From 2165cdf5f6818e7caa57f98252a16eb9700439f6 Mon Sep 17 00:00:00 2001 From: Nicolas Faurie Date: Wed, 1 Apr 2026 11:23:16 +0200 Subject: [PATCH 1/2] Workflow encoding feature (offloading / encryption) --- .speakeasy/gen.lock | 50 +- .speakeasy/gen.yaml | 2 +- .speakeasy/workflow.lock | 2 +- pyproject.toml | 21 + src/mistralai/client/_hooks/registration.py | 4 + .../client/_hooks/workflow_encoding_hook.py | 268 +++++ src/mistralai/client/_version.py | 4 +- src/mistralai/client/sdk.py | 26 + src/mistralai/extra/exceptions.py | 5 +- src/mistralai/extra/workflows/__init__.py | 19 + .../extra/workflows/encoding/__init__.py | 21 + .../extra/workflows/encoding/config.py | 55 + .../extra/workflows/encoding/models.py | 90 ++ .../workflows/encoding/payload_encoder.py | 316 ++++++ .../workflows/encoding/storage/__init__.py | 1 + .../encoding/storage/blob_storage.py | 95 ++ .../encoding/storage/blob_storage_impl.py | 357 +++++++ uv.lock | 997 +++++++++++++++++- 18 files changed, 2315 insertions(+), 18 deletions(-) create mode 100644 src/mistralai/client/_hooks/workflow_encoding_hook.py create mode 100644 src/mistralai/extra/workflows/encoding/__init__.py create mode 100644 src/mistralai/extra/workflows/encoding/config.py create mode 100644 src/mistralai/extra/workflows/encoding/models.py create mode 100644 src/mistralai/extra/workflows/encoding/payload_encoder.py create mode 100644 src/mistralai/extra/workflows/encoding/storage/__init__.py create mode 100644 src/mistralai/extra/workflows/encoding/storage/blob_storage.py create mode 100644 src/mistralai/extra/workflows/encoding/storage/blob_storage_impl.py diff --git a/.speakeasy/gen.lock b/.speakeasy/gen.lock index dc44fd3b..07190c78 100644 --- a/.speakeasy/gen.lock +++ b/.speakeasy/gen.lock @@ -5,15 +5,15 @@ management: docVersion: 1.0.0 speakeasyVersion: 1.761.1 generationVersion: 2.879.6 - releaseVersion: 2.3.1 - configChecksum: cfc814ae7d34226a7aa57f42b133b76e + releaseVersion: 2.3.0 + configChecksum: 23f8bedccc0eae8d219fc0f204f0d860 repoURL: https://github.com/mistralai/client-python.git installationURL: https://github.com/mistralai/client-python.git published: true persistentEdits: - generation_id: da4d1522-be42-4fed-8e47-6a1a86083dd9 - pristine_commit_hash: 0af2a650df50ba629dd4358d9ecd97a7a865b28a - pristine_tree_hash: 21954a44b6b1fcad3bcbbb7ec53a7846e7141605 + generation_id: fe142125-1872-4182-81ba-bc06f9c54162 + pristine_commit_hash: 35add5123f1208507e0bfe5ca855b6de0b6b252b + pristine_tree_hash: 31fb38dc60d808cfb99e3bd8405df845ece4b4b2 features: python: acceptHeaders: 3.0.0 @@ -61,7 +61,6 @@ trackedFiles: id: 89aa447020cd last_write_checksum: sha1:f84632c81029fcdda8c3b0c768d02b836fc80526 pristine_git_object: 8d79f0abb72526f1fb34a4c03e5bba612c6ba2ae - deleted: true USAGE.md: id: 3aed33ce6e6f last_write_checksum: sha1:d172deb3ee1630f16b279de22aec1f8f68d7565f @@ -2666,6 +2665,11 @@ trackedFiles: id: 5e2ddf7b3863 last_write_checksum: sha1:3aa9c92e9872fe75032e53e311bf050dbab51e98 pristine_git_object: 2a64e130e526f8d99e623e7cbc0c7add82d8fab0 + docs/models/tooltypes.md: + id: adb50fe63ea2 + last_write_checksum: sha1:d0d67b717773cbc99add6716e0287e64f04d24df + pristine_git_object: 345ee7dc07187e1ee06726ec63ffb75e1a34e736 + deleted: true docs/models/trainingfile.md: id: 4039958e8930 last_write_checksum: sha1:d02543c2d1446e56501f2ac358a09669b0077648 @@ -2874,6 +2878,11 @@ trackedFiles: id: fc4df52fb9b5 last_write_checksum: sha1:72636dc7ae74264bb5158d284ef6f83da5290b27 pristine_git_object: 4ca7333c412ad819e3e02c61debe402e3f9b0af9 + docs/models/workerinfo.md: + id: f8e56340a1d8 + last_write_checksum: sha1:29c6d1ac23a55a0a8ecb108833c516332d358b11 + pristine_git_object: 997f62ab0242d0017871a434ffbfbc2c58c69294 + deleted: true docs/models/workflow.md: id: a782201b7327 last_write_checksum: sha1:0a6dbea734dc94626fb53ab37c619fef48b9db63 @@ -3194,6 +3203,11 @@ trackedFiles: id: 4f1a657c8f68 last_write_checksum: sha1:8ddfebe91ff50ea863d4c0bd85c75458a482667e pristine_git_object: 3b4d135f39bdfc3237c36c03367952eae54bdd48 + docs/sdks/workers/README.md: + id: aaba95bc3191 + last_write_checksum: sha1:d940b7a4fc0866c94714f1e2a994cf08f1f83b58 + pristine_git_object: 5e2380d1d15afd204e20d0a16adc84f30e91e041 + deleted: true docs/sdks/workflows/README.md: id: 80c76ce944c0 last_write_checksum: sha1:af6d1ec6698a8d58a743d67e897910038bed299a @@ -3228,8 +3242,8 @@ trackedFiles: pristine_git_object: 036d44b8cfc51599873bd5c401a6aed30450536c src/mistralai/client/_version.py: id: cc807b30de19 - last_write_checksum: sha1:9a1feeb59a26a1eef191112013191e9f32399ef6 - pristine_git_object: aa94ac8d12a7009a1cd3a1c33379fe4b341e71c2 + last_write_checksum: sha1:421e56bc3992cac6dd6e90992f219ac2a798fea0 + pristine_git_object: 0a44f4d847ea627a02c57dd61fb3f5c691327131 src/mistralai/client/accesses.py: id: 76fc53bfcf59 last_write_checksum: sha1:0c417e7a0bf9dfc523dbabee816b73d7a4d52f1d @@ -5386,6 +5400,11 @@ trackedFiles: id: cbe8c44aee50 last_write_checksum: sha1:53949106f192944a13a8fcbeb37b3d08478b7bbc pristine_git_object: 1a7781fc2c1001002785d512ed7909ce91a9129f + src/mistralai/client/models/tooltypes.py: + id: 86c3b54272fd + last_write_checksum: sha1:e90c15c1e645a5f207af0c7ac728cb0a521c6706 + pristine_git_object: e601c1967c42ef8d0c2eea98bc5c0ca722cde066 + deleted: true src/mistralai/client/models/trainingfile.py: id: 2edf9bce227d last_write_checksum: sha1:f72468d666e903a966c12273be5a64048dcd59a0 @@ -5566,6 +5585,11 @@ trackedFiles: id: 26b0903423e5 last_write_checksum: sha1:e486f50095cc7540ce828fff7571c6aa6748bf2f pristine_git_object: f82b6ec1c89cae83ea21d9bae12a1984679262ae + src/mistralai/client/models/workerinfo.py: + id: 0c231087534e + last_write_checksum: sha1:0d9e4e56c7a4c570ccf49bcdc835b33f7500629b + pristine_git_object: 65edcec61125e3276bddabf424ec289667b3b671 + deleted: true src/mistralai/client/models/workflow.py: id: 1548cd73984e last_write_checksum: sha1:14e1db57af8784d77633d7dc1d22198f2377909b @@ -5788,8 +5812,8 @@ trackedFiles: pristine_git_object: d036900982e6db67d9d3f79f4e906541a1af0179 src/mistralai/client/sdk.py: id: 48edbcb38d7e - last_write_checksum: sha1:a606046063cd946633918efa1662846c987c9b7e - pristine_git_object: 03338f46bd3d32f1770ed9b6e4d30f9d707867df + last_write_checksum: sha1:92a9a2ed0c76f0d2a94ff6199148340039af33d5 + pristine_git_object: b06724d8f1d9111d5aa9beebe9f3d89a798c3e1c src/mistralai/client/sdkconfiguration.py: id: b7dd68a0235e last_write_checksum: sha1:c6944f12c6fdc992d43db943b24c8c90854cde5e @@ -5890,6 +5914,11 @@ trackedFiles: id: ab76b1377d79 last_write_checksum: sha1:c46a418a865955ab8b72d7d2584ba9b758f75165 pristine_git_object: c4f1a71e1da1cb4ebda3ef4fb69cbbe98370d2ae + src/mistralai/client/workers.py: + id: 54a46aba8359 + last_write_checksum: sha1:009ae7cbfc6ff8eb8bf29a6ccca93192ef643416 + pristine_git_object: e2d41c70ecaeec1439ff9398b79de2af7eca54f1 + deleted: true src/mistralai/client/workflows.py: id: e2a0381191f6 last_write_checksum: sha1:643f6debca318789195f27e7ccf9ff959d558f46 @@ -8312,7 +8341,6 @@ examples: application/json: {"scheduler_url": "https://closed-passport.info/", "namespace": "", "tls": false} examplesVersion: 1.0.2 generatedTests: {} -releaseNotes: "## Python SDK Changes:\n* `mistral.ocr.process()`: \n * `request` **Changed** (Breaking ⚠️)\n * `response.pages[]` **Changed**\n* `mistral.chat.complete()`: `response.choices[]` **Changed**\n* `mistral.fim.complete()`: `response.choices[]` **Changed**\n* `mistral.agents.complete()`: `response.choices[]` **Changed**\n* `mistral.workflows.executions.stream()`: `request.event_source` **Changed**\n" generatedFiles: - .gitattributes - .vscode/settings.json diff --git a/.speakeasy/gen.yaml b/.speakeasy/gen.yaml index bb768021..55eaf3cf 100644 --- a/.speakeasy/gen.yaml +++ b/.speakeasy/gen.yaml @@ -32,7 +32,7 @@ generation: generateNewTests: false skipResponseBodyAssertions: false python: - version: 2.3.1 + version: 2.3.0 additionalDependencies: dev: pytest: ^8.2.2 diff --git a/.speakeasy/workflow.lock b/.speakeasy/workflow.lock index c77ab8e9..bf58d254 100644 --- a/.speakeasy/workflow.lock +++ b/.speakeasy/workflow.lock @@ -41,7 +41,7 @@ targets: sourceRevisionDigest: sha256:4d69c08534e6e63c9fadb6f11344bf178f9dbf962fe0e319013c96096a0b5244 sourceBlobDigest: sha256:3cbfbae3d8be0884f2d588d3f9eec1b70c811931631a7ac240b7e7444cc081da codeSamplesNamespace: mistral-openapi-code-samples - codeSamplesRevisionDigest: sha256:6afb787e5bd692753cade5670341d5cfd2307608034185cd6641ac02990b7104 + codeSamplesRevisionDigest: sha256:0abd47e1cec85efd5b5949d51c5763e0622bb6dd1d7abab906f20318272977fa workflow: workflowVersion: 1.0.0 speakeasyVersion: 1.761.1 diff --git a/pyproject.toml b/pyproject.toml index 2aaac4d4..c17b8e50 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -30,6 +30,27 @@ realtime = [ "websockets >=13.0", ] +workflow_payload_offloading_azure = [ + "azure-storage-blob[aio]>=12.28.0,<13.0.0", +] +workflow_payload_offloading_gcs = [ + "gcloud-aio-storage>=9.3.0,<10.0.0", + "opentelemetry-instrumentation-aiohttp-client>=0.60b1,<0.61", # For observability +] +workflow_payload_offloading_s3 = [ + "aioboto3>=12.4.0,<13.0.0", +] + +workflow_payload_offloading = [ + "mistralai[workflow_payload_offloading_azure]", + "mistralai[workflow_payload_offloading_gcs]", + "mistralai[workflow_payload_offloading_s3]", +] +workflow_payload_encryption = [ + "cryptography>=41.0.0,<47.0.0", +] + + [project.urls] Repository = "https://github.com/mistralai/client-python.git" diff --git a/src/mistralai/client/_hooks/registration.py b/src/mistralai/client/_hooks/registration.py index de781de7..4da6eb7c 100644 --- a/src/mistralai/client/_hooks/registration.py +++ b/src/mistralai/client/_hooks/registration.py @@ -3,6 +3,7 @@ from .traceparent import TraceparentInjectionHook from .tracing import TracingHook from .types import Hooks +from .workflow_encoding_hook import WorkflowEncodingHook # This file is only ever generated once on the first generation and then is free to be modified. # Any hooks you wish to add should be registered in the init_hooks function. Feel free to define them @@ -16,9 +17,12 @@ def init_hooks(hooks: Hooks): Hooks are registered per SDK instance, and are valid for the lifetime of the SDK instance """ tracing_hook = TracingHook() + workflow_encoding_hook = WorkflowEncodingHook() hooks.register_before_request_hook(CustomUserAgentHook()) hooks.register_before_request_hook(TraceparentInjectionHook()) hooks.register_after_success_hook(DeprecationWarningHook()) hooks.register_after_success_hook(tracing_hook) hooks.register_before_request_hook(tracing_hook) hooks.register_after_error_hook(tracing_hook) + hooks.register_before_request_hook(workflow_encoding_hook) + hooks.register_after_success_hook(workflow_encoding_hook) diff --git a/src/mistralai/client/_hooks/workflow_encoding_hook.py b/src/mistralai/client/_hooks/workflow_encoding_hook.py new file mode 100644 index 00000000..b49ca6e5 --- /dev/null +++ b/src/mistralai/client/_hooks/workflow_encoding_hook.py @@ -0,0 +1,268 @@ +import asyncio +import concurrent.futures +import json +import logging +import re +from typing import Any, Dict, Optional, Union +import uuid + +import httpx + +from .types import ( + AfterSuccessContext, + AfterSuccessHook, + BeforeRequestContext, + BeforeRequestHook, +) +from mistralai.extra.workflows.encoding.config import WorkflowEncodingConfig +from mistralai.extra.workflows.encoding.models import WorkflowContext +from mistralai.extra.workflows.encoding.payload_encoder import PayloadEncoder + +logger = logging.getLogger(__name__) + + +class _WorkflowEncodingConfig: + def __init__(self) -> None: + self.payload_encoder: Optional[PayloadEncoder] = None + self.namespace: Optional[str] = None + + +_workflow_config = _WorkflowEncodingConfig() + + +def configure_workflow_encoding( + config: WorkflowEncodingConfig, + namespace: str, +) -> None: + """Configure workflow payload encoding by creating a PayloadEncoder. + """ + _workflow_config.payload_encoder = PayloadEncoder( + offloading_config=config.payload_offloading, + encryption_config=config.payload_encryption, + ) + _workflow_config.namespace = namespace + + +def get_workflow_payload_encoder() -> Optional[PayloadEncoder]: + """Get the current workflow payload encoder.""" + return _workflow_config.payload_encoder + + +def get_workflow_namespace() -> Optional[str]: + """Get the configured workflow namespace.""" + return _workflow_config.namespace + + +EXECUTE_WORKFLOW_OPERATION_ID = ( + "execute_workflow_v1_workflows__workflow_identifier__execute_post" +) +EXECUTE_WORKFLOW_REGISTRATION_OPERATION_ID = "execute_workflow_registration_v1_workflows_registrations__workflow_registration_id__execute_post" +SCHEDULE_WORKFLOW_OPERATION_ID = "schedule_workflow_v1_workflows_schedules_post" + +EXECUTE_OPERATIONS = { + EXECUTE_WORKFLOW_OPERATION_ID, + EXECUTE_WORKFLOW_REGISTRATION_OPERATION_ID, +} + +OPERATIONS_ENCODE_INPUT = { + EXECUTE_WORKFLOW_OPERATION_ID, + EXECUTE_WORKFLOW_REGISTRATION_OPERATION_ID, + "signal_workflow_execution_v1_workflows_executions__execution_id__signals_post", + "query_workflow_execution_v1_workflows_executions__execution_id__queries_post", + "update_workflow_execution_v1_workflows_executions__execution_id__updates_post", + SCHEDULE_WORKFLOW_OPERATION_ID, +} + +OPERATIONS_DECODE_RESULT = { + EXECUTE_WORKFLOW_OPERATION_ID, + EXECUTE_WORKFLOW_REGISTRATION_OPERATION_ID, + "get_workflow_execution_v1_workflows_executions__execution_id__get", + "query_workflow_execution_v1_workflows_executions__execution_id__queries_post", + "update_workflow_execution_v1_workflows_executions__execution_id__updates_post", +} + +SCHEDULE_CORRELATION_ID_PLACEHOLDER = "__scheduled_workflow__" + + +def _run_async(coro: Any) -> Any: + """Run an async coroutine in a sync context.""" + try: + asyncio.get_running_loop() + with concurrent.futures.ThreadPoolExecutor() as pool: + future = pool.submit(asyncio.run, coro) + return future.result() + except RuntimeError: + return asyncio.run(coro) + + +def _extract_execution_id_from_url(url: str) -> Optional[str]: + """Extract execution_id from URL path like /v1/workflows/executions/{execution_id}/...""" + match = re.search(r"/executions/([^/]+)", str(url)) + if match: + return match.group(1) + return None + + +def _extract_workflow_identifier_from_execute_url(url: str) -> Optional[str]: + """Extract workflow identifier from execute URLs. + + Handles: + - /v1/workflows/{workflow_identifier}/execute + - /v1/workflows/registrations/{workflow_registration_id}/execute + """ + match = re.search(r"/(?:workflows|registrations)/([^/]+)/execute", str(url)) + return match.group(1) if match else None + + +def _extract_execution_id_from_body(body: Dict[str, Any]) -> Optional[str]: + """Extract execution_id from request body.""" + return body.get("execution_id") + + +def _generate_two_part_id( + primary_seed: str | None, secondary_seed: str | None = None +) -> str: + """Generates a unique ID composed of two parts derived from seeds.""" + if not primary_seed: + primary_seed = uuid.uuid4().hex + if not secondary_seed: + secondary_seed = uuid.uuid4().hex + first_part = uuid.uuid5(uuid.NAMESPACE_DNS, primary_seed).hex + second_part = uuid.uuid5(uuid.NAMESPACE_DNS, secondary_seed).hex + return f"{first_part}{second_part}".replace("-", "") + + +class WorkflowEncodingHook(BeforeRequestHook, AfterSuccessHook): + """Hook for encoding/decoding workflow event payloads. + + This hook intercepts workflow requests to encode input payloads (encryption, + blob storage offloading) and decodes result fields in responses. + + Configuration is set via Mistral.configure_workflow_encoding() which initializes + the PayloadEncoder and stores it at module level. + """ + + def before_request( + self, + hook_ctx: BeforeRequestContext, + request: httpx.Request, + ) -> Union[httpx.Request, Exception]: + """Intercept requests to encode workflow input payloads.""" + encoder = get_workflow_payload_encoder() + namespace = get_workflow_namespace() + if not encoder or not namespace: + return request + + if hook_ctx.operation_id not in OPERATIONS_ENCODE_INPUT: + return request + + content_type = request.headers.get("content-type", "") + if "application/json" not in content_type: + return request + + try: + body = json.loads(request.content) + input_data = body.get("input") + if input_data is None: + return request + + execution_id = _extract_execution_id_from_body( + body + ) or _extract_execution_id_from_url(str(request.url)) + + if not execution_id and hook_ctx.operation_id in EXECUTE_OPERATIONS: + seed = _extract_workflow_identifier_from_execute_url(str(request.url)) + execution_id = _generate_two_part_id(seed) + body["execution_id"] = execution_id + + if ( + not execution_id + and hook_ctx.operation_id == SCHEDULE_WORKFLOW_OPERATION_ID + ): + execution_id = SCHEDULE_CORRELATION_ID_PLACEHOLDER + + if not execution_id: + raise ValueError( + f"WorkflowEncoding: Could not extract execution_id for {hook_ctx.operation_id}" + ) + + context = WorkflowContext( + namespace=namespace, + execution_id=execution_id, + ) + + logger.debug( + "WorkflowEncodingHook: Encoding input for %s", hook_ctx.operation_id + ) + + encoded_input = _run_async( + encoder.encode_network_input(input_data, context) + ) + + # Update body based on operation type: + # - Execute operations: use separate `encoded_input` field and set `input` to None + # - Signal/Query/Update: put encoded input directly in `input` field + if hook_ctx.operation_id in EXECUTE_OPERATIONS: + body["encoded_input"] = encoded_input.model_dump(mode="json") + body["input"] = None + else: + body["input"] = encoded_input.model_dump(mode="json") + + new_content = json.dumps(body).encode("utf-8") + new_headers = httpx.Headers(request.headers) + new_headers["content-length"] = str(len(new_content)) + + return httpx.Request( + method=request.method, + url=request.url, + headers=new_headers, + content=new_content, + extensions=request.extensions, + ) + + except Exception as e: + logger.error("WorkflowEncodingHook: Failed to encode input: %s", e) + return request + + def after_success( + self, + hook_ctx: AfterSuccessContext, + response: httpx.Response, + ) -> Union[httpx.Response, Exception]: + """Intercept responses to decode workflow result payloads.""" + encoder = get_workflow_payload_encoder() + if not encoder: + return response + + if hook_ctx.operation_id not in OPERATIONS_DECODE_RESULT: + return response + + content_type = response.headers.get("content-type", "") + if "application/json" not in content_type: + return response + + try: + body = json.loads(response.content) + result = body.get("result") + if result is None or not encoder.check_is_payload_encoded(result): + return response + + logger.debug( + "WorkflowEncodingHook: Decoding result for %s", hook_ctx.operation_id + ) + + decoded_result = _run_async(encoder.decode_network_result(result)) + + body["result"] = decoded_result + new_content = json.dumps(body).encode("utf-8") + + return httpx.Response( + status_code=response.status_code, + headers=response.headers, + content=new_content, + request=response.request, + extensions=response.extensions, + ) + except Exception as e: + logger.error("WorkflowEncodingHook: Failed to decode result: %s", e) + return response diff --git a/src/mistralai/client/_version.py b/src/mistralai/client/_version.py index aa94ac8d..0a44f4d8 100644 --- a/src/mistralai/client/_version.py +++ b/src/mistralai/client/_version.py @@ -4,10 +4,10 @@ import importlib.metadata __title__: str = "mistralai" -__version__: str = "2.3.1" +__version__: str = "2.3.0" __openapi_doc_version__: str = "1.0.0" __gen_version__: str = "2.879.6" -__user_agent__: str = "speakeasy-sdk/python 2.3.1 2.879.6 1.0.0 mistralai" +__user_agent__: str = "speakeasy-sdk/python 2.3.0 2.879.6 1.0.0 mistralai" try: if __package__ is not None: diff --git a/src/mistralai/client/sdk.py b/src/mistralai/client/sdk.py index 03338f46..b06724d8 100644 --- a/src/mistralai/client/sdk.py +++ b/src/mistralai/client/sdk.py @@ -15,6 +15,13 @@ from typing import Any, Callable, Dict, Optional, TYPE_CHECKING, Union, cast import weakref +# region imports +from