = inspect.currentframe\n\n",
"start_line": 15,
"end_line": 40,
"total_lines": 1660,
"is_truncated": false,
"budget_warning": "Only 3 tool call(s) remaining (27/30 used). Finalize your edits and call submit_patch soon."
}Generated tokens 51 tokens · stopped: STOP
Let's see line 25 and surrounding.
<channel|><|tool_call>call:read_file{end_line:40,filepath:<|"|>pyomo/core/expr/visitor.py<|"|>,start_line:15}<tool_call|><|tool_response>
Turn 28at 437 s49 tokens out11,882 prompt tokens
It's imported from `pyomo.common.numeric_types`. Let's look at that file.
TOOL CALL · read_file
{
"filepath": "pyomo/common/numeric_types.py"
}Result of read_file 6,017 characters
{
"status": "ok",
"filepath": "pyomo/common/numeric_types.py",
"content": "# ___________________________________________________________________________\n#\n# Pyomo: Python Optimization Modeling Objects\n# Copyright (c) 2008-2022\n# National Technology and Engineering Solutions of Sandia, LLC\n# Under the terms of Contract DE-NA0003525 with National Technology and\n# Engineering Solutions of Sandia, LLC, the U.S. Government retains certain\n# rights in this software.\n# This software is distributed under the 3-clause BSD License.\n# ___________________________________________________________________________\n\nimport logging\nimport sys\n\nfrom pyomo.common.deprecation import deprecated, relocated_module_attribute\nfrom pyomo.common.errors import TemplateExpressionError\n\nlogger = logging.getLogger(__name__)\n\n#: Python set used to identify numeric constants, boolean values, strings\n#: and instances of\n#: :class:`NonNumericValue <pyomo.core.expr.numvalue.NonNumericValue>`,\n#: which is commonly used in code that walks Pyomo expression trees.\n#:\n#: :data:`nonpyomo_leaf_types` = :data:`native_types <pyomo.core.expr.numvalue.native_types>` + { :data:`NonNumericValue <pyomo.core.expr.numvalue.NonNumericValue>` }\nnonpyomo_leaf_types = set()\n\n# It is *significantly* faster to build the list of types we want to\n# test against as a \"static\" set, and not to regenerate it locally for\n# every call. Plus, this allows us to dynamically augment the set\n# with new \"native\" types (e.g., from NumPy)\n#\n# Note: These type sets are used in set_types.py for domain validation\n# For backward compatibility reasons, we include str in the set\n# of valid types for bool. We also avoid updating the numeric\n# and integer type sets when a new boolean type is registered\n# because not all boolean types exhibit numeric properties\n# (e.g., numpy.bool_)\n#\n\n#: Python set used to identify numeric constants. This set includes\n#: native Python types as well as numeric types from Python packages\n#: like numpy, which may be registered by users.\nnative_numeric_types = {int, float, complex}\nnative_integer_types = {int}\nnative_logical_types = {bool}\npyomo_constant_types = set() # includes NumericConstant\n\n_native_boolean_types = {int, bool, str, bytes}\nrelocated_module_attribute(\n 'native_boolean_types',\n 'pyomo.common.numeric_types._native_boolean_types',\n version='6.6.0',\n msg=\"The native_boolean_types set will be removed in the future: the set \"\n \"contains types that were convertible to bool, and not types that should \"\n \"be treated as if they were bool (as was the case for the other \"\n \"native_*_types sets). Users likely should use native_logical_types.\",\n)\n\n\n#: Python set used to identify numeric constants and related native\n#: types. This set includes\n#: native Python types as well as numeric types from Python packages\n#: like numpy.\n#:\n#: :data:`native_types` = :data:`native_numeric_types <pyomo.core.expr.numvalue.native_numeric_types>` + { str }\nnative_types = set([bool, str, type(None), slice, bytes])\nnative_types.update(native_numeric_types)\nnative_types.update(native_integer_types)\nnative_types.update(_native_boolean_types)\nnative_types.update(native_logical_types)\n\nnonpyomo_leaf_types.update(native_types)\n\n\ndef RegisterNumericType(new_type):\n \"\"\"\n A utility function for updating the set of types that are\n recognized to handle numeric values.\n\n The argument should be a class (e.g, numpy.float64).