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test(anthropic): native /v1/messages prompt caching integration tests
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
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5 changed files with 515 additions and 0 deletions
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@ -31,6 +31,8 @@ CLAUDE_CODE_REASONING_BETAS: Final = (
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"interleaved-thinking-2025-05-14",
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"thinking-token-count-2026-05-13",
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)
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CLAUDE_CODE_CACHING_BETAS: Final = ("extended-cache-ttl-2025-04-11", "prompt-caching-scope-2026-01-05")
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CACHING_CLI_BETA: Final = f"{CLI_BETA},extended-cache-ttl-2025-04-11"
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REASONING_FIELDS: Final = ("thinking", "output_config", "reasoning_effort", "temperature")
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_OUTPUT_USAGE_KEYS: Final = frozenset({"output_tokens", "output_tokens_details"})
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METADATA_USER_ID: Final = json.dumps(
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@ -731,6 +733,114 @@ def forwarded(sent: Mapping[str, JsonValue], request: Request) -> Forwarded:
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)
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@dataclass(frozen=True, slots=True)
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class CacheForwarded:
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breakpoints: dict[str, JsonValue]
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other_changes: dict[str, JsonValue]
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caching_betas: tuple[str, ...]
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def _marked(prefix: str, blocks: JsonValue) -> tuple[tuple[str, JsonValue], ...]:
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if not isinstance(blocks, list):
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return ()
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return tuple(
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(f"{prefix}[{index}]", block["cache_control"])
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for index, block in enumerate(blocks)
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if isinstance(block, dict) and "cache_control" in block
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)
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def _marked_message(index: int, message: JsonValue) -> tuple[tuple[str, JsonValue], ...]:
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return _marked(f"messages[{index}].content", message.get("content")) if isinstance(message, dict) else ()
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def _marked_messages(messages: JsonValue) -> tuple[tuple[str, JsonValue], ...]:
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if not isinstance(messages, list):
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return ()
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return tuple(chain.from_iterable(_marked_message(index, message) for index, message in enumerate(messages)))
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def cache_breakpoints(body: Mapping[str, JsonValue]) -> dict[str, JsonValue]:
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top_level: Final = (("cache_control", body["cache_control"]),) if "cache_control" in body else ()
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return dict(
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(
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*top_level,
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*_marked("system", body.get("system")),
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*_marked("tools", body.get("tools")),
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*_marked_messages(body.get("messages")),
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)
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)
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def _unmarked_block(block: JsonValue) -> JsonValue:
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if not isinstance(block, dict):
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return block
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return {key: value for key, value in block.items() if key != "cache_control"}
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def _unmarked_blocks(blocks: JsonValue) -> JsonValue:
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return [_unmarked_block(block) for block in blocks] if isinstance(blocks, list) else blocks
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def _unmarked_message(message: JsonValue) -> JsonValue:
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if not isinstance(message, dict) or "content" not in message:
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return message
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return {**message, "content": _unmarked_blocks(message["content"])}
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def _unmarked_value(key: str, value: JsonValue) -> JsonValue:
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match key, value:
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case ("system" | "tools", _):
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return _unmarked_blocks(value)
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case ("messages", list()):
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return [_unmarked_message(message) for message in value]
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case _:
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return value
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def with_block_breakpoint(
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body: Mapping[str, JsonValue], field: str, index: int, control: Mapping[str, JsonValue]
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) -> dict[str, JsonValue]:
