diff --git a/.github/ISSUE_TEMPLATE/bug_report_template.yaml b/.github/ISSUE_TEMPLATE/bug_report_template.yaml index df58cdffcff0a..bc4594184db93 100644 --- a/.github/ISSUE_TEMPLATE/bug_report_template.yaml +++ b/.github/ISSUE_TEMPLATE/bug_report_template.yaml @@ -27,17 +27,6 @@ body: - Other validations: required: true - - type: dropdown - id: contribution - attributes: - label: Willingness to contribute - description: The MLflow Community encourages bug fix contributions. Would you or another member of your organization be willing to contribute a fix for this bug to the MLflow code base? - options: - - Yes. I can contribute a fix for this bug independently. - - Yes. I would be willing to contribute a fix for this bug with guidance from the MLflow community. - - No. I cannot contribute a bug fix at this time. - validations: - required: true - type: textarea validations: diff --git a/.github/ISSUE_TEMPLATE/ui_bug_report_template.yaml b/.github/ISSUE_TEMPLATE/ui_bug_report_template.yaml index 327e8b5cabc20..7238e79801a7c 100644 --- a/.github/ISSUE_TEMPLATE/ui_bug_report_template.yaml +++ b/.github/ISSUE_TEMPLATE/ui_bug_report_template.yaml @@ -9,15 +9,7 @@ body: value: | Thank you for submitting an issue. Please refer to our [issue policy](https://www.github.com/mlflow/mlflow/blob/master/ISSUE_POLICY.md) for additional information about bug reports. For help with debugging your code, please refer to [Stack Overflow](https://stackoverflow.com/questions/tagged/mlflow). #### Please fill in this UI bug report template to ensure a timely and thorough response. - - type: dropdown - id: contribution - attributes: - label: Willingness to contribute - description: The MLflow Community encourages bug fix contributions. Would you or another member of your organization be willing to contribute a fix for this bug to the MLflow code base? - options: - - Yes. I can contribute a fix for this bug independently. - - Yes. I would be willing to contribute a fix for this bug with guidance from the MLflow community. - - No. I cannot contribute a bug fix at this time. + validations: required: true diff --git a/.github/stale.yml b/.github/stale.yml deleted file mode 100644 index 96f149d8c8167..0000000000000 --- a/.github/stale.yml +++ /dev/null @@ -1,49 +0,0 @@ -# Configuration for probot-stale - https://github.com/probot/stale - -# Number of days of inactivity before an Issue or Pull Request becomes stale -daysUntilStale: 10000 - -# Number of days of inactivity before an Issue or Pull Request with the stale label is closed. -# Set to false to disable. If disabled, issues still need to be closed manually, but will remain marked as stale. -daysUntilClose: false - -# Only issues or pull requests with all of these labels are check if stale. Defaults to `[]` (disabled) -onlyLabels: [] - -# Issues or Pull Requests with these labels will never be considered stale. Set to `[]` to disable -exemptLabels: - - enhancement - - will-fix - -# Set to true to ignore issues in a project (defaults to false) -exemptProjects: false - -# Set to true to ignore issues in a milestone (defaults to false) -exemptMilestones: false - -# Set to true to ignore issues with an assignee (defaults to false) -exemptAssignees: false - -# Label to use when marking as stale -staleLabel: needs author feedback - -# Comment to post when marking as stale. Set to `false` to disable -markComment: > - This issue has been automatically marked as stale because it has not had - recent activity. It will be closed if no further activity occurs. Thank you - for your contributions. - -# Comment to post when removing the stale label. -#unmarkComment: > -# Thank you for interacting with this issue! Removing the stale label! - -# Comment to post when closing a stale Issue or Pull Request. -closeComment: > - This issue has not been interacted with for 365 days since it was marked as stale! As such, the - issue is now closed. If you have this issue or more information, please re-open the issue! - -# Limit the number of actions per hour, from 1-30. Default is 30 -limitPerRun: 30 - -# Limit to only `issues` or `pulls` -only: issues diff --git a/.github/workflows/autoformat.js b/.github/workflows/autoformat.js index 95f49fe5f756b..2461aa2fec398 100644 --- a/.github/workflows/autoformat.js +++ b/.github/workflows/autoformat.js @@ -25,7 +25,7 @@ const shouldAutoformat = (comment) => { return isNewCommand(comment) || isOldCommand(comment); }; -const getPullInformation = async (context, github) => { +const getPullInfo = async (context, github) => { const { owner, repo } = context.repo; const pull_number = context.issue.number; const pr = await github.rest.pulls.get({ owner, repo, pull_number }); @@ -68,7 +68,7 @@ const createReaction = async (context, github) => { }; const createStatus = async (context, github, core) => { - const { head_sha, head_ref, repository } = await getPullInformation(context, github); + const { head_sha, head_ref, repository } = await getPullInfo(context, github); if (repository === "mlflow/mlflow" && head_ref === "master") { core.setFailed("Running autoformat bot against master branch of mlflow/mlflow is not allowed."); } @@ -83,7 +83,7 @@ const updateStatus = async (context, github, sha, needs) => { module.exports = { shouldAutoformat, - getPullInformation, + getPullInfo, createReaction, createStatus, updateStatus, diff --git a/.github/workflows/autoformat.yml b/.github/workflows/autoformat.yml index 805cc3e7d4407..94473a4bf3472 100644 --- a/.github/workflows/autoformat.yml +++ b/.github/workflows/autoformat.yml @@ -48,6 +48,7 @@ jobs: await autoformat.createReaction(context, github); await autoformat.createStatus(context, github, core); } + const pullInfo = await autoformat.getPullInfo(context, github); return { ...pullInfo, shouldAutoformat }; format: diff --git a/.github/workflows/examples.yml b/.github/workflows/examples.yml index 7e5e292abbfa3..0111974184bc0 100644 --- a/.github/workflows/examples.yml +++ b/.github/workflows/examples.yml @@ -91,7 +91,6 @@ jobs: - name: Remove conda environments run: | - conda remove --all --yes --name test-environment ./dev/remove-conda-envs.sh - name: Show disk usage diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml index a7ab3033cf933..e862da44b5eb5 100644 --- a/.github/workflows/lint.yml +++ b/.github/workflows/lint.yml @@ -11,6 +11,9 @@ on: branches: - master - branch-[0-9]+.[0-9]+ + merge_group: + types: + - checks_requested permissions: contents: read diff --git a/.github/workflows/patch.js b/.github/workflows/patch.js index 7ec48dd0e4384..2b992eff123a1 100644 --- a/.github/workflows/patch.js +++ b/.github/workflows/patch.js @@ -51,7 +51,7 @@ module.exports = async ({ context, github, core }) => { const version = releases.data[0].tag_name.replace("v", ""); const [major, minor, micro] = version.replace(/rc\d+$/, "").split("."); const nextMicro = version.includes("rc") ? micro : (parseInt(micro) + 1).toString(); - const label = `patch-${major}.${minor}.${nextMicro}`; + const label = `v${major}.${minor}.${nextMicro}`; await github.rest.issues.addLabels({ owner, repo, diff --git a/.github/workflows/protect.yml b/.github/workflows/protect.yml index 8f02380a2709f..0041d53915369 100644 --- a/.github/workflows/protect.yml +++ b/.github/workflows/protect.yml @@ -1,3 +1,6 @@ +# This job prevents accidental auto-merging of PRs when jobs that are conditionally +# triggered (for example, those defined in `cross-version-tests.yml`) are either still +# in the process of running or have resulted in failures. name: Protect on: @@ -7,6 +10,9 @@ on: - synchronize - reopened - ready_for_review + merge_group: + types: + - checks_requested permissions: contents: read @@ -17,9 +23,8 @@ concurrency: jobs: protect: - # This job prevents accidental auto-merging of PRs when jobs that are conditionally - # triggered (for example, those defined in `cross-version-tests.yml`) are either still - # in the process of running or have resulted in failures. + # Skip this job in a merge queue + if: github.event_name == 'pull_request' runs-on: ubuntu-latest timeout-minutes: 120 steps: diff --git a/.github/workflows/protobuf-cross-test.yml b/.github/workflows/protobuf-cross-test.yml index 94b282c57fa9d..30313ec614227 100644 --- a/.github/workflows/protobuf-cross-test.yml +++ b/.github/workflows/protobuf-cross-test.yml @@ -9,12 +9,14 @@ on: - ready_for_review paths: - "mlflow/protos/**" + - .github/workflows/protobuf-cross-test.yml push: branches: - master - branch-[0-9]+.[0-9]+ paths: - "mlflow/protos/**" + - .github/workflows/protobuf-cross-test.yml permissions: contents: read @@ -68,7 +70,7 @@ jobs: # Install TensorFlow to test TensorFlow dataset usage with MLflow dataset tracking pip install tensorflow # Install torch and transformers to test metrics - pip install torch transformers + pip install torch transformers tf-keras pip install -r requirements/test-requirements.txt # Test the latest minor version in protobuf_major_version pip install "protobuf==${{ matrix.protobuf_major_version }}.*" diff --git a/.github/workflows/protos.yml b/.github/workflows/protos.yml index edd006a7c6f77..ad39db3476c79 100644 --- a/.github/workflows/protos.yml +++ b/.github/workflows/protos.yml @@ -11,7 +11,9 @@ on: - .github/workflows/protos.yml - mlflow/protos/** - mlflow/java/client/src/main/java/com/databricks/api/proto/** - - mlflow/server/graphql/** # graphql related code changes could trigger changes in the autogenerated schema + # graphql related code changes could trigger changes in the autogenerated schema + - mlflow/server/graphql/** + - mlflow/server/js/src/graphql/** - requirements/skinny-requirements.txt - requirements/core-requirements.txt diff --git a/.github/workflows/require-core-maintainer-approval.js b/.github/workflows/require-core-maintainer-approval.js index 24a62bbd49d99..5ee725370b0df 100644 --- a/.github/workflows/require-core-maintainer-approval.js +++ b/.github/workflows/require-core-maintainer-approval.js @@ -6,6 +6,7 @@ const CORE_MAINTAINERS = new Set([ "gabrielfu", "harupy", "serena-ruan", + "TomeHirata", "WeichenXu123", "xq-yin", ]); diff --git a/.github/workflows/slow-tests.yml b/.github/workflows/slow-tests.yml index 1d12204ba3e03..b5f1f5f7b9d24 100644 --- a/.github/workflows/slow-tests.yml +++ b/.github/workflows/slow-tests.yml @@ -71,7 +71,8 @@ jobs: source ./dev/install-common-deps.sh --ml # transformers requires `tf-keras` when keras 3.0 is installed. # See https://github.com/huggingface/transformers/issues/27377 for more details. - python -m pip install langchain_experimental tf-keras + # Installing pyarrow < 18 to prevent lightgbm test pip installation resolution conflicts. + python -m pip install langchain_experimental tf-keras "pyarrow<18" - uses: ./.github/actions/show-versions - uses: ./.github/actions/pipdeptree - name: Run tests diff --git a/.github/workflows/stale.yml b/.github/workflows/stale.yml deleted file mode 100644 index a2d46724628d4..0000000000000 --- a/.github/workflows/stale.yml +++ /dev/null @@ -1,32 +0,0 @@ -name: Stale -on: - schedule: - - cron: "0 0 * * *" - -permissions: - contents: read - -jobs: - stale: - runs-on: ubuntu-latest - timeout-minutes: 10 - if: github.event_name != 'schedule' || github.repository == 'mlflow/mlflow' - permissions: - issues: write # harupy/stale - pull-requests: write # harupy/stale - steps: - - uses: harupy/stale@mlflow-stale-bot - with: - repo-token: ${{ secrets.GITHUB_TOKEN }} - stale-issue-message: "This issue is stale because it has been open 14 days with no activity. Remove stale label or comment or this will be closed in 35 days." - close-issue-message: "This issue was closed because it has been stalled for 14 days with no activity." - days-before-stale: 14 - days-before-close: 35 - # Only process issues created after 2022-07-01 as an experiment. We can remove this option - # once we confirm the bot works fine. - start-date: "2022-07-01T00:00:00Z" - # Prevent the bot from staling/closing PRs - days-before-pr-stale: -1 - days-before-pr-close: -1 - days-before-triage-reminder: 7 - days-before-reply-reminder: 14 diff --git a/.github/workflows/team-review.yml b/.github/workflows/team-review.yml index 9ef92e2c0afe4..571b6cfd9a341 100644 --- a/.github/workflows/team-review.yml +++ b/.github/workflows/team-review.yml @@ -22,6 +22,7 @@ jobs: "daniellok-db", "harupy", "serena-ruan", + "TomeHirata", "WeichenXu123", "xq-yin", ]; diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index 010d73bed6f65..97679e61892ea 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -66,6 +66,7 @@ MLflow is currently maintained by the following core members with significant co - [Serena Ruan](https://github.com/serena-ruan) - [Yuki Watanabe](https://github.com/B-Step62) - [Daniel Lok](https://github.com/daniellok-db) +- [Tomu Hirata](https://github.com/TomeHirata) - [Gabriel Fu](https://github.com/gabrielfu) ## Contribution process diff --git a/README.rst b/README.rst index 10d506995d19e..09255b7e86fc4 100644 --- a/README.rst +++ b/README.rst @@ -78,7 +78,7 @@ Packages Job Statuses -|examples| |cross-version-tests| |r-devel| |test-requirements| |stale| |push-images| |slow-tests| |website-e2e| +|examples| |cross-version-tests| |r-devel| |test-requirements| |push-images| |slow-tests| |website-e2e| .. |examples| image:: https://img.shields.io/github/actions/workflow/status/mlflow-automation/mlflow/examples.yml.svg?branch=master&event=schedule&label=Examples&style=for-the-badge&logo=github :target: https://github.com/mlflow-automation/mlflow/actions/workflows/examples.yml?query=workflow%3AExamples+event%3Aschedule @@ -89,8 +89,6 @@ Job Statuses :target: https://github.com/mlflow-automation/mlflow/actions/workflows/r.yml?query=workflow%3AR+event%3Aschedule .. |test-requirements| image:: https://img.shields.io/github/actions/workflow/status/mlflow-automation/mlflow/requirements.yml.svg?branch=master&event=schedule&label=test%20requirements&logo=github&style=for-the-badge :target: https://github.com/mlflow-automation/mlflow/actions/workflows/requirements.yml?query=workflow%3A"Test+requirements"+event%3Aschedule -.. |stale| image:: https://img.shields.io/github/actions/workflow/status/mlflow/mlflow/stale.yml.svg?branch=master&event=schedule&label=stale&logo=github&style=for-the-badge - :target: https://github.com/mlflow/mlflow/actions?query=workflow%3AStale+event%3Aschedule .. |push-images| image:: https://img.shields.io/github/actions/workflow/status/mlflow/mlflow/push-images.yml.svg?event=release&label=push-images&logo=github&style=for-the-badge :target: https://github.com/mlflow/mlflow/actions/workflows/push-images.yml?query=event%3Arelease .. |slow-tests| image:: https://img.shields.io/github/actions/workflow/status/mlflow-automation/mlflow/slow-tests.yml.svg?branch=master&event=schedule&label=slow-tests&logo=github&style=for-the-badge @@ -215,3 +213,4 @@ MLflow is currently maintained by the following core members with significant co - `Serena Ruan `_ - `Weichen Xu `_ - `Yuki Watanabe `_ +- `Tomu Hirata `_ diff --git a/dev/check_patch_prs.py b/dev/check_patch_prs.py index 3e0d8fdc60def..12ec47fb5418f 100644 --- a/dev/check_patch_prs.py +++ b/dev/check_patch_prs.py @@ -65,9 +65,9 @@ def is_closed(pr): def fetch_patch_prs(version): """ - Fetch PRs labeled with `patch-{version}` from the MLflow repository. + Fetch PRs labeled with `v{version}` from the MLflow repository. """ - label = f"patch-{version}" + label = f"v{version}" per_page = 100 page = 1 pulls = [] diff --git a/dev/clint/src/clint/__init__.py b/dev/clint/src/clint/__init__.py index c567ca1359223..e8935e74bf5b7 100644 --- a/dev/clint/src/clint/__init__.py +++ b/dev/clint/src/clint/__init__.py @@ -35,7 +35,7 @@ def main(): args = Args.parse() with ProcessPoolExecutor() as pool: futures = [ - pool.submit(lint_file, Path(f)) + pool.submit(lint_file, Path(f), config) for f in args.files if not EXCLUDE_REGEX.match(f) and os.path.exists(f) ] diff --git a/dev/clint/src/clint/config.py b/dev/clint/src/clint/config.py index 4fd88a1f0bd34..12c0642977ddc 100644 --- a/dev/clint/src/clint/config.py +++ b/dev/clint/src/clint/config.py @@ -8,10 +8,13 @@ @dataclass class Config: exclude: list[str] + # Path -> List of modules that should not be imported globally under that path + forbidden_top_level_imports: dict[str, list[str]] @classmethod def load(cls) -> Config: with open("pyproject.toml", "rb") as f: data = tomli.load(f) exclude = data["tool"]["clint"]["exclude"] - return cls(exclude) + forbidden_imports = data["tool"]["clint"]["forbidden-top-level-imports"] + return cls(exclude, forbidden_imports) diff --git a/dev/clint/src/clint/linter.py b/dev/clint/src/clint/linter.py index c8510ef47e902..9bf385973661d 100644 --- a/dev/clint/src/clint/linter.py +++ b/dev/clint/src/clint/linter.py @@ -1,16 +1,18 @@ from __future__ import annotations import ast +import fnmatch import json import re import textwrap import tokenize from dataclasses import dataclass from pathlib import Path -from typing import Any, Iterator +from typing import Any, Iterator, Union from clint import rules from clint.builtin import BUILTIN_MODULES +from clint.config import Config PARAM_REGEX = re.compile(r"\s+:param\s+\w+:", re.MULTILINE) RETURN_REGEX = re.compile(r"\s+:returns?:", re.MULTILINE) @@ -166,17 +168,21 @@ def _parse_docstring_args(docstring: str) -> list[str]: class Linter(ast.NodeVisitor): - def __init__(self, *, path: Path, ignore: dict[str, set[int]], cell: int | None = None): + def __init__( + self, *, path: Path, config: Config, ignore: dict[str, set[int]], cell: int | None = None + ): """ Lints a Python file. Args: path: Path to the file being linted. + config: Linter configuration declared within the pyproject.toml file. ignore: Mapping of rule name to line numbers to ignore. cell: Index of the cell being linted in a Jupyter notebook. """ self.stack: list[ast.AST] = [] self.path = path + self.config = config self.ignore = ignore self.cell = cell self.violations: list[Violation] = [] @@ -212,11 +218,14 @@ def _no_rst(self, node: ast.FunctionDef | ast.AsyncFunctionDef) -> None: self._check(nd, rules.NoRst()) def _is_in_function(self) -> bool: - return