\n \"\"\"\n native_numeric_types.add(new_type)\n native_types.add(new_type)\n nonpyomo_leaf_types.add(new_type)\n\n\ndef RegisterIntegerType(new_type):\n \"\"\"\n A utility function for updating the set of types that are\n recognized to handle integer values. This also registers the type\n as numeric but does not register it as boolean.\n\n The argument should be a class (e.g., numpy.int64).\n \"\"\"\n native_numeric_types.add(new_type)\n native_integer_types.add(new_type)\n native_types.add(new_type)\n nonpyomo_leaf_types.add(new_type)\n\n\n@deprecated(\n \"The native_boolean_types set (and hence RegisterBooleanType) \"\n \"is deprecated. Users likely should use RegisterLogicalType.\",\n version='6.6.0',\n)\ndef RegisterBooleanType(new_type):\n \"\"\"\n A utility function for updating the set of types that are\n recognized as handling boolean values. This function does not\n register the type of integer or numeric.\n\n The argument should be a class (e.g., numpy.bool_).\n \"\"\"\n _native_boolean_types.add(new_type)\n native_types.add(new_type)\n nonpyomo_leaf_types.add(new_type)\n\n\ndef RegisterLogicalType(new_type):\n \"\"\"\n A utility function for updating the set of types that are\n recognized as handling boolean values. This function does not\n register the type of integer or numeric.\n\n The argument should be a class (e.g., numpy.bool_).\n \"\"\"\n _native_boolean_types.add(new_type)\n native_logical_types.add(new_type)\n native_types.add(new_type)\n nonpyomo_leaf_types.add(new_type)\n\n\ndef check_if_numeric_type(obj):\n \"\"\"Test if the argument behaves like a numeric type.\n\n We check for \"numeric types\" by checking if we can add zero to it\n without changing the object's type. If that works, then we register\n the type in native_numeric_types.\n\n \"\"\"\n obj_class = obj.__class__\n # Do not re-evaluate known native types\n if obj_class in native_types:\n return obj_class in native_numeric_types\n\n try:\n obj_plus_0 = obj + 0\n obj_p0_class = obj_plus_0.__class__\n # ensure that the object is comparable to 0 in a meaningful way",
"start_line": 1,
"end_line": 150,
"total_lines": 266,
"is_truncated": true,
"budget_warning": "Only 2 tool call(s) remaining (28/30 used). Finalize your edits and call submit_patch soon."
}Generated tokens 49 tokens · stopped: STOP
It's imported from `pyomo.common.numeric_types`. Let's look at that file.
<channel|><|tool_call>call:read_file{filepath:<|"|>pyomo/common/numeric_types.py<|"|>}<tool_call|><|tool_response>
Patch, tests and logs
Final code change Included
Test output Missing
Not saved for this rollout. Nothing has been inferred or reconstructed.
Test errors Missing
Not saved for this rollout. Nothing has been inferred or reconstructed.
Test report (JUnit) Missing
Not saved for this rollout. Nothing has been inferred or reconstructed.
Agent log Included
[ 0.0s] 📋 System Prompt: You are a principal Python software engineer resolving a repository issue in `/workspace`.
[ 0.0s] 🎯 Task Prompt: You are evaluating a software engineering task for repository Pyomo/pyomo.
[ 38.6s] 💭 (1554 chars) "The user is reporting a `KeyError` in Pyomo AD (Automatic Differentiation) when an
`Expression` has a constant value.
Th..."
[ 38.6s] 🔧 run_command (27 lines) python3 - <<'PY'
[ 39.2s] → error (exit 0):
[ 46.8s] 💭 (141 chars) "It seems `pint` is not installed, and the reproduction script uses `units=pyo.units.mol`. I
should remove the units to a..."
[ 46.8s] 🔧 run_command (27 lines) python3 - <<'PY'
[ 47.0s] 🔧
[ 54.4s] 💭 (363 chars) "The bug is reproduced. The `KeyError` occurs at:
`pyomo/core/expr/calculus/diff_with_pyomo.py`, line 331, in `_diff_Gene..."
[ 54.4s] 📖 read_file (pyomo/common/collections/component_map.py)
[ 54.4s] ✓ {'status': 'ok', 'filepath': 'pyomo/common/collections/component_map.py', 'content': '#
_______________________________…
[ 61.4s] 💭 (107 chars) "`ComponentMap` uses `id(obj)` as the key.
Now let's look at `pyomo/core/expr/calculus/diff_with_pyomo.py`."
[ 61.4s] 📖 read_file (pyomo/core/expr/calculus/diff_with_pyomo.py)
[ 61.4s] ✓ {'status': 'ok', 'filepath': 'pyomo/core/expr/calculus/diff_with_pyomo.py', 'content': '#
_____________________________…
[ 66.9s] 💭 (67 chars) "I need to see `_diff_GeneralExpression` and `_reverse_diff_helper`."