mistralai.client._hooks.workflow_encoding_hook import ( + configure_workflow_encoding as _configure_workflow_encoding, +) +from mistralai.extra.workflows.encoding.config import WorkflowEncodingConfig +# endregion imports + if TYPE_CHECKING: from mistralai.client.agents import Agents from mistralai.client.audio import Audio @@ -227,3 +234,22 @@ async def __aexit__(self, exc_type, exc_val, exc_tb): ): await self.sdk_configuration.async_client.aclose() self.sdk_configuration.async_client = None + + # region sdk-class-body + async def configure_workflow_encoding( + self, + config: WorkflowEncodingConfig, + namespace: str | None = None, + ) -> "Mistral": + """Configure workflow payload encoding for this SDK instance. + This enables encryption and/or blob storage offloading for workflow payloads. + """ + if not namespace: + # pylint: disable=import-outside-toplevel + from mistralai.extra.workflows.helpers import get_scheduler_namespace + + namespace = await get_scheduler_namespace(self) + _configure_workflow_encoding(config, namespace) + return self + + # endregion sdk-class-body diff --git a/src/mistralai/extra/exceptions.py b/src/mistralai/extra/exceptions.py index d2cd3e79..1c659346 100644 --- a/src/mistralai/extra/exceptions.py +++ b/src/mistralai/extra/exceptions.py @@ -8,6 +8,9 @@ class MistralClientException(Exception): """Base exception for client errors.""" +class WorkflowPayloadOffloadingException(MistralClientException): + """Workflow payload offloading exception""" + class RunException(MistralClientException): """Conversation run errors.""" @@ -15,11 +18,9 @@ class RunException(MistralClientException): class MCPException(MistralClientException): """MCP operation errors.""" - class MCPAuthException(MCPException): """MCP authentication errors.""" - class RealtimeTranscriptionException(MistralClientException): """Base realtime transcription exception.""" diff --git a/src/mistralai/extra/workflows/__init__.py b/src/mistralai/extra/workflows/__init__.py index e69de29b..de43fe9a 100644 --- a/src/mistralai/extra/workflows/__init__.py +++ b/src/mistralai/extra/workflows/__init__.py @@ -0,0 +1,19 @@ +from .encoding import ( + WorkflowEncodingConfig, + PayloadOffloadingConfig, + PayloadEncryptionConfig, + PayloadEncryptionMode, + BlobStorageConfig, + StorageProvider, + EncryptedStrField, +) + +__all__ = [ + "WorkflowEncodingConfig", + "PayloadOffloadingConfig", + "PayloadEncryptionConfig", + "PayloadEncryptionMode", + "BlobStorageConfig", + "StorageProvider", + "EncryptedStrField", +] diff --git a/src/mistralai/extra/workflows/encoding/__init__.py b/src/mistralai/extra/workflows/encoding/__init__.py new file mode 100644 index 00000000..81313f18 --- /dev/null +++ b/src/mistralai/extra/workflows/encoding/__init__.py @@ -0,0 +1,21 @@ +from .config import ( + WorkflowEncodingConfig, + PayloadOffloadingConfig, + PayloadEncryptionConfig, + PayloadEncryptionMode, + BlobStorageConfig, + StorageProvider, +) +from .models import EncryptedStrField +from .payload_encoder import PayloadEncoder + +__all__ = [ + "WorkflowEncodingConfig", + "PayloadOffloadingConfig", + "PayloadEncryptionConfig", + "PayloadEncryptionMode", + "BlobStorageConfig", + "StorageProvider", + "EncryptedStrField", + "PayloadEncoder", +] diff --git a/src/mistralai/extra/workflows/encoding/config.py b/src/mistralai/extra/workflows/encoding/config.py new file mode 100644 index 00000000..8ce117af --- /dev/null +++ b/src/mistralai/extra/workflows/encoding/config.py @@ -0,0 +1,55 @@ +from enum import Enum +from pydantic import SecretStr, BaseModel +from typing import Optional + + +class StorageProvider(str, Enum): + AZURE = "azure" + GCS = "gcs" + S3 = "s3" + + +class BlobStorageConfig(BaseModel): + enabled: bool = False + storage_provider: StorageProvider = StorageProvider.S3 + prefix: Optional[str] = None + + # Azure settings + container_name: Optional[str] = None + azure_connection_string: Optional[SecretStr] = None + + # GCS settings + bucket_id: Optional[str] = None + + # S3 settings + bucket_name: Optional[str] = None + region_name: Optional[str] = None + endpoint_url: Optional[str] = None + aws_access_key_id: Optional[SecretStr] = None + aws_secret_access_key: Optional[SecretStr] = None + + +class PayloadOffloadingConfig(BaseModel): + enabled: bool = False + storage_config: Optional[BlobStorageConfig] = None + min_size_bytes: int = 1024 * 1024 # 1MB + + +class PayloadEncryptionMode(str, Enum): + NONE = "none" + FULL = "full" + PARTIAL = "partial" + + +class PayloadEncryptionConfig(BaseModel): + mode: PayloadEncryptionMode = PayloadEncryptionMode.NONE + + # If both keys are provided, the main key will be used for encryption and both keys will be used for decryption + # to support key rotation. + main_key: Optional[SecretStr] = None + secondary_key: Optional[SecretStr] = None + + +class WorkflowEncodingConfig(BaseModel): + payload_offloading: PayloadOffloadingConfig = PayloadOffloadingConfig() + payload_encryption: PayloadEncryptionConfig = PayloadEncryptionConfig() diff --git a/src/mistralai/extra/workflows/encoding/models.py b/src/mistralai/extra/workflows/encoding/models.py new file mode 100644 index 00000000..496be8b1 --- /dev/null +++ b/src/mistralai/extra/workflows/encoding/models.py @@ -0,0 +1,90 @@ +from enum import Enum +from typing import Literal, Optional + +import base64 +from pydantic import BaseModel, Field + + +class EncodedPayloadOptions(str, Enum): + OFFLOADED = "offloaded" + ENCRYPTED = "encrypted" + PARTIALLY_ENCRYPTED = "encrypted-partial" + + +class EncryptableFieldTypes(str, Enum): + STRING = "__encrypted_str__" + + +class EncryptedStrField(BaseModel): + """Mark a string field for partial encryption in workflow payloads.""" + + field_type: Literal[EncryptableFieldTypes.STRING] = EncryptableFieldTypes.STRING + data: str + + +class WorkflowContext(BaseModel): + namespace: str + execution_id: str + parent_workflow_exec_id: Optional[str] = None + root_workflow_exec_id: Optional[str] = None + execution_token: Optional[str] = None + + +class EncodedPayload(BaseModel): + context: WorkflowContext + encoding_options: list[EncodedPayloadOptions] = Field( + description="The encoding of the payload", default=[] + ) + payload: bytes = Field(description="The encoded payload") + + +class NetworkEncodedBase(BaseModel): + b64payload: str = Field(description="The encoded payload") + encoding_options: list[EncodedPayloadOptions] = Field( + description="The encoding of the payload", default=[] + ) + + def get_payload(self) -> bytes: + return base64.b64decode(self.b64payload) + + +class NetworkEncodedInput(NetworkEncodedBase): + empty: bool = Field(description="Whether the payload is empty", default=False) + + def to_encoded_payload( + self, namespace: str, execution_id: str, execution_token: str | None = None + ) -> EncodedPayload: + return EncodedPayload( + payload=base64.b64decode(self.b64payload), + encoding_options=self.encoding_options, + context=WorkflowContext( + namespace=namespace, + execution_id=execution_id, + execution_token=execution_token, + ), + ) + + @staticmethod + def from_encoded_payload(encoded_payload: EncodedPayload) -> "NetworkEncodedInput": + return NetworkEncodedInput( + b64payload=base64.b64encode(encoded_payload.payload).decode("utf-8"), + encoding_options=encoded_payload.encoding_options, + ) + + @staticmethod + def from_data( + data: bytes, encoding_options: list[EncodedPayloadOptions] + ) -> "NetworkEncodedInput": + return NetworkEncodedInput( + b64payload=base64.b64encode(data).decode("utf-8"), + encoding_options=encoding_options, + ) + + +class NetworkEncodedResult(NetworkEncodedBase): + @staticmethod + def from_encoded_payload(encoded_payload: EncodedPayload) -> "NetworkEncodedResult": + return NetworkEncodedResult( + b64payload=base64.b64encode(encoded_payload.payload).decode("utf-8"), + encoding_options=encoded_payload.encoding_options, + ) diff --git a/src/mistralai/extra/workflows/encoding/payload_encoder.py b/src/mistralai/extra/workflows/encoding/payload_encoder.py new file mode 100644 index 00000000..b3e4f028 --- /dev/null +++ b/src/mistralai/extra/workflows/encoding/payload_encoder.py @@ -0,0 +1,316 @@ +from __future__ import annotations + +import base64 +import functools +import hashlib +import json +import logging +import os +import urllib.parse +from typing import TYPE_CHECKING, Any, Dict, List, Optional, Union + +from pydantic import BaseModel + +if TYPE_CHECKING: + from cryptography.exceptions import InvalidTag + from cryptography.hazmat.primitives.ciphers.aead import AESGCM + +try: + from cryptography.exceptions import InvalidTag + from cryptography.hazmat.primitives.ciphers.aead import AESGCM + + _HAS_CRYPTO = True +except ImportError: + _HAS_CRYPTO = False +from pydantic_core import from_json, to_json + +from mistralai.extra.workflows.encoding.config import ( + PayloadEncryptionConfig, + PayloadEncryptionMode, + PayloadOffloadingConfig, +) +from .storage.blob_storage import get_blob_storage +from .storage.blob_storage_impl import BlobNotFoundError +from mistralai.extra.workflows.encoding.models import ( + EncodedPayloadOptions, + EncryptableFieldTypes, + NetworkEncodedInput, + NetworkEncodedResult, + WorkflowContext, +) +from mistralai.extra.exceptions import WorkflowPayloadOffloadingException + +logger = logging.getLogger(__name__) + + +class OffloadedPayloadData(BaseModel): + key: str + + +class PayloadEncoder: + """This class is in charge of payload encoding/decoding operations such as: + - Blob storage offloading + - Encryption + """ + + BLOB_STORAGE_KEY_PREFIX = "temporal-payload" + _NONCE_SIZE = 12 + + offloading_config: PayloadOffloadingConfig + encryption_config: PayloadEncryptionConfig + + encryptor_main: Optional[AESGCM] = None + encryptor_secondary: Optional[AESGCM] = None + + def __init__( + self, + offloading_config: PayloadOffloadingConfig, + encryption_config: PayloadEncryptionConfig, + ) -> None: + self.offloading_config = offloading_config + if self.offloading_config.enabled and not self.offloading_config.storage_config: + raise WorkflowPayloadOffloadingException( + "Blob storage config is not set for workflow payload encoding" + ) + + self.encryption_config = encryption_config + if self.encryption_config.mode != PayloadEncryptionMode.NONE: + if not _HAS_CRYPTO: + raise ImportError( + "Encryption support requires cryptography. " + "Install it with: pip install 'mistralai[workflow_payload_encryption]'" + ) + main_key = ( + self.encryption_config.main_key.get_secret_value() + if self.encryption_config.main_key + else None + ) + if not main_key: + raise WorkflowPayloadOffloadingException( + "Encryption key is not set for workflow payload encoding" + ) + self.encryptor_main = AESGCM(bytes.fromhex(main_key)) + secondary_key_secret = self.encryption_config.secondary_key + secondary_key = ( + secondary_key_secret.get_secret_value() + if secondary_key_secret + else None + ) + if secondary_key: + self.encryptor_secondary = AESGCM(bytes.fromhex(secondary_key)) + + @staticmethod + def blob_storage_key_prefix(context: WorkflowContext) -> str: + quote = functools.partial(urllib.parse.quote, safe="") + return "/".join( + [ + PayloadEncoder.BLOB_STORAGE_KEY_PREFIX, + quote(context.namespace), + quote(context.execution_id), + ] + ) + + def _encrypt(self, data: bytes) -> bytes: + assert self.encryptor_main, "Encryptor is not set" + nonce = os.urandom(self._NONCE_SIZE) + return nonce + self.encryptor_main.encrypt(nonce, data, None) + + def _decrypt(self, data: bytes) -> bytes: + assert self.encryptor_main, "Encryptor is not set" + try: + return self.encryptor_main.decrypt( + data[: self._NONCE_SIZE], data[self._NONCE_SIZE :], None + ) + except InvalidTag as main_exc: + if self.encryptor_secondary: + logger.warning( + "Failed to decrypt payload with main key, trying secondary key" + ) + try: + return self.encryptor_secondary.decrypt( + data[: self._NONCE_SIZE], data[self._NONCE_SIZE :], None + ) + except InvalidTag: + pass + logger.error("Could not decrypt payload", exc_info=main_exc) + raise WorkflowPayloadOffloadingException("Failed to decrypt payload") + + async def _handle_offloading( + self, data: bytes, context: Optional[WorkflowContext] + ) -> tuple[bytes, bool]: + assert self.offloading_config.storage_config, ( + "Blob storage config is not set for workflow payload encoding" + ) + + if len(data) >= self.offloading_config.min_size_bytes: + if not context: + logger.error( + "Payload offloading required but no context was provided. Cannot proceed with offloading..." + ) + return data, False + + # Hash the content to have a uniq idempotent key for this payload + blob_key = f"sha256:{hashlib.sha256(data).hexdigest()}" + payload_key = f"{self.blob_storage_key_prefix(context)}/{blob_key}" + async with get_blob_storage( + self.offloading_config.storage_config + ) as blob_storage: + blob = None + try: + blob = await blob_storage.get_blob_properties(payload_key) + except BlobNotFoundError: + pass + + if not blob: + logger.debug("Offloading payload") + await blob_storage.upload_blob(key=payload_key, content=data) + else: + logger.debug("Offloaded payload exists already") + + data = OffloadedPayloadData(key=payload_key).model_dump_json().encode() + return data, True + return data, False + + @staticmethod + def _extract_encrypted_fields(data: Any = None) -> list[dict[str, Any]]: + encrypted_fields = [] + if isinstance(data, dict): + if data.get("field_type") == EncryptableFieldTypes.STRING: + return [data] + for _, field_data in data.items(): + if isinstance(field_data, (dict, list)): + encrypted_fields.extend( + PayloadEncoder._extract_encrypted_fields(field_data) + ) + elif isinstance(data, list): + for item in data: + encrypted_fields.extend(PayloadEncoder._extract_encrypted_fields(item)) + return encrypted_fields + + async def _partially_encrypt_fields(self, data: bytes) -> tuple[bytes, bool]: + try: + obj = json.loads(data) + except json.decoder.JSONDecodeError: + return data, False + + encrypted_fields = self._extract_encrypted_fields(obj) + for encrypted_field in encrypted_fields: + encrypted_data = self._encrypt(encrypted_field["data"].encode()) + encrypted_field["data"] = base64.b64encode(encrypted_data).decode() + + return json.dumps(obj).encode(), len(encrypted_fields) > 0 + + async def _partially_decrypt_fields(self, data: bytes) -> tuple[bytes, bool]: + try: + obj = json.loads(data) + except json.decoder.JSONDecodeError: + return data, False + + encrypted_fields = self._extract_encrypted_fields(obj) + for encrypted_field in encrypted_fields: + encrypted_data = base64.b64decode(encrypted_field["data"]) + encrypted_field["data"] = self._decrypt(encrypted_data).decode() + + return json.dumps(obj).encode(), len(encrypted_fields) > 0 + + async def encode_payload_content( + self, data: Union[bytes, str], context: Optional[WorkflowContext] + ) -> tuple[bytes, list[EncodedPayloadOptions]]: + """Handle payload encoding: + - Payload offloading (if context provided) + - Encryption + """ + if isinstance(data, str): + data = data.encode() + + encoding_options = [] + + if self.offloading_config.enabled: + data, offloaded = await self._handle_offloading(data, context) + if offloaded: + encoding_options.append(EncodedPayloadOptions.OFFLOADED) + + if self.encryption_config.mode == PayloadEncryptionMode.FULL: + data = self._encrypt(data) + encoding_options.append(EncodedPayloadOptions.ENCRYPTED) + elif ( + self.encryption_config.mode == PayloadEncryptionMode.PARTIAL + and EncodedPayloadOptions.OFFLOADED not in encoding_options + ): + # Do not partially encrypt offloaded payload (fields not in the payload anymore) + data, partially_encrypted = await self._partially_encrypt_fields(data) + if partially_encrypted: + encoding_options.append(EncodedPayloadOptions.PARTIALLY_ENCRYPTED) + + return data, encoding_options + + async def decode_payload_content( + self, data: bytes, encoding_options: List[EncodedPayloadOptions] + ) -> bytes: + # Decode in the reverse order of encoding + for option in reversed(encoding_options): + if option == EncodedPayloadOptions.ENCRYPTED: + data = self._decrypt(data) + elif option == EncodedPayloadOptions.PARTIALLY_ENCRYPTED: + data, _ = await self._partially_decrypt_fields(data) + elif option == EncodedPayloadOptions.OFFLOADED: + if ( + not self.offloading_config.enabled + or not self.offloading_config.storage_config + ): + raise WorkflowPayloadOffloadingException( + "Payload offloading is not enabled but an offloaded payload was received" + ) + async with get_blob_storage( + self.offloading_config.storage_config + ) as blob_storage: + offloaded_payload_data = OffloadedPayloadData.model_validate_json( + data + ) + data = await blob_storage.get_blob(offloaded_payload_data.key) + else: + raise WorkflowPayloadOffloadingException( + f"Unknown decoding option: {option}" + ) + + return data + + async def encode_network_input( + self, data: Optional[Dict[str, Any]], context: WorkflowContext + ) -> NetworkEncodedInput: + """This method MUST be called to format every payload send to Mistral Workflows control plane + to ensure a proper encoding of the payload. + """ + encoded_data, encoding_options = await self.encode_payload_content( + to_json(data), context + ) + network_input = NetworkEncodedInput.from_data(encoded_data, encoding_options) + return network_input + + async def decode_network_result(self, data: Any) -> Any: + """This method MUST be called to format every response payload from the Mistral Workflows control plane + otherwise the payload will not be decoded, hence not usable. + """ + try: + network_encoded_payload = NetworkEncodedResult.model_validate(data) + except ValueError: + logger.warning("Network result is not a NetworkEncodedResult") + return data + + byte_results = await self.decode_payload_content( + network_encoded_payload.get_payload(), + network_encoded_payload.encoding_options, + ) + try: + return from_json(byte_results) + except ValueError: + logger.warning("Payload is not a valid json.") + return byte_results # Return as-is if JSON conversion fails + + def check_is_payload_encoded(self, data: Any) -> bool: + """Check if the payload is encoded (offloaded or encrypted)""" + try: + NetworkEncodedResult.model_validate(data) + return True + except ValueError: + return False diff --git a/src/mistralai/extra/workflows/encoding/storage/__init__.py b/src/mistralai/extra/workflows/encoding/storage/__init__.py new file mode 100644 index 00000000..c9c2ef67 --- /dev/null +++ b/src/mistralai/extra/workflows/encoding/storage/__init__.py @@ -0,0 +1 @@ +__all__: list[str] = [] diff --git a/src/mistralai/extra/workflows/encoding/storage/blob_storage.py b/src/mistralai/extra/workflows/encoding/storage/blob_storage.py new file mode 100644 index 00000000..e9c90abb --- /dev/null +++ b/src/mistralai/extra/workflows/encoding/storage/blob_storage.py @@ -0,0 +1,95 @@ +from contextlib import asynccontextmanager +from typing import Any, AsyncGenerator, Dict + +from mistralai.extra.workflows.encoding.config import BlobStorageConfig +from .blob_storage_impl import BlobStorage, blob_storage_factory +from mistralai.extra.exceptions import WorkflowPayloadOffloadingException + +# Re-export for tests and external usage +__all__ = ["BlobStorage", "blob_storage_factory", "get_blob_storage"] + + +@asynccontextmanager +async def get_blob_storage( + blob_storage_config: BlobStorageConfig, +) -> AsyncGenerator[BlobStorage, None]: + """ + Dependency provider for blob storage. + + This creates a blob storage instance based on the configuration. + If blob storage is disabled, returns a placeholder that fails when used. + + Usage in activities/workflows: + async def my_activity( + blob_storage: BlobStorage = Depends(blob_storage), + ) -> None: + await blob_storage.upload_blob("key", b"data") + """ + # Build kwargs for the factory based on storage provider + factory_kwargs: Dict[str, Any] = {} + + if blob_storage_config.prefix: + factory_kwargs["prefix"] = blob_storage_config.prefix + + if blob_storage_config.storage_provider.value == "azure": + if not blob_storage_config.container_name: + raise WorkflowPayloadOffloadingException( + "container_name