bool(self.stack) + return self.stack and isinstance(self.stack[-1], (ast.FunctionDef, ast.AsyncFunctionDef)) def _is_in_class(self) -> bool: return self.stack and isinstance(self.stack[-1], ast.ClassDef) + def _is_at_top_level(self) -> bool: + return not self.stack + def _parse_func_args(self, func: ast.FunctionDef | ast.AsyncFunctionDef) -> list[str]: args: list[str] = [] for arg in func.args.posonlyargs: @@ -259,6 +268,13 @@ def _mlflow_class_name(self, node: ast.ClassDef) -> None: if "MLflow" in node.name or "MLFlow" in node.name: self._check(Location.from_node(node), rules.MlflowClassName()) + def _is_in_test(self) -> bool: + return ( + self.path.name.startswith("test_") + and self.stack + and self.stack[-1].name.startswith("test_") + ) + def visit_ClassDef(self, node: ast.ClassDef) -> None: self.stack.append(node) self._no_rst(node) @@ -321,13 +337,32 @@ def visit_Import(self, node: ast.Import) -> None: for alias in node.names: if alias.name.split(".", 1)[0] in BUILTIN_MODULES: self._check(Location.from_node(node), rules.LazyBuiltinImport()) + + if self._is_at_top_level(): + for alias in node.names: + self._check_forbidden_top_level_import(node, alias.name.split(".", 1)[0]) + self.generic_visit(node) def visit_ImportFrom(self, node: ast.ImportFrom) -> None: if self._is_in_function() and node.module.split(".", 1)[0] in BUILTIN_MODULES: self._check(Location.from_node(node), rules.LazyBuiltinImport()) + + if self._is_at_top_level(): + self._check_forbidden_top_level_import(node, node.module) + self.generic_visit(node) + def _check_forbidden_top_level_import( + self, node: Union[ast.Import, ast.ImportFrom], module: str + ) -> None: + for file_pat, libs in self.config.forbidden_top_level_imports.items(): + if fnmatch.fnmatch(str(self.path), file_pat) and module in libs: + self._check( + Location.from_node(node), + rules.ForbiddenTopLevelImport(module=module), + ) + def visit_Call(self, node: ast.Call) -> None: if ( self.path.parts[0] in ["tests", "mlflow"] @@ -340,8 +375,35 @@ def visit_AnnAssign(self, node: ast.AnnAssign) -> None: if rules.ImplicitOptional.check(node): self._check(Location.from_node(node), rules.ImplicitOptional()) + @staticmethod + def _is_os_environ(node: ast.AST) -> bool: + return ( + isinstance(node, ast.Attribute) + and isinstance(node.value, ast.Name) + and node.value.id == "os" + and node.attr == "environ" + ) + + def visit_Assign(self, node: ast.Assign): + if self._is_in_test(): + if ( + len(node.targets) == 1 + and isinstance(node.targets[0], ast.Subscript) + and self._is_os_environ(node.targets[0].value) + ): + self._check(Location.from_node(node), rules.OsEnvironSetInTest()) + + def visit_Delete(self, node: ast.Delete): + if self._is_in_test(): + if ( + len(node.targets) == 1 + and isinstance(node.targets[0], ast.Subscript) + and self._is_os_environ(node.targets[0].value) + ): + self._check(Location.from_node(node), rules.OsEnvironDeleteInTest()) + -def _lint_cell(path: Path, cell: dict[str, Any], index: int) -> list[Violation]: +def _lint_cell(path: Path, config: Config, cell: dict[str, Any], index: int) -> list[Violation]: type_ = cell.get("cell_type") if type_ != "code": return [] @@ -357,20 +419,20 @@ def _lint_cell(path: Path, cell: dict[str, Any], index: int) -> list[Violation]: # Ignore non-python cells such as `!pip install ...` return [] - linter = Linter(path=path, ignore=ignore_map(src), cell=index) + linter = Linter(path=path, config=config, ignore=ignore_map(src), cell=index) linter.visit(tree) return linter.violations -def lint_file(path: Path) -> list[Violation]: +def lint_file(path: Path, config: Config) -> list[Violation]: code = path.read_text() if path.suffix == ".ipynb": if cells := json.loads(code).get("cells"): violations = [] for idx, cell in enumerate(cells, start=1): - violations.extend(_lint_cell(path, cell, idx)) + violations.extend(_lint_cell(path, config, cell, idx)) return violations else: - linter = Linter(path=path, ignore=ignore_map(code)) + linter = Linter(path=path, config=config, ignore=ignore_map(code)) linter.visit(ast.parse(code)) return linter.violations diff --git a/dev/clint/src/clint/rules.py b/dev/clint/src/clint/rules.py index 357d823ae194b..59d894ffe941c 100644 --- a/dev/clint/src/clint/rules.py +++ b/dev/clint/src/clint/rules.py @@ -168,3 +168,33 @@ def _is_none(value: ast.AnnAssign) -> bool: Returns True if `value` represents `None`. """ return isinstance(value, ast.Constant) and value.value is None + + +class OsEnvironSetInTest(Rule): + def _id(self) -> str: + return "MLF0011" + + def _message(self) -> str: + return "Do not set `os.environ` in test directly. Use `monkeypatch.setenv` (https://docs.pytest.org/en/stable/reference/reference.html#pytest.MonkeyPatch.setenv)." + + +class OsEnvironDeleteInTest(Rule): + def _id(self) -> str: + return "MLF0012" + + def _message(self) -> str: + return "Do not delete `os.environ` in test directly. Use `monkeypatch.delenv` (https://docs.pytest.org/en/stable/reference/reference.html#pytest.MonkeyPatch.delenv)." + + +class ForbiddenTopLevelImport(Rule): + def __init__(self, module: str) -> None: + self.module = module + + def _id(self) -> str: + return "MLF0013" + + def _message(self) -> str: + return ( + f"Importing module `{self.module}` at the top level is not allowed " + "in this file. Use lazy import instead." + ) diff --git a/dev/dev-env-setup.sh b/dev/dev-env-setup.sh index 8eef6dce17d2e..80755b3930a6c 100755 --- a/dev/dev-env-setup.sh +++ b/dev/dev-env-setup.sh @@ -124,10 +124,8 @@ quiet_command(){ minor_to_micro() { case $1 in - "3.7") echo "3.7.14" ;; - "3.8") echo "3.8.13" ;; - "3.9") echo "3.9.13" ;; - "3.10") echo "3.10.4" ;; + "3.9") echo "3.9.20" ;; + "3.10") echo "3.10.13" ;; esac } @@ -216,7 +214,7 @@ check_and_install_pyenv() { check_and_install_min_py_version() { # Get the minimum supported version for development purposes - min_py_version="3.8" + min_py_version="3.9" echo "The minimum version of Python to ensure backwards compatibility for MLflow development is: $( tput bold @@ -244,7 +242,6 @@ check_and_install_min_py_version() { pyenv local "$PY_INSTALL_VERSION" pyenv exec pip install $(quiet_command) --upgrade pip pyenv exec pip install $(quiet_command) virtualenv - pyenv exec pip install $(quiet_command) pre-commit } # Check if the virtualenv already exists at the specified path @@ -278,13 +275,13 @@ create_virtualenv() { install_mlflow_and_dependencies() { # Install current checked out version of mlflow (local) pip install -e .[extras] - + echo "Installing pip dependencies for development environment." if [[ -n "$full" ]]; then # Install dev requirements pip install -r "$rd/dev-requirements.txt" # Install test plugin - pip install -e "$MLFLOW_HOME/tests/resources//mlflow-test-plugin" + pip install -e "$MLFLOW_HOME/tests/resources/mlflow-test-plugin" else files=("$rd/test-requirements.txt" "$rd/lint-requirements.txt" "$rd/doc-requirements.txt") for r in "${files[@]}"; do diff --git a/dev/test-dev-env-setup.sh b/dev/test-dev-env-setup.sh index 1dc9c0cfe1de9..b356fdf7b9b5e 100755 --- a/dev/test-dev-env-setup.sh +++ b/dev/test-dev-env-setup.sh @@ -21,7 +21,7 @@ export REPO_ROOT # Run the installation of the environment DEV_DIR=$REPO_ROOT/.venvs/mlflow-dev -"$REPO_ROOT"/dev/dev-env-setup.sh -d "$DEV_DIR" -f +"$REPO_ROOT"/dev/dev-env-setup.sh -d "$DEV_DIR" source "$DEV_DIR/bin/activate" @@ -33,7 +33,7 @@ if [ -z "$SKLEARN_VER" ]; then err=$((err + 1)) fi -min_py_version="3.8" +min_py_version="3.9" installed_py_version=$(python --version | grep -E -o "([0-9]{1,}\.[0-9]{1,})") # shellcheck disable=SC2053 diff --git a/docs/api_reference/source/conf.py b/docs/api_reference/source/conf.py index 8e4b414bdf6ce..0475e51f60c37 100644 --- a/docs/api_reference/source/conf.py +++ b/docs/api_reference/source/conf.py @@ -358,12 +358,10 @@ ("py:class", "PIL.Image.Image"), ("py:class", "mlflow.deployments.base.BaseDeploymentClient"), ("py:class", "Endpoint"), - ("py:class", "mlflow.types.schema.Array"), ("py:class", "mlflow.types.schema.DataType"), ("py:class", "mlflow.types.schema.ColSpec"), ("py:class", "mlflow.types.schema.TensorSpec"), ("py:class", "mlflow.types.schema.Schema"), - ("py:class", "mlflow.types.schema.Object"), ("py:class", "mlflow.types.schema.ParamSchema"), ("py:class", "mlflow.types.schema.ParamSpec"), ("py:class", "opentelemetry.trace.span.Span"), diff --git a/docs/api_reference/source/python_api/mlflow.types.rst b/docs/api_reference/source/python_api/mlflow.types.rst index ac4f6d19c2a1f..d9ef81cb2891b 100644 --- a/docs/api_reference/source/python_api/mlflow.types.rst +++ b/docs/api_reference/source/python_api/mlflow.types.rst @@ -8,5 +8,8 @@ mlflow.types .. automodule:: mlflow.types.llm :members: +.. automodule:: mlflow.types.schema + :members: Array, Map, Object + .. automodule:: mlflow.types.llm._BaseDataclass :undoc-members: diff --git a/docs/rst_to_migrate/getting-started/registering-first-model/step3-load-model.rst b/docs/rst_to_migrate/getting-started/registering-first-model/step3-load-model.rst index 6726b8fbb9bb7..11dd983149545 100644 --- a/docs/rst_to_migrate/getting-started/registering-first-model/step3-load-model.rst +++ b/docs/rst_to_migrate/getting-started/registering-first-model/step3-load-model.rst @@ -84,7 +84,7 @@ In the prior page, we added a model version alias to our model, but here's a pro model_name, model_version_alias, "1" ) # Duplicate of step in UI - # Get informawtion about the model + # Get information about the model model_info = client.get_model_version_by_alias(model_name, model_version_alias) model_tags = model_info.tags print(model_tags) diff --git a/docs/rst_to_migrate/llms/langchain/autologging.rst b/docs/rst_to_migrate/llms/langchain/autologging.rst index 252cbc79de49a..dd4ebe523507e 100644 --- a/docs/rst_to_migrate/llms/langchain/autologging.rst +++ b/docs/rst_to_migrate/llms/langchain/autologging.rst @@ -74,10 +74,6 @@ MLflow LangChain autologging can log various information about the model and its - ``false`` - ``log_input_examples`` - If set to ``True``, input examples from inference data are collected and logged along with LangChain model artifacts during inference. This option is only available when ``log_models`` is enabled. - * - Inputs and Outputs (**Deprecated**) - - ``false`` - - ``log_inputs_outputs`` - - If set to ``True``, the inputs and outputs will be logged when the model is invoked. This feature is deprecated and will be removed in the future. Please use ``log_traces`` instead. For example, to disable logging of traces, and instead enable model logging, run the following code: @@ -209,90 +205,3 @@ There are a few type of models that MLflow LangChain autologging does not suppor For certain models that LangChain does not support native saving or loading, we will pickle the object when saving it. Due to this functionality, your cloudpickle version must be consistent between the saving and loading environments to ensure that object references resolve properly. For further guarantees of correct object representation, you should ensure that your environment has `pydantic` installed with at least version 2. - - -Documentation for Old Versions ------------------------------- - -MLflow LangChain Autologging feature is largely renewed in ``MLflow 2.14.0``. If you are using the earlier version of MLflow, please refer to following documentation. - -.. note:: - To use MLflow LangChain autologging, please upgrade langchain to **version 0.1.0** or higher. - Depending on your existing environment, you may need to manually install langchain_community>=0.0.16 in order to enable the automatic logging of artifacts and metrics. (this behavior will be modified in the future to be an optional import) - If autologging doesn't log artifacts as expected, please check the warning messages in `stdout` logs. - For langchain_community==0.0.16, you will need to install the `textstat` and `spacy` libraries manually, as well as restarting any active interactive environment (i.e., a notebook environment). On Databricks, you can achieve this via executing `dbutils.library.restartPython()` to force the Python REPL to restart, allowing the newly installed libraries to be available. - -MLflow langchain autologging injects `MlflowCallbackHandler `_ into the langchain model inference process to log -metrics and artifacts automatically. We will only log the model if both `log_models` is set to `True` when calling :py:func:`mlflow.langchain.autolog` and the objects being invoked are within the supported model types: `Chain`, `AgentExecutor`, `BaseRetriever`, `RunnableSequence`, `RunnableParallel`, `RunnableBranch`, `SimpleChatModel`, `ChatPromptTemplate`, -`RunnableLambda`, `RunnablePassthrough`. Additional model types will be supported in the future. - -.. note:: - We patch the `invoke` function for all supported langchain models, the `__call__` function for Chains and AgentExecutors models, and `get_relevant_documents` function for BaseRetrievers so that only when those functions are called will MLflow automatically log metrics and artifacts. - If the model contains retrievers, we don't support autologging the model because it requires saving `loader_fn` and `persist_dir` in order to load the model. Please log the model manually if you want to log the model with retrievers. - -The following metrics and artifacts are logged by default (depending on the models involved): - -Artifacts: - +-----------------------------------------------+---------------------------------------------------------------------------+ - | Artifact name | Explanation | - +-----------------------------------------------+---------------------------------------------------------------------------+ - | table_action_records.html | Each action's details, including chains, tools, llms, agents, retrievers. | - +-----------------------------------------------+---------------------------------------------------------------------------+ - | table_session_analysis.html | Details about prompt and output for each prompt step; token usages; | - | | text analysis metrics | - +-----------------------------------------------+---------------------------------------------------------------------------+ - | chat_html.html | LLM input and output details | - +-----------------------------------------------+---------------------------------------------------------------------------+ - | llm_start_x_prompt_y.json | Includes prompt and kwargs passed during llm `generate` call | - +-----------------------------------------------+---------------------------------------------------------------------------+ - | llm_end_x_generation_y.json | Includes llm_output of the LLM result | - +-----------------------------------------------+---------------------------------------------------------------------------+ - | ent-.html | Visualization of the generation text using spacy "en_core_web_sm" model | - | | with style ent (if spacy is installed and the model is downloaded) | - +-----------------------------------------------+---------------------------------------------------------------------------+ - | dep-.html | Visualization of the generation text using spacy "en_core_web_sm" model | - | | with style dep (if spacy is installed and the model is downloaded) | - +-----------------------------------------------+---------------------------------------------------------------------------+ - | llm_new_tokens_x.json | Records new tokens added to the LLM during inference | - +-----------------------------------------------+---------------------------------------------------------------------------+ - | chain_start_x.json | Records the inputs and chain related information during inference | - +-----------------------------------------------+---------------------------------------------------------------------------+ - | chain_end_x.json | Records the chain outputs | - +-----------------------------------------------+---------------------------------------------------------------------------+ - | tool_start_x.json | Records the tool's name, descriptions information during inference | - +-----------------------------------------------+---------------------------------------------------------------------------+ - | tool_end_x.json | Records observation of the tool | - +-----------------------------------------------+---------------------------------------------------------------------------+ - | retriever_start_x.json | Records the retriever's information during inference | - +-----------------------------------------------+---------------------------------------------------------------------------+ - | retriever_end_x.json | Records the retriever's result documents | - +-----------------------------------------------+---------------------------------------------------------------------------+ - | agent_finish_x.json | Records final return value of the ActionAgent, including output and log | - +-----------------------------------------------+---------------------------------------------------------------------------+ - | agent_action_x.json | Records the ActionAgent's action details | - +-----------------------------------------------+---------------------------------------------------------------------------+ - | on_text_x.json | Records the text during inference | - +-----------------------------------------------+---------------------------------------------------------------------------+ - | inference_inputs_outputs.json | Input and output details for each inference call (logged by default, can | - | | be turned off by setting `log_inputs_outputs=False` when turn on autolog) | - +-----------------------------------------------+---------------------------------------------------------------------------+ - -Metrics: - +-----------------------------------------------+---------------------------------------------------------------------------+ - | Metric types | Details | - +-----------------------------------------------+---------------------------------------------------------------------------+ - | Basic Metrics | step, starts, ends, errors, text_ctr, chain_starts, chain_ends, llm_starts| - | | llm_ends, llm_streams, tool_starts, tool_ends, agent_ends, retriever_ends | - | | retriever_starts (they're the count number of each component invocation) | - +-----------------------------------------------+---------------------------------------------------------------------------+ - | Text Analysis Metrics | flesch_reading_ease, flesch_kincaid_grade, smog_index, coleman_liau_index | - | | automated_readability_index, dale_chall_readability_score, | - | | difficult_words, linsear_write_formula, gunning_fog, fernandez_huerta, | - | | szigriszt_pazos, gutierrez_polini, crawford, gulpease_index, osman | - | | (they're the text analysis metrics of the generation text if `textstat` | - | | library is installed) | - +-----------------------------------------------+---------------------------------------------------------------------------+ - -.. note:: - Each inference call logs those artifacts into a separate directory named `artifacts--`, where `session_id` is randomly generated uuid, and `idx` is the index of the inference call. - `session_id` is also preserved in the `inference_inputs_outputs.json` file, so you can easily find the corresponding artifacts for each inference call. diff --git a/docs/rst_to_migrate/model/dependencies.rst b/docs/rst_to_migrate/model/dependencies.rst index cfc02428fd2f6..5f4cd5cbdeb2c 100644 --- a/docs/rst_to_migrate/model/dependencies.rst +++ b/docs/rst_to_migrate/model/dependencies.rst @@ -326,6 +326,52 @@ Then MLflow will save ``utils.py`` under ``code/`` directory in the model direct When MLflow loads the model for serving, the ``code`` directory will be added to the system path so that you can use the module in your model code like ``from utils import my_func``. You can also specify a directory path as ``code_paths`` to save multiple files under the directory: +Use of ``code_paths`` Option for a Custom Library +~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +To include custom libraries that are not publicly available on PyPI when logging your model, the ``code_paths`` argument can be used. +This option allows you to upload ``.whl`` files or other dependencies alongside your model, ensuring all required libraries are available during serving. + +.. warning:: + + The following example demonstrates a quick method for including custom libraries for development purposes. + This approach is not recommended for production environments. + For production usage, upload libraries to a custom PyPI server or a cloud storage to ensure reliable and secure access. + +For example, suppose your project has the following file structure: + +:: + + my_project/ + |── train.py + └── custom_package.whl + +Then the following code can log your model with the custom package: + +.. code-block:: python + :caption: train.py + + import mlflow + from custom_package import my_func + + + class MyModel(mlflow.pyfunc.PythonModel): + def predict(self, context, model_input): + x = my_func(model_input) + # .. your prediction logic + return prediction + + + # Log the model + with mlflow.start_run() as run: + mlflow.pyfunc.log_model( + python_model=MyModel(), + artifact_path="model", + extra_pip_requirements=["code/custom_package.whl"], + input_example=input_data, + code_paths=["custom_package.whl"], + ) + Caveats of ``code_paths`` Option ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ diff --git a/docs/rst_to_migrate/models.rst b/docs/rst_to_migrate/models.rst index a4c5f641c90d2..4162f31eec63a 100644 --- a/docs/rst_to_migrate/models.rst +++ b/docs/rst_to_migrate/models.rst @@ -41,17 +41,21 @@ MLmodel file ^^^^^^^^^^^^ All of the flavors that a particular model supports are defined in its ``MLmodel`` file in YAML -format. For example, :py:mod:`mlflow.sklearn` outputs models as follows: +format. For example, running ``python examples/sklearn_logistic_regression/train.py`` from `MLflow repo `_ +will create the following files under the ``model`` directory: :: - # Directory written by mlflow.sklearn.save_model(model, "my_model") - my_model/ + # Directory written by mlflow.sklearn.save_model(model, "model", input_example=...) + model/ ├── MLmodel ├── model.pkl ├── conda.yaml ├── python_env.yaml - └── requirements.txt + ├── requirements.txt + ├── input_example.json (optional, only logged when input example is provided and valid during model logging) + ├── serving_input_example.json (optional, only logged when input example is provided and valid during model logging) + └── environment_variables.txt (optional, only logged when environment variables are used during model inference) And its ``MLmodel`` file describes two flavors: @@ -83,6 +87,9 @@ For environment recreation, we automatically log ``conda.yaml``, ``python_env.ya These files can then be used to reinstall dependencies using ``conda`` or ``virtualenv`` with ``pip``. Please see :ref:`How MLflow Model Records Dependencies ` for more details about these files. +If a model input example is provided when logging the model, two additional files ``input_example.json`` and ``serving_input_example.json`` are logged. +See `Model Input Example `_ for more details. + When logging a model, model metadata files (``MLmodel``, ``conda.yaml``, ``python_env.yaml``, ``requirements.txt``) are copied to a subdirectory named ``metadata``. For wheeled models, ``original_requirements.txt`` file is also copied. .. note:: @@ -103,6 +110,74 @@ When logging a model, model metadata files (``MLmodel``, ``conda.yaml``, ``pytho model/dependencies +Environment variables file +^^^^^^^^^^^^^^^^^^^^^^^^^^ +MLflow records the environment variables that are used during model inference in ``environment_variables.txt`` file when logging a model. + +.. attention:: + ``environment_variables.txt`` file **only contains names** of the environment variables that are used during model inference, + **values are not stored**. + +Currently MLflow only logs the environment variables whose name contains any of the following keywords: + +.. code-block:: python + + RECORD_ENV_VAR_ALLOWLIST = { + # api key related + "API_KEY", # e.g. OPENAI_API_KEY + "API_TOKEN", + # databricks auth related + "DATABRICKS_HOST", + "DATABRICKS_USERNAME", + "DATABRICKS_PASSWORD", + "DATABRICKS_TOKEN", + "DATABRICKS_INSECURE", + "DATABRICKS_CLIENT_ID", + "DATABRICKS_CLIENT_SECRET", + "_DATABRICKS_WORKSPACE_HOST", + "_DATABRICKS_WORKSPACE_ID", + } + +Example of a pyfunc model that uses environment variables: + +.. code-block:: python + + import mlflow + import os + + os.environ["TEST_API_KEY"] = "test_api_key" + + + class MyModel(mlflow.pyfunc.PythonModel): + def predict(self, context, model_input, params=None): + if os.environ.get("TEST_API_KEY"): + return model_input + raise Exception("API key not found") + + + with mlflow.start_run(): + model_info = mlflow.pyfunc.log_model( + "model", python_model=MyModel(), input_example="data" + ) + +Environment variable `TEST_API_KEY` is logged in the environment_variables.txt file like below + +.. code-block:: + + # This file records environment variable names that are used during model inference. + # They might need to be set when creating a serving endpoint from this model. + # Note: it is not guaranteed that all environment variables listed here are required + TEST_API_KEY + +.. attention:: + Before you deploy a model to a serving endpoint, **review the environment_variables.txt file** to ensure + all necessary environment variables for model inference are set. Note that **not all environment variables + listed in the file are always required for model inference.** For detailed instructions on setting + environment variables on a databricks serving endpoint, refer to `this guidance `_. + +.. note:: + To disable this feature, set the environment variable ``MLFLOW_RECORD_ENV_VARS_IN_MODEL_LOGGING`` to ``false``. + Managing Model Dependencies --------------------------- diff --git a/examples/langchain/chain_autolog.py b/examples/langchain/chain_autolog.py index 100614d42ca72..ceeecf1f8b1b9 100644 --- a/examples/langchain/chain_autolog.py +++ b/examples/langchain/chain_autolog.py @@ -21,7 +21,6 @@ log_input_examples=True, log_model_signatures=True, log_models=True, - log_inputs_outputs=True, registered_model_name="lc_model", ) diff --git a/examples/pytorch/mnist_tensorboard_artifact.py b/examples/pytorch/mnist_tensorboard_artifact.py index 7591ef68cf5de..416beef8d1103 100644 --- a/examples/pytorch/mnist_tensorboard_artifact.py +++ b/examples/pytorch/mnist_tensorboard_artifact.py @@ -229,12 +229,19 @@ def log_scalar(name, value, step): ) ) + # Get the device (GPU or CPU) + device = torch.device("cuda" if args.cuda else "cpu") + # Since the model was logged as an artifact, it can be loaded to make predictions loaded_model = mlflow.pytorch.load_model(mlflow.get_artifact_uri("pytorch-model")) # Extract a few examples from the test dataset to evaluate on eval_data, eval_labels = next(iter(test_loader)) + # Move evaluation data to the same device as the model + eval_data = eval_data.to(device) + eval_labels = eval_labels.to(device) + # Make a few predictions predictions = loaded_model(eval_data).data.max(1)[1] template = 'Sample {} : Ground truth is "{}", model prediction is "{}"' diff --git a/examples/sklearn_logistic_regression/train.py b/examples/sklearn_logistic_regression/train.py index c22b33e29eb25..d4c807854f8b3 100644 --- a/examples/sklearn_logistic_regression/train.py +++ b/examples/sklearn_logistic_regression/train.py @@ -15,5 +15,5 @@ mlflow.log_metric("score", score) predictions = lr.predict(X) signature = infer_signature(X, predictions) - mlflow.sklearn.log_model(lr, "model", signature=signature) + mlflow.sklearn.log_model(lr, "model", signature=signature, input_example=X) print(f"Model saved in run {mlflow.active_run().info.run_uuid}") diff --git a/mlflow/deployments/utils.py b/mlflow/deployments/utils.py index 9c451cebbf072..c1760e507b0f6 100644 --- a/mlflow/deployments/utils.py +++ b/mlflow/deployments/utils.py @@ -75,7 +75,6 @@ def get_deployments_target() -> str: If the deployments target has not been set by using ``set_deployments_target``, an ``MlflowException`` is raised. """ - global _deployments_target if _deployments_target is not None: return _deployments_target elif uri := MLFLOW_DEPLOYMENTS_TARGET.get(): diff --git a/mlflow/environment_variables.py b/mlflow/environment_variables.py index 9823084664a03..a90061d749b0e 100644 --- a/mlflow/environment_variables.py +++ b/mlflow/environment_variables.py @@ -667,3 +667,8 @@ def get(self): MLFLOW_MODEL_ENV_DOWNLOADING_TEMP_DIR = _EnvironmentVariable( "MLFLOW_MODEL_ENV_DOWNLOADING_TEMP_DIR", str, None ) + +# Specifies weather to log environment variable names used during model logging. +MLFLOW_RECORD_ENV_VARS_IN_MODEL_LOGGING = _BooleanEnvironmentVariable( + "MLFLOW_RECORD_ENV_VARS_IN_MODEL_LOGGING", True +) diff --git a/mlflow/gateway/app.py b/mlflow/gateway/app.py index 637184ed75fba..a3effbcd7fe4a 100644 --- a/mlflow/gateway/app.py +++ b/mlflow/gateway/app.py @@ -1,3 +1,4 @@ +import functools from pathlib import Path from typing import Any, Optional, Union @@ -40,6 +41,7 @@ MLFLOW_GATEWAY_SEARCH_ROUTES_PAGE_SIZE, MLFLOW_QUERY_SUFFIX, ) +from mlflow.gateway.exceptions import AIGatewayException from mlflow.gateway.providers import get_provider from mlflow.gateway.schemas import chat, completions, embeddings from mlflow.gateway.utils import SearchRoutesToken, make_streaming_response @@ -77,10 +79,26 @@ def get_dynamic_route(self, route_name: str) -> Optional[Route]: return r.to_route() if (r := self.dynamic_routes.get(route_name)) else None +def _translate_http_exception(func): + """ + Decorator for translating MLflow exceptions to HTTP exceptions + """ + + @functools.wraps(func) + async def wrapper(*args, **kwargs): + try: + return await func(*args, **kwargs) + except AIGatewayException as e: + raise HTTPException(status_code=e.status_code, detail=e.detail) + + return wrapper + + def _create_chat_endpoint(config: RouteConfig): prov = get_provider(config.model.provider)(config) # https://slowapi.readthedocs.io/en/latest/#limitations-and-known-issues + @_translate_http_exception async def _chat( request: Request, payload: chat.RequestPayload ) -> Union[chat.ResponsePayload, chat.StreamResponsePayload]: @@ -95,6 +113,7 @@ async def _chat( def _create_completions_endpoint(config: RouteConfig): prov = get_provider(config.model.provider)(config) + @_translate_http_exception async def _completions( request: Request, payload: completions.RequestPayload ) -> Union[completions.ResponsePayload, completions.StreamResponsePayload]: @@ -109,6 +128,7 @@ async def _completions( def _create_embeddings_endpoint(config: RouteConfig): prov = get_provider(config.model.provider)(config) + @_translate_http_exception async def _embeddings( request: Request, payload: embeddings.RequestPayload ) -> embeddings.ResponsePayload: diff --git a/mlflow/gateway/exceptions.py b/mlflow/gateway/exceptions.py index fb790be1f6088..b1a75a573e118 100644 --- a/mlflow/gateway/exceptions.py +++ b/mlflow/gateway/exceptions.py @@ -1,2 +1,14 @@ class AIGatewayConfigException(Exception): pass + + +class AIGatewayException(Exception): + """ + A custom exception class for handling exceptions raised by the AI Gateway. + This will be transformed into an HTTPException before being returned to the client. + """ + + def __init__(self, status_code: int, detail: str): + self.status_code = status_code + self.detail = detail + super().__init__(detail) diff --git a/mlflow/gateway/providers/ai21labs.py b/mlflow/gateway/providers/ai21labs.py index d1467387faeb1..5734ea8ae3ccf 100644 --- a/mlflow/gateway/providers/ai21labs.py +++ b/mlflow/gateway/providers/ai21labs.py @@ -1,9 +1,7 @@ import time -from fastapi import HTTPException -from fastapi.encoders import jsonable_encoder - from mlflow.gateway.config import AI21LabsConfig, RouteConfig +from mlflow.gateway.exceptions import AIGatewayException from mlflow.gateway.providers.base import BaseProvider from mlflow.gateway.providers.utils import rename_payload_keys, send_request from mlflow.gateway.schemas import completions @@ -22,6 +20,8 @@ def __init__(self, config: RouteConfig) -> None: self.base_url = f"https://api.ai21.com/studio/v1/{self.config.model.name}/" async def completions(self, payload: completions.RequestPayload) -> completions.ResponsePayload: + from fastapi.encoders import jsonable_encoder + payload = jsonable_encoder(payload, exclude_none=True) self.check_for_model_field(payload) key_mapping = { @@ -31,11 +31,11 @@ async def completions(self, payload: completions.RequestPayload) -> completions. } for k1, k2 in key_mapping.items(): if k2 in payload: - raise HTTPException( + raise AIGatewayException( status_code=422, detail=f"Invalid parameter {k2}. Use {k1} instead." ) if payload.get("stream", False): - raise HTTPException( + raise AIGatewayException( status_code=422, detail="Setting the 'stream' parameter to 'true' is not supported with the MLflow " "Gateway.", diff --git a/mlflow/gateway/providers/anthropic.py b/mlflow/gateway/providers/anthropic.py index b476f69f5a1c7..256a110820246 100644 --- a/mlflow/gateway/providers/anthropic.py +++ b/mlflow/gateway/providers/anthropic.py @@ -2,14 +2,12 @@ import time from typing import AsyncIterable -from fastapi import HTTPException -from fastapi.encoders import jsonable_encoder - from mlflow.gateway.config import AnthropicConfig, RouteConfig from mlflow.gateway.constants import ( MLFLOW_AI_GATEWAY_ANTHROPIC_DEFAULT_MAX_TOKENS, MLFLOW_AI_GATEWAY_ANTHROPIC_MAXIMUM_MAX_TOKENS, ) +from mlflow.gateway.exceptions import AIGatewayException from mlflow.gateway.providers.base import BaseProvider, ProviderAdapter from mlflow.gateway.providers.utils import rename_payload_keys, send_request, send_stream_request from mlflow.gateway.schemas import chat, completions @@ -22,13 +20,13 @@ def chat_to_model(cls, payload, config): payload = rename_payload_keys(payload, key_mapping) if "top_p" in payload and "temperature" in payload: - raise HTTPException( + raise AIGatewayException( status_code=422, detail="Cannot set both 'temperature' and 'top_p' parameters." ) max_tokens = payload.get("max_tokens", MLFLOW_AI_GATEWAY_ANTHROPIC_DEFAULT_MAX_TOKENS) if max_tokens > MLFLOW_AI_GATEWAY_ANTHROPIC_MAXIMUM_MAX_TOKENS: - raise HTTPException( + raise AIGatewayException( status_code=422, detail="Invalid value for max_tokens: cannot exceed " f"{MLFLOW_AI_GATEWAY_ANTHROPIC_MAXIMUM_MAX_TOKENS}.", @@ -36,7 +34,7 @@ def chat_to_model(cls, payload, config): payload["max_tokens"] = max_tokens if payload.pop("n", 1) != 1: - raise HTTPException( + raise AIGatewayException( status_code=422, detail="'n' must be '1' for the Anthropic provider. Received value: '{n}'.", ) @@ -158,7 +156,7 @@ def completions_to_model(cls, payload, config): key_mapping = {"max_tokens": "max_tokens_to_sample", "stop": "stop_sequences"} if "top_p" in payload: - raise HTTPException( + raise AIGatewayException( status_code=422, detail="Cannot set both 'temperature' and 'top_p' parameters. " "Please use only the temperature parameter for your query.", @@ -166,7 +164,7 @@ def completions_to_model(cls, payload, config): max_tokens = payload.get("max_tokens", MLFLOW_AI_GATEWAY_ANTHROPIC_DEFAULT_MAX_TOKENS) if max_tokens > MLFLOW_AI_GATEWAY_ANTHROPIC_MAXIMUM_MAX_TOKENS: - raise HTTPException( + raise AIGatewayException( status_code=422, detail="Invalid value for max_tokens: cannot exceed " f"{MLFLOW_AI_GATEWAY_ANTHROPIC_MAXIMUM_MAX_TOKENS}.", @@ -175,14 +173,14 @@ def completions_to_model(cls, payload, config): payload["max_tokens"] = max_tokens if payload.get("stream", False): - raise HTTPException( + raise AIGatewayException( status_code=422, detail="Setting the 'stream' parameter to 'true' is not supported with the MLflow " "Gateway.", ) n = payload.pop("n", 1) if n != 1: - raise HTTPException( + raise AIGatewayException( status_code=422, detail=f"'n' must be '1' for the Anthropic provider. Received value: '{n}'.", ) @@ -231,6 +229,8 @@ def __init__(self, config: RouteConfig) -> None: async def chat_stream( self, payload: chat.RequestPayload ) -> AsyncIterable[chat.StreamResponsePayload]: + from fastapi.encoders import jsonable_encoder + payload = jsonable_encoder(payload, exclude_none=True) self.check_for_model_field(payload) stream = send_stream_request( @@ -286,6 +286,8 @@ async def chat_stream( yield AnthropicAdapter.model_to_chat_streaming(resp, self.config) async def chat(self, payload: chat.RequestPayload) -> chat.ResponsePayload: + from fastapi.encoders import jsonable_encoder + payload = jsonable_encoder(payload, exclude_none=True) self.check_for_model_field(payload) resp = await send_request( @@ -300,6 +302,8 @@ async def chat(self, payload: chat.RequestPayload) -> chat.ResponsePayload: return AnthropicAdapter.model_to_chat(resp, self.config) async def completions(self, payload: completions.RequestPayload) -> completions.ResponsePayload: + from fastapi.encoders import jsonable_encoder + payload = jsonable_encoder(payload, exclude_none=True) self.check_for_model_field(payload) diff --git a/mlflow/gateway/providers/base.py b/mlflow/gateway/providers/base.py index 2c7fcb0c1176c..cbb0e12d49d0a 100644 --- a/mlflow/gateway/providers/base.py +++ b/mlflow/gateway/providers/base.py @@ -1,10 +1,9 @@ from abc import ABC, abstractmethod from typing import AsyncIterable -from fastapi import HTTPException - from mlflow.gateway.base_models import ConfigModel from mlflow.gateway.config import RouteConfig +from mlflow.gateway.exceptions import AIGatewayException from mlflow.gateway.schemas import chat, completions, embeddings from mlflow.utils.annotations import developer_stable @@ -37,13 +36,13 @@ def __init__(self, config: RouteConfig): async def chat_stream( self, payload: chat.RequestPayload ) -> AsyncIterable[chat.StreamResponsePayload]: - raise HTTPException( + raise AIGatewayException( status_code=501, detail=f"The chat streaming route is not implemented for {self.NAME} models.", ) async def chat(self, payload: chat.RequestPayload) -> chat.ResponsePayload: - raise HTTPException( + raise AIGatewayException( status_code=501, detail=f"The chat route is not implemented for {self.NAME} models.", ) @@ -51,29 +50,27 @@ async def chat(self, payload: chat.RequestPayload) -> chat.ResponsePayload: async def completions_stream( self, payload: completions.RequestPayload ) -> AsyncIterable[completions.StreamResponsePayload]: - raise HTTPException( + raise AIGatewayException( status_code=501, detail=f"The completions streaming route is not implemented for {self.NAME} models.", ) async def completions(self, payload: completions.RequestPayload) -> completions.ResponsePayload: - raise HTTPException( + raise AIGatewayException( status_code=501, detail=f"The completions route is not implemented for {self.NAME} models.", ) async def embeddings(self, payload: embeddings.RequestPayload) -> embeddings.ResponsePayload: - raise HTTPException( + raise AIGatewayException( status_code=501, detail=f"The embeddings route is not implemented for {self.NAME} models.", ) @staticmethod def check_for_model_field(payload): - from fastapi import HTTPException - if "model" in payload: - raise HTTPException( + raise AIGatewayException( status_code=422, detail="The parameter 'model' is not permitted to be passed. The route being " "queried already defines a model instance.", @@ -131,6 +128,6 @@ def embeddings_to_model(cls, payload, config): def check_keys_against_mapping(cls, mapping, payload): for k1, k2 in mapping.items(): if k2 in payload: - raise HTTPException( + raise AIGatewayException( status_code=400, detail=f"Invalid parameter {k2}. Use {k1} instead." ) diff --git a/mlflow/gateway/providers/bedrock.py b/mlflow/gateway/providers/bedrock.py index 5c67acd31ca84..7eafd9b9c1ab1 100644 --- a/mlflow/gateway/providers/bedrock.py +++ b/mlflow/gateway/providers/bedrock.py @@ -2,17 +2,11 @@ import time from enum import Enum -import boto3 -import botocore.config -import botocore.exceptions -from fastapi import HTTPException -from fastapi.encoders import jsonable_encoder - from mlflow.gateway.config import AmazonBedrockConfig, AWSIdAndKey, AWSRole, RouteConfig from mlflow.gateway.constants import ( MLFLOW_AI_GATEWAY_ANTHROPIC_DEFAULT_MAX_TOKENS, ) -from mlflow.gateway.exceptions import AIGatewayConfigException +from mlflow.gateway.exceptions import AIGatewayConfigException, AIGatewayException from mlflow.gateway.providers.anthropic import AnthropicAdapter from mlflow.gateway.providers.base import BaseProvider, ProviderAdapter from mlflow.gateway.providers.cohere import CohereAdapter @@ -48,7 +42,7 @@ class AWSTitanAdapter(ProviderAdapter): def completions_to_model(cls, payload, config): n = payload.pop("n", 1) if n != 1: - raise HTTPException( + raise AIGatewayException( status_code=422, detail=f"'n' must be '1' for AWS Titan models. Received value: '{n}'.", ) @@ -186,6 +180,9 @@ def _client_expired(self): ) def get_bedrock_client(self): + import boto3 + import botocore.exceptions + if self._client is not None and not self._client_expired(): return self._client @@ -249,19 +246,21 @@ def _underlying_provider(self): def underlying_provider_adapter(self) -> ProviderAdapter: provider = self._underlying_provider if not provider: - raise HTTPException( + raise AIGatewayException( status_code=422, detail=f"Unknown Amazon Bedrock model type {self._underlying_provider}", ) adapter = provider.adapter if not adapter: - raise HTTPException( + raise AIGatewayException( status_code=422, detail=f"Don't know how to handle {self._underlying_provider} for Amazon Bedrock", ) return adapter def _request(self, body): + import botocore.exceptions + try: response = self.get_bedrock_client().invoke_model( body=json.dumps(body).encode(), @@ -278,9 +277,11 @@ def _request(self, body): # raise HTTPException(status_code=422, detail=str(e)) from e except botocore.exceptions.ReadTimeoutError as e: - raise HTTPException(status_code=408) from e + raise AIGatewayException(status_code=408) from e async def completions(self, payload: completions.RequestPayload) -> completions.ResponsePayload: + from fastapi.encoders import jsonable_encoder + self.check_for_model_field(payload) payload = jsonable_encoder(payload, exclude_none=True, exclude_defaults=True) payload = self.underlying_provider_adapter.completions_to_model(payload, self.config) diff --git a/mlflow/gateway/providers/cohere.py b/mlflow/gateway/providers/cohere.py index bcd7417d75641..a6ec641ee5620 100644 --- a/mlflow/gateway/providers/cohere.py +++ b/mlflow/gateway/providers/cohere.py @@ -2,10 +2,8 @@ import time from typing import Any, AsyncGenerator, AsyncIterable -from fastapi import HTTPException -from fastapi.encoders import jsonable_encoder - from mlflow.gateway.config import CohereConfig, RouteConfig +from mlflow.gateway.exceptions import AIGatewayException from mlflow.gateway.providers.base import BaseProvider, ProviderAdapter from mlflow.gateway.providers.utils import rename_payload_keys, send_request, send_stream_request from mlflow.gateway.schemas import chat, completions, embeddings @@ -174,7 +172,7 @@ def embeddings_to_model(cls, payload, config): key_mapping = {"input": "texts"} for k1, k2 in key_mapping.items(): if k2 in payload: - raise HTTPException( + raise AIGatewayException( status_code=422, detail=f"Invalid parameter {k2}. Use {k1} instead." ) return rename_payload_keys(payload, key_mapping) @@ -182,14 +180,14 @@ def embeddings_to_model(cls, payload, config): @classmethod def chat_to_model(cls, payload, config): if payload["n"] != 1: - raise HTTPException( + raise AIGatewayException( status_code=422, detail=f"Parameter n must be 1 for Cohere chat, got {payload['n']}.", ) del payload["n"] if "stop" in payload: - raise HTTPException( + raise AIGatewayException( status_code=422, detail="Parameter stop is not supported for Cohere chat.", ) @@ -198,7 +196,7 @@ def chat_to_model(cls, payload, config): messages = payload.pop("messages") last_message = messages.pop() # pydantic enforces min_items=1 if last_message["role"] != "user": - raise HTTPException( + raise AIGatewayException( status_code=422, detail=f"Last message must be from user, got {last_message['role']}.", ) @@ -364,6 +362,8 @@ def _stream_request(self, path: str, payload: dict[str, Any]) -> AsyncGenerator[ async def chat_stream( self, payload: chat.RequestPayload ) -> AsyncIterable[chat.StreamResponsePayload]: + from fastapi.encoders import jsonable_encoder + payload = jsonable_encoder(payload, exclude_none=True) self.check_for_model_field(payload) stream = self._stream_request( @@ -383,6 +383,8 @@ async def chat_stream( yield CohereAdapter.model_to_chat_streaming(resp, self.config) async def chat(self, payload: chat.RequestPayload) -> chat.ResponsePayload: + from fastapi.encoders import jsonable_encoder + payload = jsonable_encoder(payload, exclude_none=True) self.check_for_model_field(payload) resp = await self._request( @@ -397,6 +399,8 @@ async def chat(self, payload: chat.RequestPayload) -> chat.ResponsePayload: async def completions_stream( self, payload: completions.RequestPayload ) -> AsyncIterable[completions.StreamResponsePayload]: + from fastapi.encoders import jsonable_encoder + payload = jsonable_encoder(payload, exclude_none=True) self.check_for_model_field(payload) stream = self._stream_request( @@ -414,6 +418,8 @@ async def completions_stream( yield CohereAdapter.model_to_completions_streaming(resp, self.config) async def completions(self, payload: completions.RequestPayload) -> completions.ResponsePayload: + from fastapi.encoders import jsonable_encoder + payload = jsonable_encoder(payload, exclude_none=True) self.check_for_model_field(payload) resp = await self._request( @@ -426,6 +432,8 @@ async def completions(self, payload: completions.RequestPayload) -> completions. return CohereAdapter.model_to_completions(resp, self.config) async def embeddings(self, payload: embeddings.RequestPayload) -> embeddings.ResponsePayload: + from fastapi.encoders import jsonable_encoder + payload = jsonable_encoder(payload, exclude_none=True) self.check_for_model_field(payload) resp = await self._request( diff --git a/mlflow/gateway/providers/huggingface.py b/mlflow/gateway/providers/huggingface.py index f07535dcb088e..d931e0368a742 100644 --- a/mlflow/gateway/providers/huggingface.py +++ b/mlflow/gateway/providers/huggingface.py @@ -1,10 +1,8 @@ import time from typing import Any -from fastapi import HTTPException -from fastapi.encoders import jsonable_encoder - from mlflow.gateway.config import HuggingFaceTextGenerationInferenceConfig, RouteConfig +from mlflow.gateway.exceptions import AIGatewayException from mlflow.gateway.providers.base import BaseProvider from mlflow.gateway.providers.utils import ( rename_payload_keys, @@ -35,6 +33,8 @@ async def _request(self, path: str, payload: dict[str, Any]) -> dict[str, Any]: ) async def completions(self, payload: completions.RequestPayload) -> completions.ResponsePayload: + from fastapi.encoders import jsonable_encoder + payload = jsonable_encoder(payload, exclude_none=True) self.check_for_model_field(payload) key_mapping = { @@ -42,14 +42,14 @@ async def completions(self, payload: completions.RequestPayload) -> completions. } for k1, k2 in key_mapping.items(): if k2 in payload: - raise HTTPException( + raise AIGatewayException( status_code=422, detail=f"Invalid parameter {k2}. Use {k1} instead." ) # HF TGI does not support generating multiple candidates. n = payload.pop("n", 1) if n != 1: - raise HTTPException( + raise AIGatewayException( status_code=422, detail="'n' must be '1' for the Text Generation Inference provider." f"Received value: '{n}'.", diff --git a/mlflow/gateway/providers/mistral.py b/mlflow/gateway/providers/mistral.py index dcf815f4bf650..b5a9ef6ce50ce 100644 --- a/mlflow/gateway/providers/mistral.py +++ b/mlflow/gateway/providers/mistral.py @@ -1,8 +1,6 @@ import time from typing import Any -from fastapi.encoders import jsonable_encoder - from mlflow.gateway.config import MistralConfig, RouteConfig from mlflow.gateway.providers.base import BaseProvider, ProviderAdapter from mlflow.gateway.providers.utils import send_request @@ -141,6 +139,8 @@ async def _request(self, path: str, payload: dict[str, Any]) -> dict[str, Any]: ) async def completions(self, payload: completions.RequestPayload) -> completions.ResponsePayload: + from fastapi.encoders import jsonable_encoder + payload = jsonable_encoder(payload, exclude_none=True) self.check_for_model_field(payload) resp = await self._request( @@ -153,6 +153,8 @@ async def completions(self, payload: completions.RequestPayload) -> completions. return MistralAdapter.model_to_completions(resp, self.config) async def embeddings(self, payload: embeddings.RequestPayload) -> embeddings.ResponsePayload: + from fastapi.encoders import jsonable_encoder + payload = jsonable_encoder(payload, exclude_none=True) self.check_for_model_field(payload) resp = await self._request( diff --git a/mlflow/gateway/providers/mlflow.py b/mlflow/gateway/providers/mlflow.py index 752aecc2f8de8..974c5397e1945 100644 --- a/mlflow/gateway/providers/mlflow.py +++ b/mlflow/gateway/providers/mlflow.py @@ -1,11 +1,10 @@ import time -from fastapi import HTTPException -from fastapi.encoders import jsonable_encoder from pydantic import BaseModel, StrictFloat, StrictStr, ValidationError, validator from mlflow.gateway.config import MlflowModelServingConfig, RouteConfig from mlflow.gateway.constants import MLFLOW_SERVING_RESPONSE_KEY +from mlflow.gateway.exceptions import AIGatewayException from mlflow.gateway.providers.base import BaseProvider from mlflow.gateway.providers.utils import send_request from mlflow.gateway.schemas import chat, completions, embeddings @@ -66,7 +65,7 @@ def __init__(self, config: RouteConfig) -> None: @staticmethod def _extract_mlflow_response_key(response): if MLFLOW_SERVING_RESPONSE_KEY not in response: - raise HTTPException( + raise AIGatewayException( status_code=502, detail=f"The response is missing the required key: {MLFLOW_SERVING_RESPONSE_KEY}.", ) @@ -74,6 +73,8 @@ def _extract_mlflow_response_key(response): @staticmethod def _process_payload(payload, key): + from fastapi.encoders import jsonable_encoder + payload = jsonable_encoder(payload, exclude_none=True) input_data = payload.pop(key, None) @@ -90,7 +91,7 @@ def _process_completions_response_for_mlflow_serving(response): validated_response = ServingTextResponse(**response) inference_data = validated_response.predictions except ValidationError as e: - raise HTTPException(status_code=502, detail=str(e)) + raise AIGatewayException(status_code=502, detail=str(e)) return [ completions.Choice(index=idx, text=entry, finish_reason=None) @@ -134,7 +135,7 @@ def _process_chat_response_for_mlflow_serving(self, response): validated_response = ServingTextResponse(**response) inference_data = validated_response.predictions except ValidationError as e: - raise HTTPException(status_code=502, detail=str(e)) + raise AIGatewayException(status_code=502, detail=str(e)) return [ {"message": {"role": "assistant", "content": entry}, "metadata": {}} @@ -152,7 +153,7 @@ async def chat(self, payload: chat.RequestPayload) -> chat.ResponsePayload: query_count = len(payload["inputs"]) if query_count > 1: - raise HTTPException( + raise AIGatewayException( status_code=422, detail="MLflow chat models are only capable of processing a single query at a " f"time. The request submitted consists of {query_count} queries.", @@ -195,7 +196,7 @@ def _process_embeddings_response_for_mlflow_serving(self, response): validated_response = EmbeddingsResponse(**response) inference_data = validated_response.predictions except ValidationError as e: - raise HTTPException(status_code=502, detail=str(e)) + raise AIGatewayException(status_code=502, detail=str(e)) return inference_data diff --git a/mlflow/gateway/providers/mosaicml.py b/mlflow/gateway/providers/mosaicml.py index b6c2fca471a5d..fd089800301cf 100644 --- a/mlflow/gateway/providers/mosaicml.py +++ b/mlflow/gateway/providers/mosaicml.py @@ -2,11 +2,9 @@ from contextlib import contextmanager from typing import Any -from fastapi import HTTPException -from fastapi.encoders import jsonable_encoder - from mlflow.exceptions import MlflowException from mlflow.gateway.config import MosaicMLConfig, RouteConfig +from mlflow.gateway.exceptions import AIGatewayException from mlflow.gateway.providers.base import BaseProvider from mlflow.gateway.providers.utils import rename_payload_keys, send_request from mlflow.gateway.schemas import chat, completions, embeddings @@ -83,6 +81,8 @@ def _parse_chat_messages_to_prompt(messages: list[chat.RequestMessage]) -> str: return prompt async def chat(self, payload: chat.RequestPayload) -> chat.ResponsePayload: + from fastapi.encoders import jsonable_encoder + # Extract the List[RequestMessage] from the RequestPayload messages = payload.messages payload = jsonable_encoder(payload, exclude_none=True) @@ -94,7 +94,7 @@ async def chat(self, payload: chat.RequestPayload) -> chat.ResponsePayload: } for k1, k2 in key_mapping.items(): if k2 in payload: - raise HTTPException( + raise AIGatewayException( status_code=422, detail=f"Invalid parameter {k2}. Use {k1} instead." ) payload = rename_payload_keys(payload, key_mapping) @@ -103,7 +103,7 @@ async def chat(self, payload: chat.RequestPayload) -> chat.ResponsePayload: try: prompt = [self._parse_chat_messages_to_prompt(messages)] except MlflowException as e: - raise HTTPException( + raise AIGatewayException( status_code=422, detail=f"An invalid request structure was submitted. {e.message}" ) # Construct final payload structure @@ -151,6 +151,8 @@ async def chat(self, payload: chat.RequestPayload) -> chat.ResponsePayload: ) async def completions(self, payload: completions.RequestPayload) -> completions.ResponsePayload: + from fastapi.encoders import jsonable_encoder + payload = jsonable_encoder(payload, exclude_none=True) self.check_for_model_field(payload) key_mapping = { @@ -158,7 +160,7 @@ async def completions(self, payload: completions.RequestPayload) -> completions. } for k1, k2 in key_mapping.items(): if k2 in payload: - raise HTTPException( + raise AIGatewayException( status_code=422, detail=f"Invalid parameter {k2}. Use {k1} instead." ) payload = rename_payload_keys(payload, key_mapping) @@ -216,12 +218,14 @@ async def completions(self, payload: completions.RequestPayload) -> completions. ) async def embeddings(self, payload: embeddings.RequestPayload) -> embeddings.ResponsePayload: + from fastapi.encoders import jsonable_encoder + payload = jsonable_encoder(payload, exclude_none=True) self.check_for_model_field(payload) key_mapping = {"input": "inputs"} for k1, k2 in key_mapping.items(): if k2 in payload: - raise HTTPException( + raise AIGatewayException( status_code=422, detail=f"Invalid parameter {k2}. Use {k1} instead." ) payload = rename_payload_keys(payload, key_mapping) @@ -273,6 +277,7 @@ def custom_token_allowance_exceeded_handling(): Context manager handler for specific error messages that are incorrectly set as server-side errors, but are in actuality an issue with the request sent to the external provider. """ + from fastapi import HTTPException try: yield diff --git a/mlflow/gateway/providers/openai.py b/mlflow/gateway/providers/openai.py index aee6873b1b28a..5b19a5d9db16a 100644 --- a/mlflow/gateway/providers/openai.py +++ b/mlflow/gateway/providers/openai.py @@ -2,11 +2,10 @@ import os from typing import TYPE_CHECKING, AsyncIterable -from fastapi import HTTPException - from mlflow.environment_variables import MLFLOW_ENABLE_UC_FUNCTIONS from mlflow.exceptions import MlflowException from mlflow.gateway.config import OpenAIAPIType, OpenAIConfig, RouteConfig +from mlflow.gateway.exceptions import AIGatewayException from mlflow.gateway.providers.base import BaseProvider from mlflow.gateway.providers.utils import send_request, send_stream_request from mlflow.gateway.schemas import chat, completions, embeddings @@ -33,7 +32,7 @@ def _get_workspace_client(): return WorkspaceClient() except ImportError: - raise HTTPException( + raise AIGatewayException( message="Databricks SDK is required to use Unity Catalog integration", error_code=404, ) @@ -168,7 +167,7 @@ async def _chat_uc_function(self, payload: chat.RequestPayload) -> chat.Response workspace_client = _get_workspace_client() warehouse_id = os.environ.get("DATABRICKS_WAREHOUSE_ID") if warehouse_id is None: - raise HTTPException( + raise AIGatewayException( status_code=400, detail="DATABRICKS_WAREHOUSE_ID environment variable is not set", ) @@ -320,7 +319,7 @@ async def _chat_uc_function(self, payload: chat.RequestPayload) -> chat.Response resp["choices"][0]["message"]["tool_calls"] = user_tool_calls break else: - raise HTTPException( + raise AIGatewayException( status_code=500, detail="Max iterations reached", ) diff --git a/mlflow/gateway/providers/palm.py b/mlflow/gateway/providers/palm.py index 875b20208c204..b99039a85a715 100644 --- a/mlflow/gateway/providers/palm.py +++ b/mlflow/gateway/providers/palm.py @@ -1,10 +1,8 @@ import time from typing import Any -from fastapi import HTTPException -from fastapi.encoders import jsonable_encoder - from mlflow.gateway.config import PaLMConfig, RouteConfig +from mlflow.gateway.exceptions import AIGatewayException from mlflow.gateway.providers.base import BaseProvider from mlflow.gateway.providers.utils import rename_payload_keys, send_request from mlflow.gateway.schemas import chat, completions, embeddings @@ -30,10 +28,12 @@ async def _request(self, path: str, payload: dict[str, Any]) -> dict[str, Any]: ) async def chat(self, payload: chat.RequestPayload) -> chat.ResponsePayload: + from fastapi.encoders import jsonable_encoder + payload = jsonable_encoder(payload, exclude_none=True) self.check_for_model_field(payload) if "max_tokens" in payload or "maxOutputTokens" in payload: - raise HTTPException( + raise AIGatewayException( status_code=422, detail="Max tokens is not supported for PaLM chat." ) key_mapping = { @@ -42,7 +42,7 @@ async def chat(self, payload: chat.RequestPayload) -> chat.ResponsePayload: } for k1, k2 in key_mapping.items(): if k2 in payload: - raise HTTPException( + raise AIGatewayException( status_code=422, detail=f"Invalid parameter {k2}. Use {k1} instead." ) payload = rename_payload_keys(payload, key_mapping) @@ -103,6 +103,8 @@ async def chat(self, payload: chat.RequestPayload) -> chat.ResponsePayload: ) async def completions(self, payload: completions.RequestPayload) -> completions.ResponsePayload: + from fastapi.encoders import jsonable_encoder + payload = jsonable_encoder(payload, exclude_none=True) self.check_for_model_field(payload) key_mapping = { @@ -112,7 +114,7 @@ async def completions(self, payload: completions.RequestPayload) -> completions. } for k1, k2 in key_mapping.items(): if k2 in payload: - raise HTTPException( + raise AIGatewayException( status_code=422, detail=f"Invalid parameter {k2}. Use {k1} instead." ) payload = rename_payload_keys(payload, key_mapping) @@ -164,6 +166,8 @@ async def completions(self, payload: completions.RequestPayload) -> completions. ) async def embeddings(self, payload: embeddings.RequestPayload) -> embeddings.ResponsePayload: + from fastapi.encoders import jsonable_encoder + payload = jsonable_encoder(payload, exclude_none=True) self.check_for_model_field(payload) key_mapping = { @@ -171,7 +175,7 @@ async def embeddings(self, payload: embeddings.RequestPayload) -> embeddings.Res } for k1, k2 in key_mapping.items(): if k2 in payload: - raise HTTPException( + raise AIGatewayException( status_code=422, detail=f"Invalid parameter {k2}. Use {k1} instead." ) payload = rename_payload_keys(payload, key_mapping) diff --git a/mlflow/gateway/providers/togetherai.py b/mlflow/gateway/providers/togetherai.py index 1a0147242cee3..470bd10d8616a 100644 --- a/mlflow/gateway/providers/togetherai.py +++ b/mlflow/gateway/providers/togetherai.py @@ -1,11 +1,9 @@ import json from typing import Any, AsyncGenerator, AsyncIterable -from fastapi import HTTPException -from fastapi.encoders import jsonable_encoder - from mlflow.exceptions import MlflowException from mlflow.gateway.config import RouteConfig, TogetherAIConfig +from mlflow.gateway.exceptions import AIGatewayException from mlflow.gateway.providers.base import BaseProvider, ProviderAdapter from mlflow.gateway.providers.utils import rename_payload_keys, send_request, send_stream_request from mlflow.gateway.schemas import chat as chat_schema @@ -148,7 +146,7 @@ def completions_to_model(cls, payload, config): ) if logprobs_in_payload_condition: - raise HTTPException( + raise AIGatewayException( status_code=422, detail="Wrong type for logprobs. It should be an 32bit integer.", ) @@ -158,7 +156,7 @@ def completions_to_model(cls, payload, config): ) if openai_top_logprobs_in_payload_condition: - raise HTTPException( + raise AIGatewayException( status_code=422, detail="Wrong type for top_logprobs. It should a 32bit integer.", ) @@ -334,6 +332,8 @@ async def _stream_request( async def embeddings( self, payload: embeddings_schema.RequestPayload ) -> embeddings_schema.ResponsePayload: + from fastapi.encoders import jsonable_encoder + payload = jsonable_encoder(payload, exclude_none=True) resp = await self._request( @@ -349,10 +349,12 @@ async def embeddings( async def completions_stream( self, payload: completions_schema.RequestPayload ) -> AsyncIterable[completions_schema.StreamResponsePayload]: + from fastapi.encoders import jsonable_encoder + payload = jsonable_encoder(payload, exclude_none=True) if not payload.get("max_tokens"): - raise HTTPException( + raise AIGatewayException( status_code=422, detail=( "max_tokens is not present in payload." @@ -383,10 +385,12 @@ async def completions_stream( async def completions( self, payload: completions_schema.RequestPayload ) -> completions_schema.ResponsePayload: + from fastapi.encoders import jsonable_encoder + payload = jsonable_encoder(payload, exclude_none=True) if not payload.get("max_tokens"): - raise HTTPException( + raise AIGatewayException( status_code=422, detail=( "max_tokens is not present in payload." @@ -405,6 +409,8 @@ async def completions( return TogetherAIAdapter.model_to_completions(resp, self.config) async def chat_stream(self, payload: chat_schema.RequestPayload) -> chat_schema.ResponsePayload: + from fastapi.encoders import jsonable_encoder + payload = jsonable_encoder(payload, exclude_none=True) stream = await self._stream_request( @@ -428,6 +434,8 @@ async def chat_stream(self, payload: chat_schema.RequestPayload) -> chat_schema. yield TogetherAIAdapter.model_to_chat_streaming(resp, self.config) async def chat(self, payload: chat_schema.RequestPayload) -> chat_schema.ResponsePayload: + from fastapi.encoders import jsonable_encoder + payload = jsonable_encoder(payload, exclude_none=True) resp = await self._request( diff --git a/mlflow/gateway/utils.py b/mlflow/gateway/utils.py index e65a9f0fe9444..642492c3fafbc 100644 --- a/mlflow/gateway/utils.py +++ b/mlflow/gateway/utils.py @@ -175,7 +175,6 @@ def get_gateway_uri() -> str: If the Gateway uri has not been set by using ``set_gateway_uri``, an ``MlflowException`` is raised. """ - global _gateway_uri if _gateway_uri is not None: return _gateway_uri elif uri := MLFLOW_GATEWAY_URI.get(): diff --git a/mlflow/langchain/__init__.py b/mlflow/langchain/__init__.py index f488e1e2df01f..e5b170bc32b3a 100644 --- a/mlflow/langchain/__init__.py +++ b/mlflow/langchain/__init__.py @@ -968,7 +968,6 @@ def autolog( log_model_signatures=False, log_models=False, log_datasets=False, - log_inputs_outputs=None, disable=False, exclusive=False, disable_for_unsupported_versions=False, @@ -1000,14 +999,6 @@ def autolog( are also omitted when ``log_models`` is ``False``. log_datasets: If ``True``, dataset information is logged to MLflow Tracking if applicable. If ``False``, dataset information is not logged. - log_inputs_outputs: **Deprecated** The legacy parameter used for logging inference - inputs and outputs. This argument will be removed in a future version of MLflow. - The alternative is to use ``log_traces`` which logs traces for Langchain models, - including inputs and outputs for each stage. - If ``True``, inference data and results are combined into a single - pandas DataFrame and logged to MLflow Tracking as an artifact. - If ``False``, inference data and results are not logged. - Default to ``False``. disable: If ``True``, disables the Langchain autologging integration. If ``False``, enables the Langchain autologging integration. exclusive: If ``True``, autologged content is not logged to user-created fluent runs. diff --git a/mlflow/langchain/_langchain_autolog.py b/mlflow/langchain/_langchain_autolog.py index dd5b374c9a891..75661afecc70d 100644 --- a/mlflow/langchain/_langchain_autolog.py +++ b/mlflow/langchain/_langchain_autolog.py @@ -3,6 +3,7 @@ import logging import uuid import warnings +from contextvars import ContextVar from copy import deepcopy from typing import Union @@ -17,7 +18,7 @@ from mlflow.langchain.runnables import get_runnable_steps from mlflow.tracking.context import registry as context_registry from mlflow.utils import name_utils -from mlflow.utils.autologging_utils import disable_autologging, get_autologging_config +from mlflow.utils.autologging_utils import get_autologging_config from mlflow.utils.autologging_utils.config import AutoLoggingConfig from mlflow.utils.autologging_utils.safety import _resolve_extra_tags @@ -31,6 +32,46 @@ INFERENCE_FILE_NAME = "inference_inputs_outputs.json" +# A *global* state that indicates whether MLflow should patch the inference method +# for artifact auto-logging (model, signature input example). This disablement +# is global across threads, as single model inference can trigger multiple threads, +# for example, LangChain's batch()/abatch() API processes each request in a child thread. +IS_PATCHING_DISABLED_FOR_ARTIFACTS = False + +# A *thread-local* state that indicates whether MLflow should patch the inference +# method to inject tracing callbacks. This must be thread-local because MLflow can +# run multiple model predictions across multiple threads (e.g. mlflow.evaluate) +# and globally disabling tracing would cause issues for concurrent predictions. +# In normal cases, we do not need this flag because MLflow checks if the call args +# already contains the MLflow callback before injecting it, and LangChain propagates +# callbacks from parent to child, preventing double patching. However, an exception +# is LangGraph, where users might define their custom python function and invoke +# some LangChain classes manually without propagating the callbacks. +IS_PATCHING_DISABLED_FOR_TRACING = ContextVar("is_trace_disabled", default=False) + + +@contextlib.contextmanager +def disable_patching(): + """ + Temporarily disable auto-logging for optional artifacts (model, signature, input + examples) to avoid "double-logging" when invoking the patched chain. Without this + disablement applied, the patched inference method calls child components that may + also be patched, leading to redundant logging. + """ + global IS_PATCHING_DISABLED_FOR_ARTIFACTS + original_artifact_flag = IS_PATCHING_DISABLED_FOR_ARTIFACTS + IS_PATCHING_DISABLED_FOR_ARTIFACTS = True + + original_trace_flag = IS_PATCHING_DISABLED_FOR_TRACING.get() + IS_PATCHING_DISABLED_FOR_TRACING.set(True) + + try: + yield + finally: + IS_PATCHING_DISABLED_FOR_ARTIFACTS = original_artifact_flag + IS_PATCHING_DISABLED_FOR_TRACING.set(original_trace_flag) + + def patched_inference(func_name, original, self, *args, **kwargs): """ A patched implementation of langchain models inference process which enables @@ -39,20 +80,17 @@ def patched_inference(func_name, original, self, *args, **kwargs): We patch inference functions for different models based on their usage. """ - # NB: Running the original inference with disabling autologging, so we only patch the top-level - # component and avoid duplicate logging for child components. def _invoke(self, *args, **kwargs): - with disable_autologging(): + with disable_patching(): return original(self, *args, **kwargs) config = AutoLoggingConfig.init(mlflow.langchain.FLAVOR_NAME) - if config.log_traces: + if not IS_PATCHING_DISABLED_FOR_TRACING.get() and config.log_traces: args, kwargs = _get_args_with_mlflow_tracer(func_name, args, kwargs) - _logger.debug("Injected MLflow callbacks into the model.") # Traces does not require an MLflow run, only the other optional artifacts require it. - if config.should_log_optional_artifacts(): + if not IS_PATCHING_DISABLED_FOR_ARTIFACTS and config.should_log_optional_artifacts(): with _setup_autolog_run(config, self) as run_id: result = _invoke(self, *args, **kwargs) _log_optional_artifacts(config, run_id, result, self, func_name, *args, **kwargs) @@ -122,6 +160,7 @@ def _get_runnable_config_with_callback( from langchain.schema.runnable.config import RunnableConfig if original_config is None: + _logger.debug("Injected MLflow callbacks into the model call args.") return RunnableConfig(callbacks=[new_callback]) elif isinstance(original_config, list): return [_get_runnable_config_with_callback(c, new_callback) for c in original_config] @@ -162,12 +201,14 @@ def _inject_callback( # while the callback instance itself is shallow copied. handlers = [*callback_manager_copy.handlers, new_callback] callback_manager_copy.handlers = handlers + _logger.debug("Injected MLflow callbacks into the model call args.") return callback_manager_copy elif _is_list_of_base_callback_handlers(original_callbacks): callback_list_copy = list(original_callbacks) if not any(isinstance(cb, type(new_callback)) for cb in callback_list_copy): callback_list_copy.append(new_callback) + _logger.debug("Injected MLflow callbacks into the model call args.") return callback_list_copy else: @@ -385,7 +426,7 @@ def _log_optional_artifacts(autolog_config, run_id, result, self, func_name, *ar mlflow.langchain.FLAVOR_NAME, "registered_model_name", None ) try: - with disable_autologging(): + with disable_patching(): mlflow.langchain.log_model( self, "model", @@ -410,28 +451,4 @@ def _log_optional_artifacts(autolog_config, run_id, result, self, func_name, *ar self.session_id = uuid.uuid4().hex self.inference_id = getattr(self, "inference_id", 0) + 1 - if autolog_config.log_inputs_outputs: - if input_example is None: - input_data = deepcopy(_get_input_data_from_function(func_name, self, args, kwargs)) - if input_data is None: - _logger.info("Input data gathering failed, only log inference results.") - else: - input_data = input_example - # we do not convert stream output iterator for logging as tracing - # will provide much more information than this function, we might drop - # this in the future - if func_name == "stream": - _logger.warning(f"Unsupported function {func_name} for logging inputs and outputs.") - else: - try: - data_dict = _combine_input_and_output( - input_data, result, self.session_id, func_name - ) - mlflow.log_table(data_dict, INFERENCE_FILE_NAME, run_id=self.run_id) - except Exception as e: - _logger.warning( - f"Failed to log inputs and outputs into `{INFERENCE_FILE_NAME}` " - f"file due to error {e}." - ) - return result diff --git a/mlflow/langchain/databricks_dependencies.py b/mlflow/langchain/databricks_dependencies.py index eb58db6bd5b62..39cf2be3b0ee7 100644 --- a/mlflow/langchain/databricks_dependencies.py +++ b/mlflow/langchain/databricks_dependencies.py @@ -273,6 +273,37 @@ def _traverse_runnable( pass +def _get_deps_from_closures(lc_model): + """ + In some cases, the dependency extraction of Runnable Lambda fails because the call + `inspect.getsource(func)` can fail. This causes deps of RunnableLambda to be empty. + Therefore this method adds an additional way of getting dependencies through + closure variables. + + TODO: Remove when issue gets resolved: https://github.com/langchain-ai/langchain/issues/27970 + """ + if not hasattr(lc_model, "func"): + return [] + + try: + from langchain_core.runnables import Runnable + + closure = inspect.getclosurevars(lc_model.func) + candidates = {**closure.globals, **closure.nonlocals} + deps = [] + + # This code is taken from Langchain deps here: https://github.com/langchain-ai/langchain/blob/14f182795312f01985344576b5199681683641e1/libs/core/langchain_core/runnables/base.py#L4481 + for _, v in candidates.items(): + if isinstance(v, Runnable): + deps.append(v) + elif isinstance(getattr(v, "__self__", None), Runnable): + deps.append(v.