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blocks: Final = body[field]
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assert isinstance(blocks, list), body
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return {
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**body,
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field: [
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{**block, "cache_control": dict(control)} if position == index and isinstance(block, dict) else block
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for position, block in enumerate(blocks)
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],
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}
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def without_cache_breakpoints(body: Mapping[str, JsonValue]) -> dict[str, JsonValue]:
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return {key: _unmarked_value(key, value) for key, value in body.items() if key != "cache_control"}
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def caching_betas(anthropic_beta: str) -> tuple[str, ...]:
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return tuple(sorted(beta for beta in anthropic_beta.split(",") if beta in CLAUDE_CODE_CACHING_BETAS))
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def _without_model(body: Mapping[str, JsonValue]) -> dict[str, JsonValue]:
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return {key: value for key, value in without_cache_breakpoints(body).items() if key != "model"}
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def cache_forwarded(sent: Mapping[str, JsonValue], request: Request) -> CacheForwarded:
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body: Final = JSON_OBJECT.validate_json(request.body)
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return CacheForwarded(
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breakpoints=cache_breakpoints(body),
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other_changes=body_diff(_without_model(sent), _without_model(body)),
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caching_betas=caching_betas(request.headers.get("anthropic-beta", "")),
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)
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def streamed_start_usage(stream: str) -> JsonValue:
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return next(
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JSON_OBJECT.validate_python(data["message"]).get("usage")
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for event, data in _client_events(stream)
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if event == "message_start"
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)
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def _appended(block: Mapping[str, JsonValue], key: str, text: str) -> dict[str, JsonValue]:
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return {**block, key: f"{block.get(key) or ''}{text}"}
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@ -0,0 +1,175 @@
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import uuid
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from collections.abc import Callable, Mapping
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from typing import Final
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import pytest
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from integration._support import claude_code as cc
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from integration._support.client import Gateway, eventually
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from integration._support.database import read_rows
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from integration._support.wire import Reply, Request, wire_server
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from pydantic import JsonValue
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_MODEL: Final = "claude-sonnet-4-5"
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_FIVE_MINUTES: Final = {"type": "ephemeral"}
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_SUBAGENT_BILLING: Final = (
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"x-anthropic-billing-header: cc_version=2.1.283.00; cc_entrypoint=sdk-cli; cc_is_subagent=true;"
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)
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_MAIN_AGENT_BILLING: Final = "x-anthropic-billing-header: cc_version=2.1.283.00; cc_entrypoint=sdk-cli;"
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def _unmarked_claude_code_turn() -> dict[str, JsonValue]:
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return cc.without_cache_breakpoints({**cc.claude_code_request(f"cache-bust-{uuid.uuid4().hex}"), "stream": False})
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def _one_shot_turn(billing: str) -> dict[str, JsonValue]:
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return {
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"system": [{"type": "text", "text": billing}],
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"messages": [{"role": "user", "content": [{"type": "text", "text": f"Summarize {uuid.uuid4().hex}"}]}],
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"max_tokens": 512,
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"stream": False,
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}
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def _forward(
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gateway: Gateway,
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sent: Mapping[str, JsonValue],
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key_fields: Mapping[str, JsonValue],
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deployment: Mapping[str, JsonValue],
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) -> tuple[cc.CacheForwarded, dict[str, JsonValue], dict[str, JsonValue]]:
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identity: Final = f"msg_{uuid.uuid4().hex}"
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def respond(request: Request) -> Reply:
