mirror of
https://github.com/crewAIInc/crewAI.git
synced 2026-05-03 08:12:39 +00:00
refactor: centralize multimodal formatting in crewai_files
This commit is contained in:
@@ -1,10 +1,10 @@
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[project]
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name = "crewai-files"
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version = "0.1.0"
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dynamic = ["version"]
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description = "Add your description here"
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readme = "README.md"
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authors = [
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{ name = "Greyson LaLonde", email = "greyson.r.lalonde@gmail.com" }
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{ name = "Greyson LaLonde", email = "greyson@crewai.com" }
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]
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requires-python = ">=3.10, <3.14"
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dependencies = [
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@@ -17,9 +17,9 @@ dependencies = [
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"av~=13.0.0",
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]
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[project.scripts]
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crewai-files = "crewai_files:main"
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[build-system]
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requires = ["hatchling"]
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build-backend = "hatchling.build"
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[tool.hatch.version]
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path = "src/crewai_files/__init__.py"
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@@ -49,6 +49,10 @@ from crewai_files.core.types import (
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VideoFile,
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VideoMimeType,
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)
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from crewai_files.formatting import (
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aformat_multimodal_content,
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format_multimodal_content,
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)
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from crewai_files.processing import (
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ANTHROPIC_CONSTRAINTS,
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BEDROCK_CONSTRAINTS,
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@@ -132,10 +136,12 @@ __all__ = [
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"VideoExtension",
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"VideoFile",
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"VideoMimeType",
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"aformat_multimodal_content",
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"cleanup_expired_files",
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"cleanup_provider_files",
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"cleanup_uploaded_files",
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"create_resolver",
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"format_multimodal_content",
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"get_constraints_for_provider",
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"get_upload_cache",
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"get_uploader",
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@@ -143,3 +149,5 @@ __all__ = [
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"reset_upload_cache",
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"wrap_file_source",
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]
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__version__ = "1.8.1"
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12
lib/crewai-files/src/crewai_files/formatting/__init__.py
Normal file
12
lib/crewai-files/src/crewai_files/formatting/__init__.py
Normal file
@@ -0,0 +1,12 @@
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"""High-level formatting API for multimodal content."""
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from crewai_files.formatting.api import (
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aformat_multimodal_content,
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format_multimodal_content,
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)
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__all__ = [
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"aformat_multimodal_content",
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"format_multimodal_content",
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]
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91
lib/crewai-files/src/crewai_files/formatting/anthropic.py
Normal file
91
lib/crewai-files/src/crewai_files/formatting/anthropic.py
Normal file
@@ -0,0 +1,91 @@
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"""Anthropic content block formatter."""
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from __future__ import annotations
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import base64
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from typing import Any
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from crewai_files.core.resolved import (
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FileReference,
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InlineBase64,
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ResolvedFile,
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UrlReference,
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)
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from crewai_files.core.types import FileInput
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class AnthropicFormatter:
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"""Formats resolved files into Anthropic content blocks."""
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def format_block(
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self,
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file: FileInput,
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resolved: ResolvedFile,
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) -> dict[str, Any] | None:
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"""Format a resolved file into an Anthropic content block.
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Args:
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file: Original file input with metadata.
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resolved: Resolved file.
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Returns:
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Content block dict or None if not supported.
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"""
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content_type = file.content_type
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block_type = self._get_block_type(content_type)
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if block_type is None:
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return None
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if isinstance(resolved, FileReference):
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return {
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"type": block_type,
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"source": {
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"type": "file",
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"file_id": resolved.file_id,
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},
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}
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if isinstance(resolved, UrlReference):
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return {
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"type": block_type,
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"source": {
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"type": "url",
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"url": resolved.url,
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},
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}
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if isinstance(resolved, InlineBase64):
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return {
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"type": block_type,
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"source": {
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"type": "base64",
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"media_type": resolved.content_type,
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"data": resolved.data,
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},
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}
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data = base64.b64encode(file.read()).decode("ascii")
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return {
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"type": block_type,
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"source": {
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"type": "base64",
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"media_type": content_type,
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"data": data,
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},
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}
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@staticmethod
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def _get_block_type(content_type: str) -> str | None:
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"""Get Anthropic block type for content type.