[ 66.9s] 📖 read_file (pyomo/core/expr/calculus/diff_with_pyomo.py)
[ 66.9s] ✓ {'status': 'ok', 'filepath': 'pyomo/core/expr/calculus/diff_with_pyomo.py', 'content': '#
_____________________________…
[ 87.5s] 💭 (756 chars) "I keep reading the first 150 lines because I didn't specify `start_line` correctly or it's
being ignored. Wait, I see wh..."
[ 87.5s] 📖 read_file (pyomo/core/expr/calculus/diff_with_pyomo.py)
[ 87.5s] ✓ {'status': 'ok', 'filepath': 'pyomo/core/expr/calculus/diff_with_pyomo.py', 'content': '#
_____________________________…
[ 92.2s] 💭 (122 chars) "I am having a lot of trouble with `read_file` not respecting `start_line`. I'll try to use
`run_command` to get the line..."
[ 92.2s] 🔧 run_command sed -n '310,484p' pyomo/core/expr/calculus/diff_with_pyomo.py
[ 92.3s] → val_dict: ComponentMap
[ 185.7s] 💭 (4719 chars) "The relevant function is:
```python
def _diff_GeneralExpression(node, val_dict, der_dict):
"""
Reverse automati..."
[ 185.7s] 🔧 run_command grep -n "nonpyomo_leaf_types" pyomo/core/expr/visitor.py
[ 185.8s] → 25: nonpyomo_leaf_types,
[ 239.8s] 💭 (54 chars) "I want to see the definition of `nonpyomo_leaf_types`."
[ 239.8s] 🔧 run_command grep -C 10 "nonpyomo_leaf_types =" pyomo/core/expr/visitor.py
[ 239.8s] → error (exit 0):
[ 242.6s] 💭 (117 chars) "I tried `grep "nonpyomo_leaf_types ="` and it failed. Let me just read the beginning of
`pyomo/core/expr/visitor.py`."
[ 242.6s] 📖 read_file (pyomo/core/expr/visitor.py)
[ 242.6s] ✓ {'status': 'ok', 'filepath': 'pyomo/core/expr/visitor.py', 'content': '#
______________________________________________…
[ 248.9s] 💭 (250 chars) "`nonpyomo_leaf_types` is imported from `pyomo.common.numeric_types`.
```python
from pyomo.common.numeric_types import (..."
[ 248.9s] 📖 read_file (pyomo/common/numeric_types.py)
[ 249.0s] ✓ {'status': 'ok', 'filepath': 'pyomo/common/numeric_types.py', 'content': '#
___________________________________________…
[ 264.1s] 💭 (991 chars) "`nonpyomo_leaf_types` includes `float`.
So `_LeafToRootVisitor.visiting_potential_leaf` should have added `2.0` to `der..."
[ 264.1s] 🔧 run_command grep -n "class ComponentMap" pyomo/common/collections.py
[ 264.1s] → error (exit 0):
[ 268.5s] 💭 (50 chars) "My apologies, let me find where `ComponentMap` is."
[ 268.5s] 🔧 run_command find pyomo -name "collections.py"
[ 268.5s] 🔧
[ 272.9s] 💭 (140 chars) "That's strange. In `diff_with_pyomo.py` it says:
`from pyomo.common.collections import ComponentMap, ComponentSet`
Let ..."
[ 272.9s] 🔧 run_command find pyomo/common -name "*.py"
[ 273.0s] → pyomo/common/plugins.py
[ 275.1s] 💭 (52 chars) "It's in `pyomo/common/collections/component_map.py`."
[ 275.1s] 📖 read_file (pyomo/common/collections/component_map.py)
[ 275.2s] ✓ {'status': 'ok', 'filepath': 'pyomo/common/collections/component_map.py', 'content': '#
_______________________________…
[ 305.4s] 💭 (1244 chars) "Wait, if `ComponentMap` uses `id(obj)`, then `der_dict[2.0]` should work regardless of
whether `2.0` is a "component" or..."
[ 305.4s] 🔧 run_command grep -n "def dfs_postorder_stack" pyomo/core/expr/visitor.py
[ 305.4s] → 861: def dfs_postorder_stack(self, node):
[ 362.9s] 💭 (53 chars) "There are two? That's strange. Let me check the file."
[ 362.9s] 📖 read_file (pyomo/core/expr/visitor.py)
[ 363.0s] ✓ {'status': 'ok', 'filepath': 'pyomo/core/expr/visitor.py', 'content': ' def dfs_postorder_stack(self,
node):\n …
[ 369.0s] 💭 (97 chars) "Wait, I see `dfs_postorder_stack` at line 861. There's another one at 1061. Let me see line
1061."