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return Reply(
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body=cc.message_reply(
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identity, _MODEL, ({"type": "text", "text": "PONG"},), {"input_tokens": 12, "output_tokens": 4}
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)
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)
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with wire_server(respond) as wire, gateway.scenario() as scenario:
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model: Final = scenario.model(
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model=f"anthropic/{_MODEL}", api_base=wire.url, api_key=cc.ANTHROPIC_API_KEY, **deployment
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)
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key: Final = scenario.key(**key_fields)
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response: Final = gateway.request(
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"POST", "/v1/messages", {**sent, "model": model}, key=key, headers=cc.cli_headers(key, cc.CACHING_CLI_BETA)
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)
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assert response.status_code == 200, response.text
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upstream: Final = wire.drain()
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rows: Final = eventually(
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lambda: read_rows(
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"SELECT model_id, metadata->>'litellm_gateway_injected_cache' AS injected_for "
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'FROM "LiteLLM_SpendLogs" WHERE request_id=%s',
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(identity,),
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),
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lambda values: len(values) == 1,
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seconds=70,
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)
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assert len(upstream) == 1, upstream
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return cc.cache_forwarded(sent, upstream[0]), cc.JSON_OBJECT.validate_json(upstream[0].body), rows[0]
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def test_prompt_caching_key_adds_breakpoints_to_the_system_prompt_and_last_message(gateway: Gateway) -> None:
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sent: Final = _unmarked_claude_code_turn()
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forwarded, _, spend_row = _forward(gateway, sent, {"enable_prompt_caching": True}, {})
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assert cc.cache_breakpoints(sent) == {}
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assert forwarded.breakpoints == {"system[2]": _FIVE_MINUTES, "messages[0].content[7]": _FIVE_MINUTES}
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assert forwarded.other_changes == {}
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assert forwarded.caching_betas == ("extended-cache-ttl-2025-04-11", "prompt-caching-scope-2026-01-05")
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assert spend_row["injected_for"] == spend_row["model_id"], spend_row
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def test_prompt_caching_key_turns_a_string_system_prompt_into_a_cached_block(gateway: Gateway) -> None:
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sent: Final = {**_unmarked_claude_code_turn(), "system": "Synthetic agent identity system prompt."}
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_, body, _ = _forward(gateway, sent, {"enable_prompt_caching": True}, {})
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assert body["system"] == [
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{"type": "text", "text": "Synthetic agent identity system prompt.", "cache_control": _FIVE_MINUTES}
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]
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def test_key_without_prompt_caching_adds_no_breakpoints(gateway: Gateway) -> None:
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sent: Final = _unmarked_claude_code_turn()
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forwarded, _, spend_row = _forward(gateway, sent, {}, {})
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assert forwarded.breakpoints == {}
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assert forwarded.other_changes == {}
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assert spend_row["injected_for"] is None, spend_row
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def test_prompt_caching_key_adds_nothing_when_the_client_marked_any_breakpoint(gateway: Gateway) -> None:
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sent: Final = cc.with_block_breakpoint(_unmarked_claude_code_turn(), "tools", 23, _FIVE_MINUTES)
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forwarded, _, spend_row = _forward(gateway, sent, {"enable_prompt_caching": True}, {})
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assert forwarded.breakpoints == {"tools[23]": _FIVE_MINUTES}
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assert forwarded.other_changes == {}
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assert spend_row["injected_for"] is None, spend_row
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@pytest.mark.parametrize(
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("billing", "received"),
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(
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pytest.param(_SUBAGENT_BILLING, {}, id="subagent-gets-no-breakpoints"),
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pytest.param(
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_MAIN_AGENT_BILLING,
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{"system[0]": _FIVE_MINUTES, "messages[0].content[0]": _FIVE_MINUTES},
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id="main-agent-gets-breakpoints",
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),
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),