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Args:
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content_type: MIME type.
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Returns:
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Block type string or None if not supported.
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"""
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if content_type.startswith("image/"):
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return "image"
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if content_type == "application/pdf":
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return "document"
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return None
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277
lib/crewai-files/src/crewai_files/formatting/api.py
Normal file
277
lib/crewai-files/src/crewai_files/formatting/api.py
Normal file
@@ -0,0 +1,277 @@
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"""High-level API for formatting multimodal content."""
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from __future__ import annotations
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import os
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from typing import Any
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from crewai_files.cache.upload_cache import get_upload_cache
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from crewai_files.core.types import FileInput
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from crewai_files.formatting.anthropic import AnthropicFormatter
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from crewai_files.formatting.bedrock import BedrockFormatter
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from crewai_files.formatting.gemini import GeminiFormatter
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from crewai_files.formatting.openai import OpenAIFormatter
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from crewai_files.processing.constraints import get_constraints_for_provider
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from crewai_files.processing.processor import FileProcessor
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from crewai_files.resolution.resolver import FileResolver, FileResolverConfig
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from crewai_files.uploaders.factory import ProviderType
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def _normalize_provider(provider: str | None) -> ProviderType:
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"""Normalize provider string to ProviderType.
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Args:
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provider: Raw provider string.
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Returns:
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Normalized provider type.
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Raises:
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ValueError: If provider is None or empty.
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"""
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if not provider:
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raise ValueError("provider is required")
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provider_lower = provider.lower()
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if "gemini" in provider_lower:
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return "gemini"
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if "google" in provider_lower:
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return "google"
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if "anthropic" in provider_lower:
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return "anthropic"
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if "claude" in provider_lower:
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return "claude"
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if "bedrock" in provider_lower:
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return "bedrock"
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if "aws" in provider_lower:
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return "aws"
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if "azure" in provider_lower:
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return "azure"
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if "gpt" in provider_lower:
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return "gpt"
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return "openai"
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def format_multimodal_content(
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files: dict[str, FileInput],
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provider: str | None = None,
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) -> list[dict[str, Any]]:
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"""Format files as provider-specific multimodal content blocks.
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This is the main high-level API for converting files to content blocks
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suitable for sending to LLM providers. It handles:
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- File processing according to provider constraints
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- Resolution (upload vs inline) based on provider capabilities
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- Formatting into provider-specific content block structures
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Args:
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files: Dictionary mapping file names to FileInput objects.
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provider: Provider name (e.g., "openai", "anthropic", "bedrock", "gemini").
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Returns:
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List of content blocks in the provider's expected format.
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Example:
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>>> from crewai_files import format_multimodal_content, ImageFile
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>>> files = {"photo": ImageFile(source="image.jpg")}
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>>> blocks = format_multimodal_content(files, "openai")
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"""
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if not files:
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return []
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provider_type = _normalize_provider(provider)
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processor = FileProcessor(constraints=provider_type)
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processed_files = processor.process_files(files)
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if not processed_files:
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return []
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constraints = get_constraints_for_provider(provider_type)
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supported_types = _get_supported_types(constraints)
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supported_files = _filter_supported_files(processed_files, supported_types)
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if not supported_files:
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return []
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config = _get_resolver_config(provider_type)
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upload_cache = get_upload_cache()
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resolver = FileResolver(config=config, upload_cache=upload_cache)
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formatter = _get_formatter(provider_type)
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content_blocks: list[dict[str, Any]] = []
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for name, file_input in supported_files.items():
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resolved = resolver.resolve(file_input, provider_type)
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block = _format_block(formatter, file_input, resolved, name)
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if block is not None:
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content_blocks.append(block)
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return content_blocks
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async def aformat_multimodal_content(
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files: dict[str, FileInput],
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provider: str | None = None,
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) -> list[dict[str, Any]]:
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"""Async format files as provider-specific multimodal content blocks.
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Async version of format_multimodal_content with parallel file resolution.
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Args:
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files: Dictionary mapping file names to FileInput objects.
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provider: Provider name (e.g., "openai", "anthropic", "bedrock", "gemini").
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Returns:
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List of content blocks in the provider's expected format.