__self__) + + return deps + except Exception: + return [] + + def _get_nodes_from_runnable_lambda(lc_model): """ This is a workaround for the LangGraph issue: https://github.com/langchain-ai/langgraph/issues/1856 @@ -294,7 +325,8 @@ def _get_nodes_from_runnable_lambda(lc_model): from the original get_graph() function, dropping the input/output related logic. https://github.com/langchain-ai/langchain/blob/2ea5f60cc5747a334550273a5dba1b70b11414c1/libs/core/langchain_core/runnables/base.py#L4493C1-L4512C46 """ - if deps := lc_model.deps: + + if deps := lc_model.deps or _get_deps_from_closures(lc_model): nodes = [] for dep in deps: dep_graph = dep.get_graph() diff --git a/mlflow/legacy_databricks_cli/configure/provider.py b/mlflow/legacy_databricks_cli/configure/provider.py index 02b459b3b1127..d2d299395dc99 100644 --- a/mlflow/legacy_databricks_cli/configure/provider.py +++ b/mlflow/legacy_databricks_cli/configure/provider.py @@ -133,7 +133,6 @@ def get_config(): If no DatabricksConfig can be found, an InvalidConfigurationError will be raised. """ - global _config_provider if _config_provider: config = _config_provider.get_config() if config: @@ -192,7 +191,6 @@ def get_config_provider(): Returns the current DatabricksConfigProvider. If None, the DefaultConfigProvider will be used. """ - global _config_provider return _config_provider diff --git a/mlflow/metrics/genai/genai_metric.py b/mlflow/metrics/genai/genai_metric.py index 768b478dc1367..19270f2134400 100644 --- a/mlflow/metrics/genai/genai_metric.py +++ b/mlflow/metrics/genai/genai_metric.py @@ -102,12 +102,14 @@ def _score_model_on_one_payload( payload: str, eval_model: str, parameters: Optional[dict[str, Any]], + extra_headers: Optional[dict[str, str]] = None, + proxy_url: Optional[str] = None, ): try: # If the endpoint does not specify type, default to chat format endpoint_type = model_utils.get_endpoint_type(eval_model) or "llm/v1/chat" raw_result = model_utils.score_model_on_payload( - eval_model, payload, parameters, endpoint_type + eval_model, payload, parameters, extra_headers, proxy_url, endpoint_type ) return _extract_score_and_justification(raw_result) except ImportError: @@ -126,7 +128,7 @@ def _score_model_on_one_payload( def _score_model_on_payloads( - grading_payloads, model, parameters, max_workers + grading_payloads, model, parameters, headers, proxy_url, max_workers ) -> tuple[list[int], list[str]]: scores = [None] * len(grading_payloads) justifications = [None] * len(grading_payloads) @@ -137,6 +139,8 @@ def _score_model_on_payloads( payload, model, parameters, + headers, + proxy_url, ): indx for indx, payload in enumerate(grading_payloads) } @@ -199,6 +203,8 @@ def make_genai_metric_from_prompt( greater_is_better: bool = True, max_workers: int = 10, metric_metadata: Optional[dict[str, Any]] = None, + extra_headers: Optional[dict[str, str]] = None, + proxy_url: Optional[str] = None, ) -> EvaluationMetric: """ Create a genai metric used to evaluate LLM using LLM as a judge in MLflow. This produces @@ -230,6 +236,11 @@ def make_genai_metric_from_prompt( metric_metadata: (Optional) Dictionary of metadata to be attached to the EvaluationMetric object. Useful for model evaluators that require additional information to determine how to evaluate this metric. + extra_headers: (Optional) Additional headers to be passed to the judge model. + proxy_url: (Optional) Proxy URL to be used for the judge model. This is useful when the + judge model is served via a proxy endpoint, not directly via LLM provider services. + If not specified, the default URL for the LLM provider will be used + (e.g., https://api.openai.com/v1/chat/completions for OpenAI chat models). Returns: A metric object. @@ -295,7 +306,7 @@ def eval_fn( grading_payloads = pd.DataFrame(kwargs).to_dict(orient="records") arg_strings = [prompt_template.format(**payload) for payload in grading_payloads] scores, justifications = _score_model_on_payloads( - arg_strings, model, parameters, max_workers + arg_strings, model, parameters, extra_headers, proxy_url, max_workers ) aggregate_scores = _get_aggregate_results(scores, aggregations) @@ -333,6 +344,8 @@ def make_genai_metric( greater_is_better: bool = True, max_workers: int = 10, metric_metadata: Optional[dict[str, Any]] = None, + extra_headers: Optional[dict[str, str]] = None, + proxy_url: Optional[str] = None, ) -> EvaluationMetric: """ Create a genai metric used to evaluate LLM using LLM as a judge in MLflow. The full grading @@ -369,6 +382,12 @@ def make_genai_metric( metric_metadata: (Optional) Dictionary of metadata to be attached to the EvaluationMetric object. Useful for model evaluators that require additional information to determine how to evaluate this metric. + extra_headers: (Optional) Additional headers to be passed to the judge model. + proxy_url: (Optional) Proxy URL to be used for the judge model. This is useful when the + judge model is served via a proxy endpoint, not directly via LLM provider services. + If not specified, the default URL for the LLM provider will be used + (e.g., https://api.openai.com/v1/chat/completions for OpenAI chat models). + Returns: A metric object. @@ -579,6 +598,8 @@ def eval_fn( payload, eval_model, eval_parameters, + extra_headers, + proxy_url, ): indx for indx, payload in enumerate(grading_payloads) } diff --git a/mlflow/metrics/genai/metric_definitions.py b/mlflow/metrics/genai/metric_definitions.py index 9852fe7730509..e98e4230daa30 100644 --- a/mlflow/metrics/genai/metric_definitions.py +++ b/mlflow/metrics/genai/metric_definitions.py @@ -16,6 +16,9 @@ def answer_similarity( metric_version: Optional[str] = None, examples: Optional[list[EvaluationExample]] = None, metric_metadata: Optional[dict[str, Any]] = None, + parameters: Optional[dict[str, Any]] = None, + extra_headers: Optional[dict[str, str]] = None, + proxy_url: Optional[str] = None, ) -> EvaluationMetric: """ This function will create a genai metric used to evaluate the answer similarity of an LLM @@ -41,6 +44,14 @@ def answer_similarity( metric_metadata: (Optional) Dictionary of metadata to be attached to the EvaluationMetric object. Useful for model evaluators that require additional information to determine how to evaluate this metric. + parameters: (Optional) Dictionary of parameters to be passed to the judge model, + e.g., {"temperature": 0.5}. When specified, these parameters will override + the default parameters defined in the metric implementation. + extra_headers: (Optional) Dictionary of extra headers to be passed to the judge model. + proxy_url: (Optional) Proxy URL to be used for the judge model. This is useful when the + judge model is served via a proxy endpoint, not directly via LLM provider services. + If not specified, the default URL for the LLM provider will be used + (e.g., https://api.openai.com/v1/chat/completions for OpenAI chat models). Returns: A metric object @@ -76,10 +87,12 @@ def answer_similarity( version=metric_version, model=model, grading_context_columns=answer_similarity_class_module.grading_context_columns, - parameters=answer_similarity_class_module.parameters, + parameters=parameters or answer_similarity_class_module.parameters, aggregations=["mean", "variance", "p90"], greater_is_better=True, metric_metadata=metric_metadata, + extra_headers=extra_headers, + proxy_url=proxy_url, ) @@ -89,6 +102,9 @@ def answer_correctness( metric_version: Optional[str] = None, examples: Optional[list[EvaluationExample]] = None, metric_metadata: Optional[dict[str, Any]] = None, + parameters: Optional[dict[str, Any]] = None, + extra_headers: Optional[dict[str, str]] = None, + proxy_url: Optional[str] = None, ) -> EvaluationMetric: """ This function will create a genai metric used to evaluate the answer correctness of an LLM @@ -114,6 +130,14 @@ def answer_correctness( metric_metadata: (Optional) Dictionary of metadata to be attached to the EvaluationMetric object. Useful for model evaluators that require additional information to determine how to evaluate this metric. + parameters: (Optional) Dictionary of parameters to be passed to the judge model, + e.g., {"temperature": 0.5}. When specified, these parameters will override + the default parameters defined in the metric implementation. + extra_headers: (Optional) Dictionary of extra headers to be passed to the judge model. + proxy_url: (Optional) Proxy URL to be used for the judge model. This is useful when the + judge model is served via a proxy endpoint, not directly via LLM provider services. + If not specified, the default URL for the LLM provider will be used + (e.g., https://api.openai.com/v1/chat/completions for OpenAI chat models). Returns: A metric object @@ -148,10 +172,12 @@ def answer_correctness( version=metric_version, model=model, grading_context_columns=answer_correctness_class_module.grading_context_columns, - parameters=answer_correctness_class_module.parameters, + parameters=parameters or answer_correctness_class_module.parameters, aggregations=["mean", "variance", "p90"], greater_is_better=True, metric_metadata=metric_metadata, + extra_headers=extra_headers, + proxy_url=proxy_url, ) @@ -161,6 +187,9 @@ def faithfulness( metric_version: Optional[str] = _get_latest_metric_version(), examples: Optional[list[EvaluationExample]] = None, metric_metadata: Optional[dict[str, Any]] = None, + parameters: Optional[dict[str, Any]] = None, + extra_headers: Optional[dict[str, str]] = None, + proxy_url: Optional[str] = None, ) -> EvaluationMetric: """ This function will create a genai metric used to evaluate the faithfullness of an LLM using the @@ -186,6 +215,14 @@ def faithfulness( metric_metadata: (Optional) Dictionary of metadata to be attached to the EvaluationMetric object. Useful for model evaluators that require additional information to determine how to evaluate this metric. + parameters: (Optional) Dictionary of parameters to be passed to the judge model, + e.g., {"temperature": 0.5}. When specified, these parameters will override + the default parameters defined in the metric implementation. + extra_headers: (Optional) Dictionary of extra headers to be passed to the judge model. + proxy_url: (Optional) Proxy URL to be used for the judge model. This is useful when the + judge model is served via a proxy endpoint, not directly via LLM provider services. + If not specified, the default URL for the LLM provider will be used + (e.g., https://api.openai.com/v1/chat/completions for OpenAI chat models). Returns: A metric object @@ -218,11 +255,13 @@ def faithfulness( examples=examples, version=metric_version, model=model, - grading_context_columns=faithfulness_class_module.grading_context_columns, + grading_context_columns=parameters or faithfulness_class_module.grading_context_columns, parameters=faithfulness_class_module.parameters, aggregations=["mean", "variance", "p90"], greater_is_better=True, metric_metadata=metric_metadata, + extra_headers=extra_headers, + proxy_url=proxy_url, ) @@ -232,6 +271,9 @@ def answer_relevance( metric_version: Optional[str] = _get_latest_metric_version(), examples: Optional[list[EvaluationExample]] = None, metric_metadata: Optional[dict[str, Any]] = None, + parameters: Optional[dict[str, Any]] = None, + extra_headers: Optional[dict[str, str]] = None, + proxy_url: Optional[str] = None, ) -> EvaluationMetric: """ This function will create a genai metric used to evaluate the answer relevance of an LLM @@ -253,6 +295,14 @@ def answer_relevance( metric_metadata: (Optional) Dictionary of metadata to be attached to the EvaluationMetric object. Useful for model evaluators that require additional information to determine how to evaluate this metric. + parameters: (Optional) Dictionary of parameters to be passed to the judge model, + e.g., {"temperature": 0.5}. When specified, these parameters will override + the default parameters defined in the metric implementation. + extra_headers: (Optional) Dictionary of extra headers to be passed to the judge model. + proxy_url: (Optional) Proxy URL to be used for the judge model. This is useful when the + judge model is served via a proxy endpoint, not directly via LLM provider services. + If not specified, the default URL for the LLM provider will be used + (e.g., https://api.openai.com/v1/chat/completions for OpenAI chat models). Returns: A metric object @@ -284,10 +334,12 @@ def answer_relevance( examples=examples, version=metric_version, model=model, - parameters=answer_relevance_class_module.parameters, + parameters=parameters or answer_relevance_class_module.parameters, aggregations=["mean", "variance", "p90"], greater_is_better=True, metric_metadata=metric_metadata, + extra_headers=extra_headers, + proxy_url=proxy_url, ) @@ -296,6 +348,9 @@ def relevance( metric_version: Optional[str] = None, examples: Optional[list[EvaluationExample]] = None, metric_metadata: Optional[dict[str, Any]] = None, + parameters: Optional[dict[str, Any]] = None, + extra_headers: Optional[dict[str, str]] = None, + proxy_url: Optional[str] = None, ) -> EvaluationMetric: """ This function will create a genai metric used to evaluate the evaluate the relevance of an @@ -321,6 +376,14 @@ def relevance( metric_metadata: (Optional) Dictionary of metadata to be attached to the EvaluationMetric object. Useful for model evaluators that require additional information to determine how to evaluate this metric. + parameters: (Optional) Dictionary of parameters to be passed to the judge model, + e.g., {"temperature": 0.5}. When specified, these parameters will override + the default parameters defined in the metric implementation. + extra_headers: (Optional) Dictionary of extra headers to be passed to the judge model. + proxy_url: (Optional) Proxy URL to be used for the judge model. This is useful when the + judge model is served via a proxy endpoint, not directly via LLM provider services. + If not specified, the default URL for the LLM provider will be used + (e.g., https://api.openai.com/v1/chat/completions for OpenAI chat models). Returns: A metric object @@ -355,8 +418,10 @@ def relevance( version=metric_version, model=model, grading_context_columns=relevance_class_module.grading_context_columns, - parameters=relevance_class_module.parameters, + parameters=parameters or relevance_class_module.parameters, aggregations=["mean", "variance", "p90"], greater_is_better=True, metric_metadata=metric_metadata, + extra_headers=extra_headers, + proxy_url=proxy_url, ) diff --git a/mlflow/metrics/genai/model_utils.py b/mlflow/metrics/genai/model_utils.py index 8610d37bdcacf..7a00bacc46887 100644 --- a/mlflow/metrics/genai/model_utils.py +++ b/mlflow/metrics/genai/model_utils.py @@ -34,7 +34,14 @@ def get_endpoint_type(endpoint_uri: str) -> Optional[str]: # TODO: improve this name -def score_model_on_payload(model_uri, payload, eval_parameters=None, endpoint_type=None): +def score_model_on_payload( + model_uri, + payload, + eval_parameters=None, + extra_headers=None, + proxy_url=None, + endpoint_type=None, +): """Call the model identified by the given uri with the given string prompt.""" if eval_parameters is None: @@ -42,7 +49,7 @@ def score_model_on_payload(model_uri, payload, eval_parameters=None, endpoint_ty prefix, suffix = _parse_model_uri(model_uri) if prefix == "openai": - return _call_openai_api(suffix, payload, eval_parameters) + return _call_openai_api(suffix, payload, eval_parameters, extra_headers, proxy_url) elif prefix == "gateway": return _call_gateway_api(suffix, payload, eval_parameters) elif prefix == "endpoints": @@ -69,7 +76,7 @@ def _parse_model_uri(model_uri): return scheme, path -def _call_openai_api(openai_uri, payload, eval_parameters): +def _call_openai_api(openai_uri, payload, eval_parameters, extra_headers, proxy_url): if "OPENAI_API_KEY" not in os.environ: raise MlflowException( "OPENAI_API_KEY environment variable not set", @@ -113,13 +120,13 @@ def _call_openai_api(openai_uri, payload, eval_parameters): ) payload = payload - request_url = ( + request_url = proxy_url or ( f"{api_base}/openai/deployments/{deployment_id}" f"/chat/completions?api-version={api_version}" ) else: payload = {"model": openai_uri, **payload} - request_url = REQUEST_URL_CHAT + request_url = proxy_url or REQUEST_URL_CHAT try: resp = process_api_requests( @@ -128,6 +135,7 @@ def _call_openai_api(openai_uri, payload, eval_parameters): api_token=api_token, throw_original_error=True, max_workers=1, + extra_headers=extra_headers, )[0] except MlflowException as e: raise e diff --git a/mlflow/ml-package-versions.yml b/mlflow/ml-package-versions.yml index e7da8b8750601..67c43d32ec683 100644 --- a/mlflow/ml-package-versions.yml +++ b/mlflow/ml-package-versions.yml @@ -720,14 +720,14 @@ langchain: "git+https://github.com/unitycatalog/unitycatalog.git#subdirectory=ai/integrations/langchain", ] run: | - # Run all langchain tests except autologging - pytest tests/langchain --ignore tests/langchain/test_langchain_autolog.py + # Run all langchain tests except autologging and evaluation + pytest tests/langchain --ignore tests/langchain/test_langchain_autolog.py --ignore tests/langchain/test_langchain_evaluation.py # test both pydantic v1 and v2 PYDANTIC_VERSION=$(python -c "import pydantic; print(pydantic.__version__)") if [[ $PYDANTIC_VERSION == 1.* ]]; then pip install 'pydantic>2' 'fastapi>=0.100.0' echo "Testing langchain model export with pydantic v2" - pytest tests/langchain --ignore tests/langchain/test_langchain_autolog.py + pytest tests/langchain --ignore tests/langchain/test_langchain_autolog.py --ignore tests/langchain/test_langchain_evaluation.py fi autologging: minimum: "0.1.0" @@ -763,10 +763,13 @@ langchain: pytest tests/langchain/test_langchain_autolog.py fi - echo "Testing langchain autolog with langchain-community" + echo "Testing langchain autolog and evaluation with langchain-community" # Install with 'langchain' to ensure the compatible version is installed pip install langchain langchain-community + + # TODO: an unexpected issue happens when autolog test and evaluation test are run together, which need investigations pytest tests/langchain/test_langchain_autolog.py + pytest tests/langchain/test_langchain_evaluation.py llama_index: package_info: diff --git a/mlflow/models/model.py b/mlflow/models/model.py index 21116e5cf4421..2326c3df57402 100644 --- a/mlflow/models/model.py +++ b/mlflow/models/model.py @@ -15,6 +15,7 @@ import mlflow from mlflow.artifacts import download_artifacts +from mlflow.environment_variables import MLFLOW_RECORD_ENV_VARS_IN_MODEL_LOGGING from mlflow.exceptions import MlflowException from mlflow.models.resources import Resource, ResourceType, _ResourceBuilder from mlflow.protos.databricks_pb2 import INVALID_PARAMETER_VALUE, RESOURCE_DOES_NOT_EXIST @@ -75,6 +76,12 @@ SET_MODEL_ERROR = ( "Model should either be an instance of PyFuncModel, Langchain type, or LlamaIndex index." ) +ENV_VAR_FILE_NAME = "environment_variables.txt" +ENV_VAR_FILE_HEADER = ( + "# This file records environment variable names that are used during model inference.