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)
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def test_prompt_caching_key_skips_one_shot_claude_code_subagent_requests(
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gateway: Gateway, billing: str, received: dict[str, JsonValue]
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) -> None:
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sent: Final = _one_shot_turn(billing)
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forwarded, _, _ = _forward(gateway, sent, {"enable_prompt_caching": True}, {})
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assert forwarded.breakpoints == received
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assert forwarded.other_changes == {}
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def _three_client_breakpoints() -> dict[str, JsonValue]:
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system_marked: Final = cc.with_block_breakpoint(_unmarked_claude_code_turn(), "system", 1, _FIVE_MINUTES)
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return {**cc.with_block_breakpoint(system_marked, "tools", 23, _FIVE_MINUTES), "cache_control": dict(_FIVE_MINUTES)}
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def _four_client_breakpoints() -> dict[str, JsonValue]:
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return cc.with_block_breakpoint(_three_client_breakpoints(), "system", 2, _FIVE_MINUTES)
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@pytest.mark.parametrize(
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("sent", "received"),
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(
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pytest.param(
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_three_client_breakpoints,
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{
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"cache_control": _FIVE_MINUTES,
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"system[1]": _FIVE_MINUTES,
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"tools[23]": _FIVE_MINUTES,
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"messages[0].content[7]": _FIVE_MINUTES,
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},
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id="three-client-breakpoints-plus-last-message",
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),
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pytest.param(
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_four_client_breakpoints,
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{
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"cache_control": _FIVE_MINUTES,
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"system[1]": _FIVE_MINUTES,
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"system[2]": _FIVE_MINUTES,
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"tools[23]": _FIVE_MINUTES,
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},
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id="four-client-breakpoints-leave-no-room",
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),
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),
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)
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def test_configured_injection_points_stop_at_anthropics_four_breakpoint_limit(
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gateway: Gateway, sent: Callable[[], dict[str, JsonValue]], received: dict[str, JsonValue]
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) -> None:
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client_body: Final = sent()
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forwarded, _, _ = _forward(
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gateway,
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client_body,
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{},
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{
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"cache_control_injection_points": [
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{"location": "message", "role": "system"},
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{"location": "message", "index": -1},
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]
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},
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)
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assert forwarded.breakpoints == received
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assert forwarded.other_changes == {}
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@ -0,0 +1,86 @@
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import uuid
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from collections.abc import Callable
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from typing import Final
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import pytest
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from integration._support import claude_code as cc
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from integration._support.client import Gateway
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from integration._support.wire import Reply, Request, wire_server
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from pydantic import JsonValue
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_MODEL: Final = "claude-sonnet-4-5"
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_FIVE_MINUTES: Final = {"type": "ephemeral"}
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_ONE_HOUR: Final = {"type": "ephemeral", "ttl": "1h"}
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_ONE_HOUR_GLOBAL: Final = {"type": "ephemeral", "ttl": "1h", "scope": "global"}
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_CLAUDE_CODE_BREAKPOINTS: Final = {
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"system[1]": _FIVE_MINUTES,
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"system[2]": _FIVE_MINUTES,
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"messages[0].content[7]": _FIVE_MINUTES,
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}