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"""
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if not files:
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return []
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provider_type = _normalize_provider(provider)
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processor = FileProcessor(constraints=provider_type)
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processed_files = await processor.aprocess_files(files)
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if not processed_files:
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return []
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constraints = get_constraints_for_provider(provider_type)
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supported_types = _get_supported_types(constraints)
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supported_files = _filter_supported_files(processed_files, supported_types)
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if not supported_files:
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return []
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config = _get_resolver_config(provider_type)
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upload_cache = get_upload_cache()
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resolver = FileResolver(config=config, upload_cache=upload_cache)
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resolved_files = await resolver.aresolve_files(supported_files, provider_type)
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formatter = _get_formatter(provider_type)
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content_blocks: list[dict[str, Any]] = []
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for name, resolved in resolved_files.items():
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file_input = supported_files[name]
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block = _format_block(formatter, file_input, resolved, name)
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if block is not None:
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content_blocks.append(block)
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return content_blocks
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def _get_supported_types(
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constraints: Any | None,
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) -> list[str]:
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"""Get list of supported MIME type prefixes from constraints.
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Args:
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constraints: Provider constraints.
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Returns:
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List of MIME type prefixes (e.g., ["image/", "application/pdf"]).
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"""
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if constraints is None:
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return []
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supported: list[str] = []
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if constraints.image is not None:
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supported.append("image/")
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if constraints.pdf is not None:
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supported.append("application/pdf")
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if constraints.audio is not None:
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supported.append("audio/")
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if constraints.video is not None:
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supported.append("video/")
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return supported
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def _filter_supported_files(
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files: dict[str, FileInput],
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supported_types: list[str],
|
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) -> dict[str, FileInput]:
|
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"""Filter files to those with supported content types.
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|
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Args:
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files: All files.
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supported_types: MIME type prefixes to allow.
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Returns:
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Filtered dictionary of supported files.
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"""
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return {
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name: f
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for name, f in files.items()
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if any(f.content_type.startswith(t) for t in supported_types)
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}
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def _get_resolver_config(provider_lower: str) -> FileResolverConfig:
|
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"""Get resolver config for provider.
|
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|
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Args:
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provider_lower: Lowercase provider name.
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|
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Returns:
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Configured FileResolverConfig.
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"""
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if "bedrock" in provider_lower:
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s3_bucket = os.environ.get("CREWAI_BEDROCK_S3_BUCKET")
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prefer_upload = bool(s3_bucket)
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return FileResolverConfig(
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prefer_upload=prefer_upload, use_bytes_for_bedrock=True
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)
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|
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return FileResolverConfig(prefer_upload=False)
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|
||||
|
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def _get_formatter(
|
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provider_lower: str,
|
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) -> OpenAIFormatter | AnthropicFormatter | BedrockFormatter | GeminiFormatter:
|
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"""Get formatter for provider.
|
||||
|
||||
Args:
|
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provider_lower: Lowercase provider name.
|
||||
|
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Returns:
|
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Provider-specific formatter instance.
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"""
|
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if "anthropic" in provider_lower or "claude" in provider_lower:
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return AnthropicFormatter()
|
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|
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if "bedrock" in provider_lower or "aws" in provider_lower:
|
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s3_bucket_owner = os.environ.get("CREWAI_BEDROCK_S3_BUCKET_OWNER")
|
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return BedrockFormatter(s3_bucket_owner=s3_bucket_owner)
|
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|
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if "gemini" in provider_lower or "google" in provider_lower:
|
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return GeminiFormatter()
|
||||
|
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return OpenAIFormatter()
|
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|
||||
|
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def _format_block(
|
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formatter: OpenAIFormatter
|
||||
| AnthropicFormatter
|
||||
| BedrockFormatter
|
||||
| GeminiFormatter,
|
||||
file_input: FileInput,
|
||||
resolved: Any,
|
||||
name: str,
|
||||
) -> dict[str, Any] | None:
|
||||
"""Format a single file block using the appropriate formatter.
|
||||
|
||||
Args:
|
||||
formatter: Provider formatter.
|
||||
file_input: Original file input.
|
||||
resolved: Resolved file.
|
||||
name: File name.
|
||||
|
||||
Returns:
|
||||
Content block dict or None.