is required for Azure blob storage" + ) + azure_conn_str = ( + blob_storage_config.azure_connection_string.get_secret_value() + if blob_storage_config.azure_connection_string + else None + ) + if not azure_conn_str: + raise WorkflowPayloadOffloadingException( + "azure_connection_string is required for Azure blob storage" + ) + + factory_kwargs.update( + { + "container_name": blob_storage_config.container_name, + "azure_connection_string": azure_conn_str, + } + ) + + elif blob_storage_config.storage_provider.value == "gcs": + if not blob_storage_config.bucket_id: + raise WorkflowPayloadOffloadingException( + "bucket_id is required for GCS blob storage" + ) + + factory_kwargs["bucket_id"] = blob_storage_config.bucket_id + + elif blob_storage_config.storage_provider.value == "s3": + if not blob_storage_config.bucket_name: + raise WorkflowPayloadOffloadingException( + "bucket_name is required for S3 blob storage" + ) + + factory_kwargs["bucket_name"] = blob_storage_config.bucket_name + + if blob_storage_config.region_name: + factory_kwargs["region_name"] = blob_storage_config.region_name + if blob_storage_config.endpoint_url: + factory_kwargs["endpoint_url"] = blob_storage_config.endpoint_url + aws_access_key = ( + blob_storage_config.aws_access_key_id.get_secret_value() + if blob_storage_config.aws_access_key_id + else None + ) + aws_secret_key = ( + blob_storage_config.aws_secret_access_key.get_secret_value() + if blob_storage_config.aws_secret_access_key + else None + ) + if aws_access_key: + factory_kwargs["aws_access_key_id"] = aws_access_key + if aws_secret_key: + factory_kwargs["aws_secret_access_key"] = aws_secret_key + + storage = blob_storage_factory( + storage_provider=blob_storage_config.storage_provider, **factory_kwargs + ) + async with storage as blob_storage_instance: + yield blob_storage_instance diff --git a/src/mistralai/extra/workflows/encoding/storage/blob_storage_impl.py b/src/mistralai/extra/workflows/encoding/storage/blob_storage_impl.py new file mode 100644 index 00000000..43b69bda --- /dev/null +++ b/src/mistralai/extra/workflows/encoding/storage/blob_storage_impl.py @@ -0,0 +1,357 @@ +from __future__ import annotations + +# mypy: disable-error-code="import-not-found,import-untyped" +# pyright: reportMissingImports=false + +from abc import ABC, abstractmethod +from typing import TYPE_CHECKING, Any, cast + +from mistralai.extra.workflows.encoding.config import StorageProvider + +if TYPE_CHECKING: + import aioboto3 + import aiohttp + from azure.core.exceptions import ResourceNotFoundError + from azure.storage.blob.aio import BlobServiceClient + from botocore.exceptions import ClientError + from gcloud.aio.storage import Storage + +try: + import aioboto3 + from botocore.exceptions import ClientError + + _HAS_S3 = True +except ImportError: + _HAS_S3 = False + +try: + from azure.core.exceptions import ResourceNotFoundError + from azure.storage.blob.aio import BlobServiceClient + + _HAS_AZURE = True +except ImportError: + _HAS_AZURE = False + +try: + import aiohttp + from gcloud.aio.storage import Storage + + _HAS_GCS = True +except ImportError: + _HAS_GCS = False + + +class BlobNotFoundError(Exception): + """Raised when a blob is not found in storage.""" + + pass + + +class BlobStorage(ABC): + """Abstract base class for blob storage implementations.""" + + @abstractmethod + async def upload_blob(self, key: str, content: bytes) -> str: + """Upload a blob to storage and return its URL.""" + pass + + @abstractmethod + async def get_blob(self, key: str) -> bytes: + """Download a blob from storage.""" + pass + + @abstractmethod + async def get_blob_properties(self, key: str) -> dict[str, Any] | None: + """Get blob properties. Returns None if blob doesn't exist.""" + pass + + @abstractmethod + async def delete_blob(self, key: str) -> None: + """Delete a blob from storage.""" + pass + + @abstractmethod + async def blob_exists(self, key: str) -> bool: + """Check if a blob exists.""" + pass + + async def __aenter__(self) -> "BlobStorage": + """Async context manager entry.""" + return self + + async def __aexit__(self, exc_type: Any, exc_val: Any, exc_tb: Any) -> None: + """Async context manager exit.""" + pass + + +class AzureBlobStorage(BlobStorage): + def __init__( + self, + container_name: str, + azure_connection_string: str, + prefix: str | None = None, + ): + if not _HAS_AZURE: + raise ImportError( + "Azure Blob Storage support requires azure-storage-blob. " + "Install it with: pip install 'mistralai[workflow_payload_offloading_azure]'" + ) + self.container_name = container_name + self.connection_string = azure_connection_string + self.prefix = prefix or "" + self._service_client: BlobServiceClient | None = None + self._container_client: Any = None + + def _get_full_key(self, key: str) -> str: + if not self.prefix: + return key + if key.startswith(self.prefix): + return key + return f"{self.prefix}/{key}" + + async def __aenter__(self) -> "AzureBlobStorage": + self._service_client = BlobServiceClient.from_connection_string( + self.connection_string + ) + assert self._service_client is not None + self._container_client = self._service_client.get_container_client( + self.container_name + ) + return self + + async def __aexit__(self, exc_type: Any, exc_val: Any, exc_tb: Any) -> None: + if self._service_client: + await self._service_client.close() + + async def upload_blob(self, key: str, content: bytes) -> str: + full_key = self._get_full_key(key) + blob_client = self._container_client.get_blob_client(full_key) + await blob_client.upload_blob(content, overwrite=True) + return cast(str, blob_client.url) + + async def get_blob(self, key: str) -> bytes: + full_key = self._get_full_key(key) + blob_client = self._container_client.get_blob_client(full_key) + try: + stream = await blob_client.download_blob() + return cast(bytes, await stream.readall()) + except ResourceNotFoundError as e: + raise BlobNotFoundError(f"Blob not found: {key}") from e + + async def get_blob_properties(self, key: str) -> dict[str, Any] | None: + full_key = self._get_full_key(key) + blob_client = self._container_client.get_blob_client(full_key) + try: + props = await blob_client.get_blob_properties() + return {"size": props.size, "last_modified": props.last_modified} + except ResourceNotFoundError: + return None + + async def delete_blob(self, key: str) -> None: + full_key = self._get_full_key(key) + blob_client = self._container_client.get_blob_client(full_key) + await blob_client.delete_blob() + + async def blob_exists(self, key: str) -> bool: + full_key = self._get_full_key(key) + blob_client = self._container_client.get_blob_client(full_key) + return cast(bool, await blob_client.exists()) + + +class