\n" + "# They might need to be set when creating a serving endpoint from this model.\n" + "# Note: it is not guaranteed that all environment variables listed here are required\n" +) class ModelInfo: @@ -96,6 +103,7 @@ def __init__( signature_dict: Optional[dict[str, Any]] = None, metadata: Optional[dict[str, Any]] = None, registered_model_version: Optional[int] = None, + env_vars: Optional[list[str]] = None, ): self._artifact_path = artifact_path self._flavors = flavors @@ -109,6 +117,7 @@ def __init__( self._mlflow_version = mlflow_version self._metadata = metadata self._registered_model_version = registered_model_version + self._env_vars = env_vars @property def artifact_path(self) -> str: @@ -241,6 +250,22 @@ def mlflow_version(self) -> str: """ return self._mlflow_version + @property + def env_vars(self) -> Optional[list[str]]: + """ + Environment variables used during the model logging process. + + :getter: Gets the environment variables used during the model logging process. + :type: Optional[List[str]] + """ + return self._env_vars + + @env_vars.setter + def env_vars(self, value: Optional[list[str]]) -> None: + if value and not (isinstance(value, list) and all(isinstance(x, str) for x in value)): + raise TypeError(f"env_vars must be a list of strings. Got: {value}") + self._env_vars = value + @experimental @property def metadata(self) -> Optional[dict[str, Any]]: @@ -321,6 +346,7 @@ def __init__( metadata: Optional[dict[str, Any]] = None, model_size_bytes: Optional[int] = None, resources: Optional[Union[str, list[Resource]]] = None, + env_vars: Optional[list[str]] = None, **kwargs, ): # store model id instead of run_id and path to avoid confusion when model gets exported @@ -335,6 +361,7 @@ def __init__( self.metadata = metadata self.model_size_bytes = model_size_bytes self.resources = resources + self.env_vars = env_vars self.__dict__.update(kwargs) def __eq__(self, other): @@ -537,6 +564,16 @@ def resources(self, value: Optional[Union[str, list[Resource]]]) -> None: serialized_resource = value self._resources = serialized_resource + @property + def env_vars(self) -> Optional[list[str]]: + return self._env_vars + + @env_vars.setter + def env_vars(self, value: Optional[list[str]]) -> None: + if value and not (isinstance(value, list) and all(isinstance(x, str) for x in value)): + raise TypeError(f"env_vars must be a list of strings. Got: {value}") + self._env_vars = value + def get_model_info(self) -> ModelInfo: """ Create a :py:class:`ModelInfo ` instance that contains the @@ -554,6 +591,7 @@ def get_model_info(self) -> ModelInfo: utc_time_created=self.utc_time_created, mlflow_version=self.mlflow_version, metadata=self.metadata, + env_vars=self.env_vars, ) def get_tags_dict(self) -> dict[str, Any]: @@ -653,8 +691,20 @@ def load(cls, path) -> "Model": path = download_artifacts(artifact_uri=path) if os.path.isdir(path): path = os.path.join(path, MLMODEL_FILE_NAME) + env_var_path = os.path.join(path, ENV_VAR_FILE_NAME) + elif os.path.isfile(path): + env_var_path = os.path.join(os.path.dirname(path), ENV_VAR_FILE_NAME) + else: + env_var_path = None + env_vars = None + if os.path.exists(env_var_path): + # comments start with `#` such as ENV_VAR_FILE_HEADER + lines = Path(env_var_path).read_text().splitlines() + env_vars = [line for line in lines if line and not line.startswith("#")] with open(path) as f: - return cls.from_dict(yaml.safe_load(f.read())) + model_dict = yaml.safe_load(f.read()) + model_dict["env_vars"] = env_vars + return cls.from_dict(model_dict) @classmethod def from_dict(cls, model_dict) -> "Model": @@ -741,6 +791,56 @@ def log( _logger.warning(_LOG_MODEL_MISSING_INPUT_EXAMPLE_WARNING) elif tracking_uri == "databricks" or get_uri_scheme(tracking_uri) == "databricks": _logger.warning(_LOG_MODEL_MISSING_SIGNATURE_WARNING) + + env_vars = None + # validate input example works for serving when logging the model + if serving_input and kwargs.get("validate_serving_input", True): + from mlflow.models import validate_serving_input + from mlflow.utils.model_utils import RECORD_ENV_VAR_ALLOWLIST, env_var_tracker + + with env_var_tracker() as tracked_env_names: + try: + validate_serving_input( + model_uri=local_path, + serving_input=serving_input, + ) + except Exception as e: + _logger.warning( + f"Failed to validate serving input example {serving_input}. " + "Alternatively, you can avoid passing input example and pass model " + "signature instead when logging the model. To ensure the input example " + "is valid prior to serving, please try calling " + "`mlflow.models.validate_serving_input` on the model uri and serving " + "input example. A serving input example can be generated from model " + "input example using " + "`mlflow.models.convert_input_example_to_serving_input` function.\n" + f"Got error: {e}", + exc_info=_logger.isEnabledFor(logging.DEBUG), + ) + env_vars = ( + sorted( + x + for x in tracked_env_names + if any(env_var in x for env_var in RECORD_ENV_VAR_ALLOWLIST) + ) + or None + ) + if env_vars: + env_var_path = Path(local_path, ENV_VAR_FILE_NAME) + env_var_path.write_text(ENV_VAR_FILE_HEADER + "\n".join(env_vars) + "\n") + if len(env_vars) <= 3: + env_var_info = "[" + ", ".join(env_vars) + "]" + else: + env_var_info = "[" + ", ".join(env_vars[:3]) + ", ... " + "]" + f"(check file {ENV_VAR_FILE_NAME} in the model's artifact folder for full list" + " of environment variable names)" + _logger.info( + "Found the following environment variables used during model inference: " + f"{env_var_info}. Please check if you need to set them when deploying the " + "model. To disable this message, set environment variable " + f"`{MLFLOW_RECORD_ENV_VARS_IN_MODEL_LOGGING.name}` to `false`." + ) + mlflow_model.env_vars = env_vars mlflow.tracking.fluent.log_artifacts(local_path, mlflow_model.artifact_path, run_id) # if the model_config kwarg is passed in, then log the model config as an params @@ -796,26 +896,6 @@ def log( if registered_model is not None: model_info.registered_model_version = registered_model.version - # validate input example works for serving when logging the model - if serving_input and kwargs.get("validate_serving_input", True): - from mlflow.models import validate_serving_input - - try: - validate_serving_input(model_info.model_uri, serving_input) - except Exception as e: - _logger.warning( - f"Failed to validate serving input example {serving_input}. " - "Alternatively, you can avoid passing input example and pass model " - "signature instead when logging the model. To ensure the input example " - "is valid prior to serving, please try calling " - "`mlflow.models.validate_serving_input` on the model uri and serving " - "input example. A serving input example can be generated from model " - "input example using " - "`mlflow.models.convert_input_example_to_serving_input` function.\n" - f"Got error: {e}", - exc_info=_logger.isEnabledFor(logging.DEBUG), - ) - return model_info diff --git a/mlflow/models/model_config.py b/mlflow/models/model_config.py index a573061e7e0c4..25336310cbbc0 100644 --- a/mlflow/models/model_config.py +++ b/mlflow/models/model_config.py @@ -11,8 +11,80 @@ class ModelConfig: """ - ModelConfig used in code to read a YAML configuration file, and this configuration file can be - overridden when logging a model. + ModelConfig used in code to read a YAML configuration file or a dictionary. + + Args: + development_config: Path to the YAML configuration file or a dictionary containing the + configuration. If the configuration is not provided, an error is raised + + .. code-block:: python + :caption: Example usage in model code + + from mlflow.models import ModelConfig + + # Load the configuration from a dictionary + config = ModelConfig(development_config={"key1": "value1"}) + print(config.get("key1")) + + + .. code-block:: yaml + :caption: yaml file for model configuration + + key1: value1 + another_key: + - value2 + - value3 + + .. code-block:: python + :caption: Example yaml usage in model code + + from mlflow.models import ModelConfig + + # Load the configuration from a file + config = ModelConfig(development_config="config.yaml") + print(config.get("key1")) + + + When invoking the ModelConfig locally in a model file, development_config can be passed in + which would be used as configuration for the model. + + + .. code-block:: python + :caption: Example to use ModelConfig when logging model as code: agent.py + + import mlflow + from mlflow.models import ModelConfig + + config = ModelConfig(development_config={"key1": "value1"}) + + + class TestModel(mlflow.pyfunc.PythonModel): + def predict(self, context, model_input, params=None): + return config.get("key1") + + + mlflow.models.set_model(TestModel()) + + + But this development_config configuration file will be overridden when logging a model. + When no model_config is passed in while logging the model, an error will be raised when + trying to load the model using ModelConfig. + Note: development_config is not used when logging the model. + + + .. code-block:: python + :caption: Example to use agent.py to log the model: deploy.py + + model_config = {"key1": "value2"} + with mlflow.start_run(): + model_info = mlflow.pyfunc.log_model( + artifact_path="model", python_model="agent.py", model_config=model_config + ) + + loaded_model = mlflow.pyfunc.load_model(model_info.model_uri) + + # This will print "value2" as the model_config passed in while logging the model + print(loaded_model.predict(None)) """ def __init__(self, *, development_config: Optional[Union[str, dict[str, Any]]] = None): @@ -60,6 +132,10 @@ def _read_config(self): f"Error parsing YAML file: {e}", error_code=INVALID_PARAMETER_VALUE ) + def to_dict(self): + """Returns the configuration as a dictionary.""" + return self._read_config() + def get(self, key): """Gets the value of a top-level parameter in the configuration.""" config_data = self._read_config() diff --git a/mlflow/models/resources.py b/mlflow/models/resources.py index 0f10eede6a964..1abcda6c375ce 100644 --- a/mlflow/models/resources.py +++ b/mlflow/models/resources.py @@ -19,6 +19,7 @@ class ResourceType(Enum): SQL_WAREHOUSE = "sql_warehouse" FUNCTION = "function" GENIE_SPACE = "genie_space" + TABLE = "table" class Resource(ABC): @@ -217,6 +218,31 @@ def from_dict(cls, data: dict[str, str]): return cls(genie_space_id=data["name"]) +class DatabricksTable(DatabricksResource): + """ + Defines a Databricks Unity Catalog (UC) Table, which establishes table dependencies + for Model Serving. This table will be referenced in Agent Model Serving endpoints, + where an agent queries a SQL table via either Genie or UC Functions. + + Args: + table_name (str): The name of the table used by the model + """ + + @property + def type(self) -> ResourceType: + return ResourceType.TABLE + + def __init__(self, table_name: str): + self.table_name = table_name + + def to_dict(self): + return {self.type.value: [{"name": self.table_name}]} + + @classmethod + def from_dict(cls, data: dict[str, str]): + return cls(table_name=data["name"]) + + def _get_resource_class_by_type(target_uri: str, resource_type: ResourceType): resource_classes = { "databricks": { @@ -226,6 +252,7 @@ def _get_resource_class_by_type(target_uri: str, resource_type: ResourceType): ResourceType.SQL_WAREHOUSE.value: DatabricksSQLWarehouse, ResourceType.FUNCTION.value: DatabricksFunction, ResourceType.GENIE_SPACE.value: DatabricksGenieSpace, + ResourceType.TABLE.value: DatabricksTable, } } resource = resource_classes.get(target_uri) diff --git a/mlflow/models/utils.py b/mlflow/models/utils.py index ddb6e62fcb0b6..d64600e3eca16 100644 --- a/mlflow/models/utils.py +++ b/mlflow/models/utils.py @@ -6,6 +6,7 @@ import logging import os import re +import shutil import sys import tempfile import uuid @@ -31,6 +32,7 @@ clean_tensor_type, ) from mlflow.utils.annotations import experimental +from mlflow.utils.file_utils import create_tmp_dir, get_local_path_or_none from mlflow.utils.proto_json_utils import ( NumpyEncoder, dataframe_from_parsed_json, @@ -1684,8 +1686,8 @@ def _convert_llm_input_data(data: Any) -> Union[list, dict]: def _validate_and_get_model_code_path(model_code_path: str, temp_dir: str) -> str: """ - Validate model code path exists. Creates a temp file in temp_dir and validate its contents if - it's a notebook. + Validate model code path exists. When failing to open the model file on Databricks, + creates a temp file in temp_dir and validate its contents if it's a notebook. Returns either `model_code_path` or a temp file path with the contents of the notebook. """ @@ -1694,10 +1696,12 @@ def _validate_and_get_model_code_path(model_code_path: str, temp_dir: str) -> st model_code_path = os.path.abspath(model_code_path) if not os.path.exists(model_code_path): + _, ext = os.path.splitext(model_code_path) + additional_message = f" Perhaps you meant '{model_code_path}.py'?" if not ext else "" + raise MlflowException.invalid_parameter_value( - f"The provided model path '{model_code_path}' is not a valid Python file path or a " - "Databricks Notebook file path containing the code for defining the chain instance. " - "Ensure the file path is valid and try again." + f"The provided model path '{model_code_path}' does not exist. " + f"Ensure the file path is valid and try again.{additional_message}" ) try: @@ -1849,11 +1853,17 @@ def validate_serving_input(model_uri: str, serving_input: Union[str, dict[str, A # sklearn model might not have python_function flavor if it # doesn't define a predict function. In such case the model # can not be served anyways - with tempfile.TemporaryDirectory() as temp_output_dir: - pyfunc_model = mlflow.pyfunc.load_model(model_uri, dst_path=temp_output_dir) + + output_dir = None if get_local_path_or_none(model_uri) else create_tmp_dir() + + try: + pyfunc_model = mlflow.pyfunc.load_model(model_uri, dst_path=output_dir) parsed_input = _parse_json_data( serving_input, pyfunc_model.metadata, pyfunc_model.metadata.get_input_schema(), ) return pyfunc_model.predict(parsed_input.data, params=parsed_input.params) + finally: + if output_dir and os.path.exists(output_dir): + shutil.rmtree(output_dir) diff --git a/mlflow/openai/api_request_parallel_processor.py b/mlflow/openai/api_request_parallel_processor.py index 05334fd97e248..e51f83ec281ce 100644 --- a/mlflow/openai/api_request_parallel_processor.py +++ b/mlflow/openai/api_request_parallel_processor.py @@ -27,6 +27,7 @@ import time from concurrent.futures import ThreadPoolExecutor from dataclasses import dataclass +from typing import Optional import requests import tiktoken @@ -232,6 +233,7 @@ def process_api_requests( max_attempts: int = 5, max_workers: int = 10, throw_original_error=False, + extra_headers: Optional[dict[str, str]] = None, ): """Processes API requests in parallel, throttling to stay under rate limits.""" # constants @@ -242,6 +244,9 @@ def process_api_requests( status_tracker = StatusTracker() # single instance to track a collection of variables next_request = None # variable to hold the next request to call + # Additional headers to be passed in the request + extra_headers = extra_headers or {} + # initialize available capacity counts available_request_capacity = max_requests_per_minute available_token_capacity = max_tokens_per_minute @@ -309,7 +314,7 @@ def process_api_requests( next_request.call_api, retry_queue=retry_queue, status_tracker=status_tracker, - headers=api_token.auth_headers(), + headers={**api_token.auth_headers(), **extra_headers}, ) next_request = None # reset next_request to empty else: diff --git a/mlflow/protos/databricks_uc_registry_messages.proto b/mlflow/protos/databricks_uc_registry_messages.proto index 0a3dc2f368c97..97e534e04839c 100644 --- a/mlflow/protos/databricks_uc_registry_messages.proto +++ b/mlflow/protos/databricks_uc_registry_messages.proto @@ -291,6 +291,7 @@ enum DependencyType { DATABRICKS_MODEL_ENDPOINT = 2; DATABRICKS_UC_FUNCTION = 3; DATABRICKS_UC_CONNECTION = 4; + DATABRICKS_TABLE = 5; } message Dependency { diff --git a/mlflow/protos/databricks_uc_registry_messages_pb2.py b/mlflow/protos/databricks_uc_registry_messages_pb2.py index 608a5be11286e..752fb9ec3fd2f 100644 --- a/mlflow/protos/databricks_uc_registry_messages_pb2.py +++ b/mlflow/protos/databricks_uc_registry_messages_pb2.py @@ -20,7 +20,7 @@ from . import databricks_pb2 as databricks__pb2 - DESCRIPTOR = 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\x03(\x0b\x32\'.mlflow.ucmodelregistry.RegisteredModel\x12\x17\n\x0fnext_page_token\x18\x02 \x01(\t\"P\n\nDependency\x12\x34\n\x04type\x18\x01 \x01(\x0e\x32&.mlflow.ucmodelregistry.DependencyType\x12\x0c\n\x04name\x18\x02 \x01(\t\"\xd8\x02\n\x19\x43reateModelVersionRequest\x12\x12\n\x04name\x18\x01 \x01(\tB\x04\xf8\x86\x19\x01\x12\x14\n\x06source\x18\x02 \x01(\tB\x04\xf8\x86\x19\x01\x12\x0e\n\x06run_id\x18\x03 \x01(\t\x12\x13\n\x0b\x64\x65scription\x18\x04 \x01(\t\x12\x1e\n\x16run_tracking_server_id\x18\x05 \x01(\t\x12\x14\n\x0c\x66\x65\x61ture_deps\x18\x06 \x01(\t\x12\x35\n\x04tags\x18\x07 \x03(\x0b\x32\'.mlflow.ucmodelregistry.ModelVersionTag\x12\x46\n\x1amodel_version_dependencies\x18\x08 \x03(\x0b\x32\".mlflow.ucmodelregistry.Dependency:7\xe2?4\n2com.databricks.rpc.RPC[CreateModelVersionResponse]\"Y\n\x1a\x43reateModelVersionResponse\x12;\n\rmodel_version\x18\x01 \x01(\x0b\x32$.mlflow.ucmodelregistry.ModelVersion\"\x94\x01\n\x19UpdateModelVersionRequest\x12\x12\n\x04name\x18\x01 \x01(\tB\x04\xf8\x86\x19\x01\x12\x15\n\x07version\x18\x02 \x01(\tB\x04\xf8\x86\x19\x01\x12\x13\n\x0b\x64\x65scription\x18\x03 \x01(\t:7\xe2?4\n2com.databricks.rpc.RPC[UpdateModelVersionResponse]\"Y\n\x1aUpdateModelVersionResponse\x12;\n\rmodel_version\x18\x01 \x01(\x0b\x32$.mlflow.ucmodelregistry.ModelVersion\"\x7f\n\x19\x44\x65leteModelVersionRequest\x12\x12\n\x04name\x18\x01 \x01(\tB\x04\xf8\x86\x19\x01\x12\x15\n\x07version\x18\x02 \x01(\tB\x04\xf8\x86\x19\x01:7\xe2?4\n2com.databricks.rpc.RPC[DeleteModelVersionResponse]\"\x1c\n\x1a\x44\x65leteModelVersionResponse\"y\n\x16GetModelVersionRequest\x12\x12\n\x04name\x18\x01 \x01(\tB\x04\xf8\x86\x19\x01\x12\x15\n\x07version\x18\x02 \x01(\tB\x04\xf8\x86\x19\x01:4\xe2?1\n/com.databricks.rpc.RPC[GetModelVersionResponse]\"V\n\x17GetModelVersionResponse\x12;\n\rmodel_version\x18\x01 \x01(\x0b\x32$.mlflow.ucmodelregistry.ModelVersion\"\x96\x01\n\x1aSearchModelVersionsRequest\x12\x0e\n\x06\x66ilter\x18\x01 \x01(\t\x12\x1a\n\x0bmax_results\x18\x02 \x01(\x03:\x05\x31\x30\x30\x30\x30\x12\x12\n\npage_token\x18\x03 \x01(\t:8\xe2?5\n3com.databricks.rpc.RPC[SearchModelVersionsResponse]\"t\n\x1bSearchModelVersionsResponse\x12<\n\x0emodel_versions\x18\x01 \x03(\x0b\x32$.mlflow.ucmodelregistry.ModelVersion\x12\x17\n\x0fnext_page_token\x18\x02 \x01(\t\"\xf3\x01\n/GenerateTemporaryModelVersionCredentialsRequest\x12\x12\n\x04name\x18\x01 \x01(\tB\x04\xf8\x86\x19\x01\x12\x15\n\x07version\x18\x02 \x01(\tB\x04\xf8\x86\x19\x01\x12\x46\n\toperation\x18\x03 \x01(\x0e\x32-.mlflow.ucmodelregistry.ModelVersionOperationB\x04\xf8\x86\x19\x01:M\xe2?J\nHcom.databricks.rpc.RPC[GenerateTemporaryModelVersionCredentialsResponse]\"u\n0GenerateTemporaryModelVersionCredentialsResponse\x12\x41\n\x0b\x63redentials\x18\x01 \x01(\x0b\x32,.mlflow.ucmodelregistry.TemporaryCredentials\"\x8f\x01\n!GetModelVersionDownloadUriRequest\x12\x12\n\x04name\x18\x01 \x01(\tB\x04\xf8\x86\x19\x01\x12\x15\n\x07version\x18\x02 \x01(\tB\x04\xf8\x86\x19\x01:?