|
||||
"""
|
||||
if isinstance(formatter, BedrockFormatter):
|
||||
return formatter.format_block(file_input, resolved, name=name)
|
||||
return formatter.format_block(file_input, resolved)
|
||||
28
lib/crewai-files/src/crewai_files/formatting/base.py
Normal file
28
lib/crewai-files/src/crewai_files/formatting/base.py
Normal file
@@ -0,0 +1,28 @@
|
||||
"""Base formatter protocol for provider-specific content blocks."""
|
||||
|
||||
from __future__ import annotations
|
||||
|
||||
from typing import Any, Protocol
|
||||
|
||||
from crewai_files.core.resolved import ResolvedFile
|
||||
from crewai_files.core.types import FileInput
|
||||
|
||||
|
||||
class ContentFormatter(Protocol):
|
||||
"""Protocol for formatting resolved files into provider content blocks."""
|
||||
|
||||
def format_block(
|
||||
self,
|
||||
file: FileInput,
|
||||
resolved: ResolvedFile,
|
||||
) -> dict[str, Any] | None:
|
||||
"""Format a resolved file into a provider-specific content block.
|
||||
|
||||
Args:
|
||||
file: Original file input with metadata.
|
||||
resolved: Resolved file (FileReference, InlineBase64, etc.).
|
||||
|
||||
Returns:
|
||||
Content block dict or None if file type not supported.
|
||||
"""
|
||||
...
|
||||
188
lib/crewai-files/src/crewai_files/formatting/bedrock.py
Normal file
188
lib/crewai-files/src/crewai_files/formatting/bedrock.py
Normal file
@@ -0,0 +1,188 @@
|
||||
"""Bedrock content block formatter."""
|
||||
|
||||
from __future__ import annotations
|
||||
|
||||
from typing import Any
|
||||
|
||||
from crewai_files.core.resolved import (
|
||||
FileReference,
|
||||
InlineBytes,
|
||||
ResolvedFile,
|
||||
)
|
||||
from crewai_files.core.types import FileInput
|
||||
|
||||
|
||||
_DOCUMENT_FORMATS: dict[str, str] = {
|
||||
"application/pdf": "pdf",
|
||||
"text/csv": "csv",
|
||||
"text/plain": "txt",
|
||||
"text/markdown": "md",
|
||||
"text/html": "html",
|
||||
"application/msword": "doc",
|
||||
"application/vnd.openxmlformats-officedocument.wordprocessingml.document": "docx",
|
||||
"application/vnd.ms-excel": "xls",
|
||||
"application/vnd.openxmlformats-officedocument.spreadsheetml.sheet": "xlsx",
|
||||
}
|
||||
|
||||
_VIDEO_FORMATS: dict[str, str] = {
|
||||
"video/mp4": "mp4",
|
||||
"video/quicktime": "mov",
|
||||
"video/x-matroska": "mkv",
|
||||
"video/webm": "webm",
|
||||
"video/x-flv": "flv",
|
||||
"video/mpeg": "mpeg",
|
||||
"video/3gpp": "three_gp",
|
||||
}
|
||||
|
||||
|
||||
class BedrockFormatter:
|
||||
"""Formats resolved files into Bedrock Converse API content blocks."""
|
||||
|
||||
def __init__(self, s3_bucket_owner: str | None = None) -> None:
|
||||
"""Initialize formatter.
|
||||
|
||||
Args:
|
||||
s3_bucket_owner: Optional S3 bucket owner for file references.
|
||||
"""
|
||||
self.s3_bucket_owner = s3_bucket_owner
|
||||
|
||||
def format_block(
|
||||
self,
|
||||
file: FileInput,
|
||||
resolved: ResolvedFile,
|
||||
name: str | None = None,
|
||||
) -> dict[str, Any] | None:
|
||||
"""Format a resolved file into a Bedrock content block.
|
||||
|
||||
Args:
|
||||
file: Original file input with metadata.
|
||||
resolved: Resolved file.
|
||||
name: File name (required for document blocks).
|
||||
|
||||
Returns:
|
||||
Content block dict or None if not supported.