GCSBlobStorage(BlobStorage): + def __init__(self, bucket_id: str, prefix: str | None = None): + if not _HAS_GCS: + raise ImportError( + "Google Cloud Storage support requires gcloud-aio-storage. " + "Install it with: pip install 'mistralai[workflow_payload_offloading_gcs]'" + ) + self.bucket_id = bucket_id + self.prefix = prefix or "" + self._storage: Storage | None = None + self._session: aiohttp.ClientSession | None = None + + def _get_full_key(self, key: str) -> str: + if not self.prefix: + return key + if key.startswith(self.prefix): + return key + return f"{self.prefix}/{key}" + + async def __aenter__(self) -> "GCSBlobStorage": + self._session = aiohttp.ClientSession() + self._storage = Storage(session=self._session) + return self + + async def __aexit__(self, exc_type: Any, exc_val: Any, exc_tb: Any) -> None: + if self._storage: + await self._storage.close() + if self._session: + await self._session.close() + + async def upload_blob(self, key: str, content: bytes) -> str: + full_key = self._get_full_key(key) + assert self._storage is not None + response = await self._storage.upload(self.bucket_id, full_key, content) + return str(response.get("selfLink")) + + async def get_blob(self, key: str) -> bytes: + full_key = self._get_full_key(key) + assert self._storage is not None + try: + content = await self._storage.download(self.bucket_id, full_key) + return cast(bytes, content) + except Exception as e: + if "404" in str(e) or "Not Found" in str(e): + raise BlobNotFoundError(f"Blob not found: {key}") from e + raise + + async def get_blob_properties(self, key: str) -> dict[str, Any] | None: + full_key = self._get_full_key(key) + assert self._storage is not None + try: + metadata = await self._storage.download_metadata(self.bucket_id, full_key) + return { + "size": int(metadata.get("size", 0)), + "last_modified": metadata.get("updated"), + } + except Exception as e: + if "404" in str(e) or "Not Found" in str(e): + return None + raise + + async def delete_blob(self, key: str) -> None: + full_key = self._get_full_key(key) + assert self._storage is not None + await self._storage.delete(self.bucket_id, full_key) + + async def blob_exists(self, key: str) -> bool: + full_key = self._get_full_key(key) + assert self._storage is not None + try: + await self._storage.download_metadata(self.bucket_id, full_key) + return True + except Exception as e: + if "404" in str(e) or "Not Found" in str(e): + return False + raise + + +class S3BlobStorage(BlobStorage): + def __init__( + self, + bucket_name: str, + prefix: str | None = None, + region_name: str | None = None, + endpoint_url: str | None = None, + aws_access_key_id: str | None = None, + aws_secret_access_key: str | None = None, + ): + if not _HAS_S3: + raise ImportError( + "AWS S3 support requires aioboto3. " + "Install it with: pip install 'mistralai[workflow_payload_offloading_s3]'" + ) + self.bucket_name = bucket_name + self.prefix = prefix or "" + self.region_name = region_name + self.endpoint_url = endpoint_url + self.aws_access_key_id = aws_access_key_id + self.aws_secret_access_key = aws_secret_access_key + self._session: aioboto3.Session | None = None + self._client: Any = None + + def _get_full_key(self, key: str) -> str: + if not self.prefix: + return key + if key.startswith(self.prefix): + return key + return f"{self.prefix}/{key}" + + async def __aenter__(self) -> "S3BlobStorage": + self._session = aioboto3.Session() + assert self._session is not None + kwargs: dict[str, Any] = {} + if self.region_name: + kwargs["region_name"] = self.region_name + if self.endpoint_url: + kwargs["endpoint_url"] = self.endpoint_url + if self.aws_access_key_id: + kwargs["aws_access_key_id"] = self.aws_access_key_id + if self.aws_secret_access_key: + kwargs["aws_secret_access_key"] = self.aws_secret_access_key + + self._client = self._session.client("s3", **kwargs) + self._client = await self._client.__aenter__() + return self + + async def __aexit__(self, exc_type: Any, exc_val: Any, exc_tb: Any) -> None: + if self._client: + await self._client.__aexit__(exc_type, exc_val, exc_tb) + self._session = None + self._client = None + + async def upload_blob(self, key: str, content: bytes) -> str: + full_key = self._get_full_key(key) + await self._client.put_object( + Bucket=self.bucket_name, Key=full_key, Body=content + ) + endpoint = ( + self.endpoint_url + or f"https://s3.{self.region_name or 'us-east-1'}.amazonaws.com" + ) + return f"{endpoint}/{self.bucket_name}/{full_key}" + + async def get_blob(self, key: str) -> bytes: + full_key = self._get_full_key(key) + try: + response = await self._client.get_object( + Bucket=self.bucket_name, Key=full_key + ) + async with response["Body"] as stream: + return cast(bytes, await stream.read()) + except ClientError as e: + if e.response.get("Error", {}).get("Code") == "NoSuchKey": + raise BlobNotFoundError(f"Blob not found: {key}") from e + raise + + async def get_blob_properties(self, key: str) -> dict[str, Any] | None: + full_key = self._get_full_key(key) + try: + response = await self._client.head_object( + Bucket=self.bucket_name, Key=full_key + ) + return { + "size": response["ContentLength"], + "last_modified": response["LastModified"], + } + except ClientError as e: + if e.response.get("Error", {}).get("Code") in ("NoSuchKey", "404"): + return None + raise + + async def delete_blob(self, key: str) -> None: + full_key = self._get_full_key(key) + await self._client.delete_object(Bucket=self.bucket_name, Key=full_key) + + async def blob_exists(self, key: str) -> bool: + full_key = self._get_full_key(key) + try: + await self._client.head_object(Bucket=self.bucket_name, Key=full_key) + return True + except ClientError as e: + if e.response.get("Error", {}).get("Code") in ("NoSuchKey", "404"): + return 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client.chat.complete(model=model, messages=messages, tools=tools, temperature=0) +assert response.choices[0].message is not None print(response.choices[0].message.content) @@ -101,6 +102,7 @@ def retrieve_payment_date(data: dict[str, list[Any]], transaction_id: str) -> st messages.append(UserMessage(content="My transaction ID is T1001.")) response = client.chat.complete(model=model, messages=messages, tools=tools, temperature=0) +assert response.choices[0].message is not None tool_calls = response.choices[0].message.tool_calls if not tool_calls: @@ -129,5 +131,6 @@ def retrieve_payment_date(data: dict[str, list[Any]], transaction_id: str) -> st print(messages) response = client.chat.complete(model=model, messages=messages, tools=tools, temperature=0) +assert response.choices[0].message is not None print(f"{response.choices[0].message.content}")