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def _claude_code_default(body: dict[str, JsonValue]) -> dict[str, JsonValue]:
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return body
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def _one_hour_global_system_prompt(body: dict[str, JsonValue]) -> dict[str, JsonValue]:
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return cc.with_block_breakpoint(body, "system", 2, _ONE_HOUR_GLOBAL)
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def _one_hour_tool_breakpoint(body: dict[str, JsonValue]) -> dict[str, JsonValue]:
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return cc.with_block_breakpoint(body, "tools", 23, _ONE_HOUR)
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def _top_level_automatic_caching(body: dict[str, JsonValue]) -> dict[str, JsonValue]:
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return {**body, "cache_control": dict(_FIVE_MINUTES)}
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@pytest.mark.parametrize(
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("mark", "received"),
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(
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pytest.param(_claude_code_default, _CLAUDE_CODE_BREAKPOINTS, id="claude-code-default"),
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pytest.param(
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_one_hour_global_system_prompt,
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{**_CLAUDE_CODE_BREAKPOINTS, "system[2]": _ONE_HOUR_GLOBAL},
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id="1h-global-scope-on-system-prompt",
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),
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pytest.param(
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_one_hour_tool_breakpoint,
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{**_CLAUDE_CODE_BREAKPOINTS, "tools[23]": _ONE_HOUR},
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id="1h-on-last-tool",
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),
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pytest.param(
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_top_level_automatic_caching,
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{"cache_control": _FIVE_MINUTES, **_CLAUDE_CODE_BREAKPOINTS},
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id="top-level-automatic-caching",
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),
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),
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)
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def test_client_cache_breakpoints_reach_anthropic_unchanged(
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gateway: Gateway, mark: Callable[[dict[str, JsonValue]], dict[str, JsonValue]], received: dict[str, JsonValue]
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) -> None:
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sent: Final = mark({**cc.claude_code_request(f"cache-bust-{uuid.uuid4().hex}"), "stream": False})
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def respond(request: Request) -> Reply:
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return Reply(
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body=cc.message_reply(
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f"msg_{uuid.uuid4().hex}",
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_MODEL,
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({"type": "text", "text": "PONG"},),
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{"input_tokens": 12, "output_tokens": 4},
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)
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)
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with wire_server(respond) as wire, gateway.scenario() as scenario:
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model: Final = scenario.model(model=f"anthropic/{_MODEL}", api_base=wire.url, api_key=cc.ANTHROPIC_API_KEY)
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response: Final = gateway.request(
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"POST", "/v1/messages", {**sent, "model": model}, headers=cc.cli_headers(gateway.key, cc.CACHING_CLI_BETA)
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)
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assert response.status_code == 200, response.text
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upstream: Final = wire.drain()
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assert len(upstream) == 1, upstream
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forwarded: Final = cc.cache_forwarded(sent, upstream[0])
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assert cc.cache_breakpoints(sent) == received
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assert forwarded.breakpoints == received
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assert forwarded.other_changes == {}
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assert forwarded.caching_betas == ("extended-cache-ttl-2025-04-11", "prompt-caching-scope-2026-01-05")
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@ -0,0 +1,80 @@
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import uuid
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from typing import Final
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import pytest
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from integration._support import claude_code as cc
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from integration._support.client import Gateway, eventually
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from integration._support.database import read_rows
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from integration._support.wire import Reply, Request, wire_server
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_MODEL: Final = "claude-sonnet-4-5"
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_INPUT_RATE: Final = 1e-6
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_OUTPUT_RATE: Final = 2e-6