|
||||
"""
|
||||
content_type = file.content_type
|
||||
|
||||
if isinstance(resolved, FileReference) and resolved.file_uri:
|
||||
return self._format_s3_block(content_type, resolved.file_uri, name)
|
||||
|
||||
if isinstance(resolved, InlineBytes):
|
||||
file_bytes = resolved.data
|
||||
else:
|
||||
file_bytes = file.read()
|
||||
|
||||
return self._format_bytes_block(content_type, file_bytes, name)
|
||||
|
||||
def _format_s3_block(
|
||||
self,
|
||||
content_type: str,
|
||||
file_uri: str,
|
||||
name: str | None,
|
||||
) -> dict[str, Any] | None:
|
||||
"""Format block with S3 location source.
|
||||
|
||||
Args:
|
||||
content_type: MIME type.
|
||||
file_uri: S3 URI.
|
||||
name: File name for documents.
|
||||
|
||||
Returns:
|
||||
Content block dict or None.
|
||||
"""
|
||||
s3_location: dict[str, Any] = {"uri": file_uri}
|
||||
if self.s3_bucket_owner:
|
||||
s3_location["bucketOwner"] = self.s3_bucket_owner
|
||||
|
||||
if content_type.startswith("image/"):
|
||||
return {
|
||||
"image": {
|
||||
"format": self._get_image_format(content_type),
|
||||
"source": {"s3Location": s3_location},
|
||||
}
|
||||
}
|
||||
|
||||
if content_type.startswith("video/"):
|
||||
video_format = _VIDEO_FORMATS.get(content_type)
|
||||
if video_format:
|
||||
return {
|
||||
"video": {
|
||||
"format": video_format,
|
||||
"source": {"s3Location": s3_location},
|
||||
}
|
||||
}
|
||||
return None
|
||||
|
||||
doc_format = _DOCUMENT_FORMATS.get(content_type)
|
||||
if doc_format:
|
||||
return {
|
||||
"document": {
|
||||
"name": name or "document",
|
||||
"format": doc_format,
|
||||
"source": {"s3Location": s3_location},
|
||||
}
|
||||
}
|
||||
|
||||
return None
|
||||
|
||||
def _format_bytes_block(
|
||||
self,
|
||||
content_type: str,
|
||||
file_bytes: bytes,
|
||||
name: str | None,
|
||||
) -> dict[str, Any] | None:
|
||||
"""Format block with inline bytes source.
|
||||
|
||||
Args:
|
||||
content_type: MIME type.
|
||||
file_bytes: Raw file bytes.
|
||||
name: File name for documents.
|
||||
|
||||
Returns:
|
||||
Content block dict or None.
|
||||
"""
|
||||
if content_type.startswith("image/"):
|
||||
return {
|
||||
"image": {
|
||||
"format": self._get_image_format(content_type),
|
||||
"source": {"bytes": file_bytes},
|
||||
}
|
||||
}
|
||||
|
||||
if content_type.startswith("video/"):
|
||||
video_format = _VIDEO_FORMATS.get(content_type)
|
||||
if video_format:
|
||||
return {
|
||||
"video": {
|
||||
"format": video_format,
|
||||
"source": {"bytes": file_bytes},
|
||||
}
|
||||
}
|
||||
return None
|
||||
|
||||
doc_format = _DOCUMENT_FORMATS.get(content_type)
|
||||
if doc_format:
|
||||
return {
|
||||
"document": {
|
||||
"name": name or "document",
|
||||
"format": doc_format,
|
||||
"source": {"bytes": file_bytes},
|
||||
}
|
||||
}
|
||||
|
||||
return None
|
||||
|
||||
@staticmethod
|
||||
def _get_image_format(content_type: str) -> str:
|
||||
"""Get Bedrock image format from content type.
|
||||
|
||||
Args:
|
||||
content_type: MIME type.
|
||||
|
||||
Returns:
|
||||
Format string for Bedrock.
|
||||
"""
|
||||
media_type = content_type.split("/")[-1]
|
||||
if media_type == "jpg":
|
||||
return "jpeg"
|
||||
return media_type
|
||||
66
lib/crewai-files/src/crewai_files/formatting/gemini.py
Normal file
66
lib/crewai-files/src/crewai_files/formatting/gemini.py
Normal file
@@ -0,0 +1,66 @@
|
||||
"""Gemini content block formatter."""