\xe2?<\n:com.databricks.rpc.RPC[GetModelVersionDownloadUriResponse]\":\n\"GetModelVersionDownloadUriResponse\x12\x14\n\x0c\x61rtifact_uri\x18\x01 \x01(\t\"\x83\x01\n\x1b\x46inalizeModelVersionRequest\x12\x12\n\x04name\x18\x01 \x01(\tB\x04\xf8\x86\x19\x01\x12\x15\n\x07version\x18\x02 \x01(\tB\x04\xf8\x86\x19\x01:9\xe2?6\n4com.databricks.rpc.RPC[FinalizeModelVersionResponse]\"[\n\x1c\x46inalizeModelVersionResponse\x12;\n\rmodel_version\x18\x01 \x01(\x0b\x32$.mlflow.ucmodelregistry.ModelVersion\"\x9e\x01\n\x1eSetRegisteredModelAliasRequest\x12\x12\n\x04name\x18\x01 \x01(\tB\x04\xf8\x86\x19\x01\x12\x13\n\x05\x61lias\x18\x02 \x01(\tB\x04\xf8\x86\x19\x01\x12\x15\n\x07version\x18\x03 \x01(\tB\x04\xf8\x86\x19\x01:<\xe2?9\n7com.databricks.rpc.RPC[SetRegisteredModelAliasResponse]\"!\n\x1fSetRegisteredModelAliasResponse\"\x8d\x01\n!DeleteRegisteredModelAliasRequest\x12\x12\n\x04name\x18\x01 \x01(\tB\x04\xf8\x86\x19\x01\x12\x13\n\x05\x61lias\x18\x02 \x01(\tB\x04\xf8\x86\x19\x01:?\xe2?<\n:com.databricks.rpc.RPC[DeleteRegisteredModelAliasResponse]\"$\n\"DeleteRegisteredModelAliasResponse\"\x90\x01\n\x1cSetRegisteredModelTagRequest\x12\x12\n\x04name\x18\x01 \x01(\tB\x04\xf8\x86\x19\x01\x12\x11\n\x03key\x18\x02 \x01(\tB\x04\xf8\x86\x19\x01\x12\r\n\x05value\x18\x03 \x01(\t::\xe2?7\n5com.databricks.rpc.RPC[SetRegisteredModelTagResponse]\"\x1f\n\x1dSetRegisteredModelTagResponse\"\x87\x01\n\x1f\x44\x65leteRegisteredModelTagRequest\x12\x12\n\x04name\x18\x01 \x01(\tB\x04\xf8\x86\x19\x01\x12\x11\n\x03key\x18\x02 \x01(\tB\x04\xf8\x86\x19\x01:=\xe2?:\n8com.databricks.rpc.RPC[DeleteRegisteredModelTagResponse]\"\"\n DeleteRegisteredModelTagResponse\"\xa1\x01\n\x19SetModelVersionTagRequest\x12\x12\n\x04name\x18\x01 \x01(\tB\x04\xf8\x86\x19\x01\x12\x15\n\x07version\x18\x02 \x01(\tB\x04\xf8\x86\x19\x01\x12\x11\n\x03key\x18\x03 \x01(\tB\x04\xf8\x86\x19\x01\x12\r\n\x05value\x18\x04 \x01(\t:7\xe2?4\n2com.databricks.rpc.RPC[SetModelVersionTagResponse]\"\x1c\n\x1aSetModelVersionTagResponse\"\x98\x01\n\x1c\x44\x65leteModelVersionTagRequest\x12\x12\n\x04name\x18\x01 \x01(\tB\x04\xf8\x86\x19\x01\x12\x15\n\x07version\x18\x02 \x01(\tB\x04\xf8\x86\x19\x01\x12\x11\n\x03key\x18\x03 \x01(\tB\x04\xf8\x86\x19\x01::\xe2?7\n5com.databricks.rpc.RPC[DeleteModelVersionTagResponse]\"\x1f\n\x1d\x44\x65leteModelVersionTagResponse\"\x85\x01\n\x1dGetModelVersionByAliasRequest\x12\x12\n\x04name\x18\x01 \x01(\tB\x04\xf8\x86\x19\x01\x12\x13\n\x05\x61lias\x18\x02 \x01(\tB\x04\xf8\x86\x19\x01:;\xe2?8\n6com.databricks.rpc.RPC[GetModelVersionByAliasResponse]\"]\n\x1eGetModelVersionByAliasResponse\x12;\n\rmodel_version\x18\x01 \x01(\x0b\x32$.mlflow.ucmodelregistry.ModelVersion\"\xa9\x01\n\x06\x45ntity\x12*\n\x03job\x18\x01 \x01(\x0b\x32\x1b.mlflow.ucmodelregistry.JobH\x00\x12\x34\n\x08notebook\x18\x02 \x01(\x0b\x32 .mlflow.ucmodelregistry.NotebookH\x00\x12\x34\n\x08pipeline\x18\x03 \x01(\x0b\x32 .mlflow.ucmodelregistry.PipelineH\x00\x42\x07\n\x05value\";\n\x08Pipeline\x12\x13\n\x0bpipeline_id\x18\x01 \x01(\t\x12\x1a\n\x12pipeline_update_id\x18\x02 \x01(\t\"L\n\x03Job\x12\n\n\x02id\x18\x01 \x01(\t\x12\x10\n\x08task_key\x18\x02 \x01(\t\x12\x12\n\njob_run_id\x18\x03 \x01(\t\x12\x13\n\x0btask_run_id\x18\x04 \x01(\t\"C\n\x08Notebook\x12\n\n\x02id\x18\x01 \x01(\t\x12\x12\n\ncommand_id\x18\x02 \x01(\t\x12\x17\n\x0fnotebook_run_id\x18\x03 \x01(\t\"p\n\x05Table\x12\x0c\n\x04name\x18\x01 \x01(\t\x12\x35\n\ntable_type\x18\x02 \x01(\x0e\x32!.mlflow.ucmodelregistry.TableType\x12\x10\n\x08location\x18\x03 \x01(\t\x12\x10\n\x08table_id\x18\x04 \x01(\t\"D\n\tSecurable\x12.\n\x05table\x18\x01 \x01(\x0b\x32\x1d.mlflow.ucmodelregistry.TableH\x00\x42\x07\n\x05value\"\x84\x01\n\x07Lineage\x12;\n\x10target_securable\x18\x04 \x01(\x0b\x32!.mlflow.ucmodelregistry.Securable\x12<\n\x11source_securables\x18\x05 \x03(\x0b\x32!.mlflow.ucmodelregistry.Securable\"x\n\x11LineageHeaderInfo\x12\x30\n\x08\x65ntities\x18\x01 \x03(\x0b\x32\x1e.mlflow.ucmodelregistry.Entity\x12\x31\n\x08lineages\x18\x02 \x03(\x0b\x32\x1f.mlflow.ucmodelregistry.Lineage*c\n\x12ModelVersionStatus\x12\x0f\n\x0bUNSPECIFIED\x10\x00\x12\x18\n\x14PENDING_REGISTRATION\x10\x01\x12\x17\n\x13\x46\x41ILED_REGISTRATION\x10\x02\x12\t\n\x05READY\x10\x03*\x8a\x01\n\x15ModelVersionOperation\x12\'\n#MODEL_VERSION_OPERATION_UNSPECIFIED\x10\x00\x12 \n\x1cMODEL_VERSION_OPERATION_READ\x10\x01\x12&\n\"MODEL_VERSION_OPERATION_READ_WRITE\x10\x02*U\n\x0bStorageMode\x12\x1c\n\x18STORAGE_MODE_UNSPECIFIED\x10\x00\x12\x13\n\x0f\x43USTOMER_HOSTED\x10\x01\x12\x13\n\x0f\x44\x45\x46\x41ULT_STORAGE\x10\x02*S\n\x16SseEncryptionAlgorithm\x12(\n$SSE_ENCRYPTION_ALGORITHM_UNSPECIFIED\x10\x00\x12\x0f\n\x0b\x41WS_SSE_KMS\x10\x02*\xbd\x01\n\x0e\x44\x65pendencyType\x12\x1f\n\x1b\x44\x45PENDENCY_TYPE_UNSPECIFIED\x10\x00\x12\x1b\n\x17\x44\x41TABRICKS_VECTOR_INDEX\x10\x01\x12\x1d\n\x19\x44\x41TABRICKS_MODEL_ENDPOINT\x10\x02\x12\x1a\n\x16\x44\x41TABRICKS_UC_FUNCTION\x10\x03\x12\x1c\n\x18\x44\x41TABRICKS_UC_CONNECTION\x10\x04\x12\x14\n\x10\x44\x41TABRICKS_TABLE\x10\x05*t\n\tTableType\x12\t\n\x05TABLE\x10\x00\x12\x12\n\x0ePERSISTED_VIEW\x10\x01\x12\r\n\tTEMP_VIEW\x10\x02\x12\x15\n\x11MATERIALIZED_VIEW\x10\x03\x12\x18\n\x14STREAMING_LIVE_TABLE\x10\x04\x12\x08\n\x04PATH\x10\x05\x42\x32\n(com.databricks.api.proto.ucmodelregistry\xa0\x01\x01\xe2?\x02\x10\x01') _globals = globals() _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals) @@ -149,9 +149,9 @@ _globals['_SSEENCRYPTIONALGORITHM']._serialized_start=7829 _globals['_SSEENCRYPTIONALGORITHM']._serialized_end=7912 _globals['_DEPENDENCYTYPE']._serialized_start=7915 - _globals['_DEPENDENCYTYPE']._serialized_end=8082 - _globals['_TABLETYPE']._serialized_start=8084 - _globals['_TABLETYPE']._serialized_end=8200 + _globals['_DEPENDENCYTYPE']._serialized_end=8104 + _globals['_TABLETYPE']._serialized_start=8106 + _globals['_TABLETYPE']._serialized_end=8222 _globals['_REGISTEREDMODEL']._serialized_start=107 _globals['_REGISTEREDMODEL']._serialized_end=357 _globals['_REGISTEREDMODELALIAS']._serialized_start=359 @@ -296,7 +296,7 @@ from . import databricks_pb2 as databricks__pb2 - DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n%databricks_uc_registry_messages.proto\x12\x16mlflow.ucmodelregistry\x1a\x15scalapb/scalapb.proto\x1a\x10\x64\x61tabricks.proto\"\xfa\x01\n\x0fRegisteredModel\x12\x0c\n\x04name\x18\x01 \x01(\t\x12\x1a\n\x12\x63reation_timestamp\x18\x02 \x01(\x03\x12\x1e\n\x16last_updated_timestamp\x18\x03 \x01(\x03\x12\x0f\n\x07user_id\x18\x04 \x01(\t\x12\x13\n\x0b\x64\x65scription\x18\x05 \x01(\t\x12=\n\x07\x61liases\x18\x06 \x03(\x0b\x32,.mlflow.ucmodelregistry.RegisteredModelAlias\x12\x38\n\x04tags\x18\x07 \x03(\x0b\x32*.mlflow.ucmodelregistry.RegisteredModelTag\"6\n\x14RegisteredModelAlias\x12\r\n\x05\x61lias\x18\x01 \x01(\t\x12\x0f\n\x07version\x18\x02 \x01(\t\"0\n\x12RegisteredModelTag\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t\"-\n\x0fModelVersionTag\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t\"\xce\x03\n\x0cModelVersion\x12\x0c\n\x04name\x18\x01 \x01(\t\x12\x0f\n\x07version\x18\x02 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_MODELVERSIONSTATUS = DESCRIPTOR.enum_types_by_name['ModelVersionStatus'] ModelVersionStatus = enum_type_wrapper.EnumTypeWrapper(_MODELVERSIONSTATUS) @@ -327,6 +327,7 @@ DATABRICKS_MODEL_ENDPOINT = 2 DATABRICKS_UC_FUNCTION = 3 DATABRICKS_UC_CONNECTION = 4 + DATABRICKS_TABLE = 5 TABLE = 0 PERSISTED_VIEW = 1 TEMP_VIEW = 2 @@ -948,9 +949,9 @@ _SSEENCRYPTIONALGORITHM._serialized_start=7829 _SSEENCRYPTIONALGORITHM._serialized_end=7912 _DEPENDENCYTYPE._serialized_start=7915 - _DEPENDENCYTYPE._serialized_end=8082 - _TABLETYPE._serialized_start=8084 - _TABLETYPE._serialized_end=8200 + _DEPENDENCYTYPE._serialized_end=8104 + _TABLETYPE._serialized_start=8106 + _TABLETYPE._serialized_end=8222 _REGISTEREDMODEL._serialized_start=107 _REGISTEREDMODEL._serialized_end=357 _REGISTEREDMODELALIAS._serialized_start=359 diff --git a/mlflow/pyfunc/__init__.py b/mlflow/pyfunc/__init__.py index d802f81b19e18..d1b9308f8aa92 100644 --- a/mlflow/pyfunc/__init__.py +++ b/mlflow/pyfunc/__init__.py @@ -514,7 +514,7 @@ def predict(self, context, model_input, params=None): from mlflow.utils._spark_utils import modified_environ from mlflow.utils.annotations import deprecated, developer_stable, experimental from mlflow.utils.databricks_utils import ( - get_dbconnect_client_cache, + get_dbconnect_udf_sandbox_info, is_databricks_connect, is_in_databricks_runtime, is_in_databricks_shared_cluster_runtime, @@ -1686,10 +1686,10 @@ def _gen_prebuilt_env_archive_name(spark, local_model_path): """ python_env = _get_python_env(Path(local_model_path)) env_name = _get_virtualenv_name(python_env, local_model_path) - dbconnect_cache = get_dbconnect_client_cache(spark) + dbconnect_udf_sandbox_info = get_dbconnect_udf_sandbox_info(spark) return ( - f"{env_name}-{dbconnect_cache.udf_sandbox_image_version}-" - f"{dbconnect_cache.udf_sandbox_platform_machine}" + f"{env_name}-{dbconnect_udf_sandbox_info.image_version}-" + f"{dbconnect_udf_sandbox_info.platform_machine}" ) @@ -1702,9 +1702,9 @@ def _verify_prebuilt_env(spark, local_model_path, env_archive_path): python_env = _get_python_env(Path(local_model_path)) env_sha = _get_virtualenv_name(python_env, local_model_path).split("-")[-1] - dbconnect_cache = get_dbconnect_client_cache(spark) - runtime_version = dbconnect_cache.udf_sandbox_image_version - platform_machine = dbconnect_cache.udf_sandbox_platform_machine + dbconnect_udf_sandbox_info = get_dbconnect_udf_sandbox_info(spark) + runtime_version = dbconnect_udf_sandbox_info.image_version + platform_machine = dbconnect_udf_sandbox_info.platform_machine if prebuilt_env_sha != env_sha: raise MlflowException( @@ -2098,6 +2098,22 @@ def spark_udf( # can't access NFS, so it needs to use `spark.addArtifact`. use_dbconnect_artifact = is_dbconnect_mode and not is_in_databricks_shared_cluster_runtime() + if use_dbconnect_artifact: + udf_sandbox_info = get_dbconnect_udf_sandbox_info(spark) + if Version(udf_sandbox_info.mlflow_version) < Version("2.19.0"): + raise MlflowException( + "Using 'mlflow.pyfunc.spark_udf' in Databricks Serverless or in remote " + "Databricks Connect requires UDF sandbox image installed with MLflow " + "of version >= 2.19." + ) + # `udf_sandbox_info.runtime_version` format is like '.'. + # It's safe to apply `Version`. + if Version(udf_sandbox_info.runtime_version).major < 16: + raise MlflowException( + "Using 'mlflow.pyfunc.spark_udf' in Databricks Serverless or in remote " + "Databricks Connect requires Databricks runtime version >= 16.0." + ) + nfs_root_dir = get_nfs_cache_root_dir() should_use_nfs = nfs_root_dir is not None diff --git a/mlflow/pytorch/_lightning_autolog.py b/mlflow/pytorch/_lightning_autolog.py index c703929e555f8..fe85d70fa73fc 100644 --- a/mlflow/pytorch/_lightning_autolog.py +++ b/mlflow/pytorch/_lightning_autolog.py @@ -8,11 +8,11 @@ import mlflow.pytorch from mlflow.exceptions import MlflowException from mlflow.ml_package_versions import _ML_PACKAGE_VERSIONS -from mlflow.pytorch import _pytorch_autolog from mlflow.utils.autologging_utils import ( BatchMetricsLogger, ExceptionSafeAbstractClass, MlflowAutologgingQueueingClient, + disable_autologging, get_autologging_config, ) from mlflow.utils.checkpoint_utils import MlflowModelCheckpointCallbackBase @@ -468,7 +468,7 @@ def patched_fit(original, self, *args, **kwargs): "outside this range." ) - with _pytorch_autolog.disable_pytorch_autologging(): + with disable_autologging(): run_id = mlflow.active_run().info.run_id tracking_uri = mlflow.get_tracking_uri() client = MlflowAutologgingQueueingClient(tracking_uri) diff --git a/mlflow/pytorch/_pytorch_autolog.py b/mlflow/pytorch/_pytorch_autolog.py index 417723969cd22..fba75a08c7518 100644 --- a/mlflow/pytorch/_pytorch_autolog.py +++ b/mlflow/pytorch/_pytorch_autolog.py @@ -1,5 +1,4 @@ import time -from contextlib import contextmanager import mlflow from mlflow.entities import Metric, Param @@ -9,26 +8,13 @@ flush_metrics_queue, ) -DISABLED = False - - -@contextmanager -def disable_pytorch_autologging(): - global DISABLED - old_value = DISABLED - DISABLED = True - try: - yield - finally: - DISABLED = old_value - def patched_add_hparams(original, self, hparam_dict, metric_dict, *args, **kwargs): """use a synchronous call here since this is going to get called very infrequently.""" run = mlflow.active_run() - if not DISABLED and run is not None and hparam_dict: + if run is not None and hparam_dict: run_id = run.info.run_id # str() is required by mlflow :( params_arr = [Param(key, str(value)) for key, value in hparam_dict.items()] @@ -42,12 +28,7 @@ def patched_add_hparams(original, self, hparam_dict, metric_dict, *args, **kwarg def patched_add_event(original, self, event, *args, mlflow_log_every_n_step, **kwargs): run = mlflow.active_run() - if ( - not DISABLED - and run is not None - and event.WhichOneof("what") == "summary" - and mlflow_log_every_n_step - ): + if run is not None and event.WhichOneof("what") == "summary" and mlflow_log_every_n_step: summary = event.summary global_step = args[0] if len(args) > 0 else kwargs.get("global_step", None) global_step = global_step or 0 diff --git a/mlflow/server/js/.enzymemigrationignore b/mlflow/server/js/.enzymemigrationignore index 3296471664404..183909095602d 100644 --- a/mlflow/server/js/.enzymemigrationignore +++ b/mlflow/server/js/.enzymemigrationignore @@ -1,14 +1,5 @@ -src/common/components/EditableNote.enzyme.test.tsx -src/common/components/EditableTagsTableView.enzyme.test.tsx -src/common/components/ErrorView.enzyme.test.tsx -src/common/components/ExpandableList.enzyme.test.tsx -src/common/components/IconButton.enzyme.test.tsx -src/common/components/PageNotFoundView.enzyme.test.tsx src/common/components/PlotlyStylesProvider.enzyme.test.tsx src/common/components/RequestStateWrapper.enzyme.test.tsx -src/common/components/SimplePagination.enzyme.test.tsx -src/common/components/Spinner.enzyme.test.tsx -src/common/components/TrimmedText.enzyme.test.tsx src/common/components/error-boundaries/AppErrorBoundary.enzyme.test.tsx src/common/components/error-boundaries/SectionErrorBoundary.enzyme.test.tsx src/common/utils/TestUtils.enzyme.tsx @@ -91,10 +82,7 @@ src/model-registry/components/CompareModelVersionsView.enzyme.test.tsx src/model-registry/components/ConfigureInferenceButton.enzyme.test.tsx src/model-registry/components/ConfigureInferenceForm.enzyme.test.tsx src/model-registry/components/ConfigureInferenceModal.enzyme.test.tsx -src/model-registry/components/CreateModelButton.enzyme.test.tsx src/model-registry/components/CreateModelForm.enzyme.test.tsx -src/model-registry/components/CreateModelPage.enzyme.test.tsx -src/model-registry/components/DirectTransitionForm.enzyme.test.tsx src/model-registry/components/ModelActivitiesList.enzyme.test.tsx src/model-registry/components/ModelListPage.enzyme.test.tsx src/model-registry/components/ModelListView.enzyme.test.tsx diff --git a/mlflow/server/js/.yarnrc.yml b/mlflow/server/js/.yarnrc.yml index a554a23e0ff65..4cd0ea421b62b 100644 --- a/mlflow/server/js/.yarnrc.yml +++ b/mlflow/server/js/.yarnrc.yml @@ -1,2 +1,2 @@ -yarnPath: yarn/releases/yarn-4.3.1.cjs +yarnPath: yarn/releases/yarn-4.5.0.cjs nodeLinker: node-modules diff --git a/mlflow/server/js/package.json b/mlflow/server/js/package.json index af39b46149088..6758103c499f7 100644 --- a/mlflow/server/js/package.json +++ b/mlflow/server/js/package.json @@ -31,6 +31,7 @@ "@emotion/cache": "^11.11.0", "@emotion/react": "^11.11.3", "@tanstack/react-table": "^8.8.2", + "@tanstack/react-virtual": "^3.8.1", "@types/react-virtualized": "^9.21.9", "antd": "4.16.8", "babel-jest": "^27.5.1", @@ -78,7 +79,7 @@ "react-resizable": "^3.0.4", "react-router": "^6.4.0", "react-router-dom": "^6.4.0", - "react-syntax-highlighter": "^12.2.1", + "react-syntax-highlighter": "^15.4.0", "react-transition-group": "^4.4.1", "react-treebeard": "2.1.0", "react-virtualized": "^9.21.2", @@ -95,11 +96,11 @@ 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