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_CACHE_READ_RATE: Final = 1e-7
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_CACHE_WRITE_5M_RATE: Final = 1.25e-6
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_CACHE_WRITE_1H_RATE: Final = 2e-6
|
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_CONTENT: Final = ({"type": "text", "text": "PONG"},)
|
||||
_USAGE: Final = {
|
||||
"input_tokens": 100,
|
||||
"output_tokens": 50,
|
||||
"cache_read_input_tokens": 400,
|
||||
"cache_creation_input_tokens": 300,
|
||||
"cache_creation": {"ephemeral_5m_input_tokens": 100, "ephemeral_1h_input_tokens": 200},
|
||||
}
|
||||
|
||||
|
||||
def _reply(identity: str, stream: bool) -> Reply:
|
||||
if stream:
|
||||
return Reply(chunks=cc.message_stream(identity, _MODEL, _CONTENT, _USAGE), content_type="text/event-stream")
|
||||
return Reply(body=cc.message_reply(identity, _MODEL, _CONTENT, _USAGE))
|
||||
|
||||
|
||||
@pytest.mark.parametrize("stream", (pytest.param(False, id="non-streamed"), pytest.param(True, id="streamed")))
|
||||
def test_cache_reads_and_5m_and_1h_cache_writes_are_each_billed_at_their_own_rate(
|
||||
gateway: Gateway, stream: bool
|
||||
) -> None:
|
||||
identity: Final = f"msg_{uuid.uuid4().hex}"
|
||||
|
||||
def respond(request: Request) -> Reply:
|
||||
return _reply(identity, stream)
|
||||
|
||||
with wire_server(respond) as wire, gateway.scenario() as scenario:
|
||||
model: Final = scenario.model(
|
||||
model=f"anthropic/{_MODEL}",
|
||||
api_base=wire.url,
|
||||
api_key=cc.ANTHROPIC_API_KEY,
|
||||
input_cost_per_token=_INPUT_RATE,
|
||||
output_cost_per_token=_OUTPUT_RATE,
|
||||
cache_read_input_token_cost=_CACHE_READ_RATE,
|
||||
cache_creation_input_token_cost=_CACHE_WRITE_5M_RATE,
|
||||
cache_creation_input_token_cost_above_1hr=_CACHE_WRITE_1H_RATE,
|
||||
)
|
||||
body: Final = {**cc.claude_code_request(f"cache-bust-{uuid.uuid4().hex}"), "stream": stream, "model": model}
|
||||
response: Final = gateway.request("POST", "/v1/messages", body)
|
||||
assert response.status_code == 200, response.text
|
||||
assert len(wire.drain()) == 1
|
||||
rows: Final = eventually(
|
||||
lambda: read_rows(
|
||||
"SELECT spend, prompt_tokens, "
|
||||
"(metadata->'cost_breakdown'->>'cache_read_cost')::float AS cache_read_cost, "
|
||||
"(metadata->'cost_breakdown'->>'cache_creation_cost')::float AS cache_creation_cost "
|
||||
'FROM "LiteLLM_SpendLogs" WHERE request_id=%s',
|
||||
(identity,),
|
||||
),
|
||||
lambda values: len(values) == 1,
|
||||
seconds=70,
|
||||
)
|
||||
input_tokens, output_tokens, cache_read, cache_write_5m, cache_write_1h = 100, 50, 400, 100, 200
|
||||
row: Final = rows[0]
|
||||
assert row["prompt_tokens"] == input_tokens + cache_read + cache_write_5m + cache_write_1h, row
|
||||
assert row["cache_read_cost"] == pytest.approx(cache_read * _CACHE_READ_RATE), row
|
||||
assert row["cache_creation_cost"] == pytest.approx(
|
||||
cache_write_5m * _CACHE_WRITE_5M_RATE + cache_write_1h * _CACHE_WRITE_1H_RATE
|
||||
), row
|
||||
assert float(row["spend"]) == pytest.approx(
|
||||
input_tokens * _INPUT_RATE
|
||||
+ output_tokens * _OUTPUT_RATE
|
||||
+ cache_read * _CACHE_READ_RATE
|
||||
+ cache_write_5m * _CACHE_WRITE_5M_RATE
|
||||
+ cache_write_1h * _CACHE_WRITE_1H_RATE
|
||||
), row
|
||||
|
|
@ -0,0 +1,64 @@
|
|||
import uuid
|
||||
from typing import Final
|
||||
|
||||
from integration._support import claude_code as cc
|
||||
from integration._support.client import Gateway
|
||||
from integration._support.wire import Reply, Request, wire_server
|
||||
from pydantic import JsonValue
|
||||
|
||||
_MODEL: Final = "claude-sonnet-4-5"
|
||||
_ANTHROPIC_USAGE: Final = {
|
||||
"input_tokens": 100,
|
||||
"output_tokens": 50,
|
||||
"cache_read_input_tokens": 400,
|
||||
"cache_creation_input_tokens": 300,
|
||||
"cache_creation": {"ephemeral_5m_input_tokens": 100, "ephemeral_1h_input_tokens": 200},
|
||||
}
|
||||
|
||||
|
||||
def _client_body(stream: bool) -> dict[str, JsonValue]:
|
||||
return {**cc.claude_code_request(f"cache-bust-{uuid.uuid4().hex}"), "stream": stream}
|
||||
|
||||
|
||||
def test_streamed_cache_read_and_write_tokens_reach_the_client_unchanged(gateway: Gateway) -> None:
|
||||
def respond(request: Request) -> Reply:
|
||||
return Reply(
|
||||
chunks=cc.message_stream(
|
||||
f"msg_{uuid.uuid4().hex}", _MODEL, ({"type": "text", "text": "PONG"},), _ANTHROPIC_USAGE
|
||||
),
|
||||
content_type="text/event-stream",
|
||||
)
|
||||
|
||||
with wire_server(respond) as wire, gateway.scenario() as scenario:
|
||||
model: Final = scenario.model(model=f"anthropic/{_MODEL}", api_base=wire.url, api_key=cc.ANTHROPIC_API_KEY)
|
||||
response: Final = gateway.request("POST", "/v1/messages", {**_client_body(stream=True), "model": model})
|
||||
assert response.status_code == 200, response.text
|
||||
assert len(wire.drain()) == 1
|
||||
assert cc.streamed_start_usage(response.text) == {
|
||||
"input_tokens": 100,
|
||||
"cache_read_input_tokens": 400,
|
||||
"cache_creation_input_tokens": 300,
|
||||
"cache_creation": {"ephemeral_5m_input_tokens": 100, "ephemeral_1h_input_tokens": 200},
|
||||
}, response.text
|
||||
|
||||
|
||||
def test_non_streamed_cache_read_and_write_tokens_reach_the_client_unchanged(gateway: Gateway) -> None:
|
||||
def respond(request: Request) -> Reply:
|
||||
return Reply(
|
||||
body=cc.message_reply(
|
||||
f"msg_{uuid.uuid4().hex}", _MODEL, ({"type": "text", "text": "PONG"},), _ANTHROPIC_USAGE
|
||||
)
|
||||
)
|
||||
|
||||
with wire_server(respond) as wire, gateway.scenario() as scenario:
|
||||
model: Final = scenario.model(model=f"anthropic/{_MODEL}", api_base=wire.url, api_key=cc.ANTHROPIC_API_KEY)
|
||||
response: Final = gateway.request("POST", "/v1/messages", {**_client_body(stream=False), "model": model})
|
||||
assert response.status_code == 200, response.text
|
||||
assert len(wire.drain()) == 1
|
||||
assert response.json()["usage"] == {
|
||||
"input_tokens": 100,
|
||||
"output_tokens": 50,
|
||||
"cache_read_input_tokens": 400,
|
||||
"cache_creation_input_tokens": 300,
|
||||
"cache_creation": {"ephemeral_5m_input_tokens": 100, "ephemeral_1h_input_tokens": 200},
|
||||
}, response.text
|
||||
Loading…
Add table
Reference in a new issue