|
||||
|
||||
from __future__ import annotations
|
||||
|
||||
import base64
|
||||
from typing import Any
|
||||
|
||||
from crewai_files.core.resolved import (
|
||||
FileReference,
|
||||
InlineBase64,
|
||||
ResolvedFile,
|
||||
UrlReference,
|
||||
)
|
||||
from crewai_files.core.types import FileInput
|
||||
|
||||
|
||||
class GeminiFormatter:
|
||||
"""Formats resolved files into Gemini content blocks."""
|
||||
|
||||
def format_block(
|
||||
self,
|
||||
file: FileInput,
|
||||
resolved: ResolvedFile,
|
||||
) -> dict[str, Any] | None:
|
||||
"""Format a resolved file into a Gemini content block.
|
||||
|
||||
Args:
|
||||
file: Original file input with metadata.
|
||||
resolved: Resolved file.
|
||||
|
||||
Returns:
|
||||
Content block dict or None if not supported.
|
||||
"""
|
||||
content_type = file.content_type
|
||||
|
||||
if isinstance(resolved, FileReference) and resolved.file_uri:
|
||||
return {
|
||||
"fileData": {
|
||||
"mimeType": resolved.content_type,
|
||||
"fileUri": resolved.file_uri,
|
||||
}
|
||||
}
|
||||
|
||||
if isinstance(resolved, UrlReference):
|
||||
return {
|
||||
"fileData": {
|
||||
"mimeType": content_type,
|
||||
"fileUri": resolved.url,
|
||||
}
|
||||
}
|
||||
|
||||
if isinstance(resolved, InlineBase64):
|
||||
return {
|
||||
"inlineData": {
|
||||
"mimeType": resolved.content_type,
|
||||
"data": resolved.data,
|
||||
}
|
||||
}
|
||||
|
||||
data = base64.b64encode(file.read()).decode("ascii")
|
||||
return {
|
||||
"inlineData": {
|
||||
"mimeType": content_type,
|
||||
"data": data,
|
||||
}
|
||||
}
|
||||
60
lib/crewai-files/src/crewai_files/formatting/openai.py
Normal file
60
lib/crewai-files/src/crewai_files/formatting/openai.py
Normal file
@@ -0,0 +1,60 @@
|
||||
"""OpenAI content block formatter."""
|
||||
|
||||
from __future__ import annotations
|
||||
|
||||
import base64
|
||||
from typing import Any
|
||||
|
||||
from crewai_files.core.resolved import (
|
||||
FileReference,
|
||||
InlineBase64,
|
||||
ResolvedFile,
|
||||
UrlReference,
|
||||
)
|
||||
from crewai_files.core.types import FileInput
|
||||
|
||||
|
||||
class OpenAIFormatter:
|
||||
"""Formats resolved files into OpenAI content blocks."""
|
||||
|
||||
def format_block(
|
||||
self,
|
||||
file: FileInput,
|
||||
resolved: ResolvedFile,
|
||||
) -> dict[str, Any] | None:
|
||||
"""Format a resolved file into an OpenAI content block.
|
||||
|
||||
Args:
|
||||
file: Original file input with metadata.
|
||||
resolved: Resolved file.
|
||||
|
||||
Returns:
|
||||
Content block dict or None if not supported.
|
||||
"""
|
||||
content_type = file.content_type
|
||||
|
||||
if isinstance(resolved, FileReference):
|
||||
return {
|
||||
"type": "file",
|
||||
"file": {"file_id": resolved.file_id},
|
||||
}
|
||||
|
||||
if isinstance(resolved, UrlReference):
|
||||
return {
|
||||
"type": "image_url",
|
||||
"image_url": {"url": resolved.url},
|
||||
}
|
||||
|
||||
if isinstance(resolved, InlineBase64):
|
||||
return {
|
||||
"type": "image_url",
|
||||
"image_url": {
|
||||
"url": f"data:{resolved.content_type};base64,{resolved.data}"
|
||||
},
|
||||
}
|
||||
|
||||
data = base64.b64encode(file.read()).decode("ascii")
|
||||
return {
|
||||
"type": "image_url",
|
||||
"image_url": {"url": f"data:{content_type};base64,{data}"},
|
||||
}
|
||||
Reference in New Issue
Block a user