[ 369.0s] 📖 read_file (pyomo/core/expr/visitor.py)
[ 369.1s] ✓ {'status': 'ok', 'filepath': 'pyomo/core/expr/visitor.py', 'content': ' def dfs_postorder_stack(self,
expr):\n …
[ 379.0s] 💭 (402 chars) "Okay, that second one is just a wrapper.
Now, `_LeafToRootVisitor` (found in `diff_with_pyomo.py`) inherits from `Expre..."
[ 379.0s] 📖 read_file (pyomo/core/expr/calculus/diff_with_pyomo.py)
[ 379.0s] ✓ {'status': 'ok', 'filepath': 'pyomo/core/expr/calculus/diff_with_pyomo.py', 'content': '#
_____________________________…
[ 382.2s] 💭 (71 chars) "I need to see `_diff_GeneralExpression`. It's likely later in the file."
[ 382.2s] 🔧 run_command grep -n "def _diff_GeneralExpression" pyomo/core/expr/calculus/diff_with_pyomo.p
[ 382.3s] → 321:def _diff_GeneralExpression(node, val_dict, der_dict):
[ 385.3s] 💭 (27 chars) "Let's read around line 321."
[ 385.3s] 📖 read_file (pyomo/core/expr/calculus/diff_with_pyomo.py)
[ 385.4s] ✓ {'status': 'ok', 'filepath': 'pyomo/core/expr/calculus/diff_with_pyomo.py', 'content': 'def
_diff_GeneralExpression(node…
[ 387.7s] 💭 (43 chars) "And now let's look at `_LeafToRootVisitor`."
[ 387.7s] 🔧 run_command grep -n "class _LeafToRootVisitor" pyomo/core/expr/calculus/diff_with_pyomo.py
[ 387.7s] → 384:class _LeafToRootVisitor(ExpressionValueVisitor):
[ 389.8s] 💭 (26 chars) "Read `_LeafToRootVisitor`."
[ 389.8s] 📖 read_file (pyomo/core/expr/calculus/diff_with_pyomo.py)
[ 389.8s] ✓ {'status': 'ok', 'filepath': 'pyomo/core/expr/calculus/diff_with_pyomo.py', 'content': 'class
_LeafToRootVisitor(Express…
[ 406.8s] 💭 (785 chars) "Okay, let's analyze `_LeafToRootVisitor.visiting_potential_leaf`:
```python
def visiting_potential_leaf(self, node)..."
[ 406.8s] 🔧 run_command grep "nonpyomo_leaf_types =" pyomo/core/expr/visitor.py
[ 406.9s] → error (exit 0):
[ 408.5s] 💭 (30 chars) "Ah, let me just search for it."
[ 408.5s] 🔧 run_command grep -//n "nonpyomo_leaf_types" pyomo/core/expr/visitor.py
[ 408.6s] → error (exit 0):
[ 411.2s] 💭 (16 chars) "Typo in my grep."
[ 411.2s] 🔧 run_command grep -n "nonpyomo_leaf_types" pyomo/core/expr/visitor.py
[ 411.2s] → 25: nonpyomo_leaf_types,
[ 413.6s] 💭 (34 chars) "Let's see line 25 and surrounding."
[ 413.6s] 📖 read_file (pyomo/core/expr/visitor.py)
[ 413.7s] ✓ {'status': 'ok', 'filepath': 'pyomo/core/expr/visitor.py', 'content': "import logging\nimport sys\nfrom
copy import deep…
[ 415.7s] 💭 (73 chars) "It's imported from `pyomo.common.numeric_types`. Let's look at that file."
[ 415.7s] 📖 read_file (pyomo/common/numeric_types.py)
[ 415.8s] ✓ {'status': 'ok', 'filepath': 'pyomo/common/numeric_types.py', 'content': '#
___________________________________________…
Native result row
{
"agent_error": "Agent exceeded session timeout (7.5 min)",
"duration_seconds": 473.28,
"error": "Empty agent patch",
"grade": {
"error": "Empty agent patch",
"resolved": false,
"strict_clean_patch": false,
"test_exit_code": -1
},
"instance_id": "pyomo__pyomo-3017",
"pass_idx": 0,
"patch_chars": 0,
"phase1_seconds": 473.28,
"repo": "Pyomo/pyomo",
"request_log_path": "/kaggle-root/working/r31/rollouts_X/requests/pyomo__pyomo-3017__p0__r6.jsonl",
"resolved": false,
"rollout_idx": 6,
"run_key": "pyomo__pyomo-3017__p0__r6",
"strict_clean_patch": false,
"tool_calls": 28,
"total_llm_calls": 28,
"trace_path": "/kaggle-root/working/r31/rollouts_X/traces/trace_pyomo__pyomo-3017__p0__r6.json"
}