From 2d181e66337393ed8fb2bbd85e56ced21308366c Mon Sep 17 00:00:00 2001 From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com> Date: Tue, 20 Oct 2026 03:43:35 +0000 Subject: [PATCH] fix(token_counter): count DeepSeek V4 text with DeepSeek's own tokenizer (#47353) Local token counts for DeepSeek V3 and V4 model names now use DeepSeek's own bundled tokenizer instead of cl100k_base, and tool definitions on V4 names count with V4's chat-template tool framing --- .../prompt_templates/chat_template_tools.py | 4 +- .../tokenizers/deepseek_tokenizer.json | 1 + .../tokenizers/deepseek_tokenizer_LICENSE | 21 ++ litellm/utils.py | 26 +- tests/integration/_support/deepseek_tokens.py | 35 +++ .../test_chat_template_tool_count_wire.py | 275 +++++++++++++++--- ...est_huggingface_tokenizer_downloads_sdk.py | 54 ++++ .../spend/test_failed_dispatch_tokens.py | 41 +++ .../litellm_core_utils/test_token_counter.py | 85 +++++- 9 files changed, 491 insertions(+), 51 deletions(-) create mode 100644 litellm/litellm_core_utils/tokenizers/deepseek_tokenizer.json create mode 100644 litellm/litellm_core_utils/tokenizers/deepseek_tokenizer_LICENSE create mode 100644 tests/integration/_support/deepseek_tokens.py create mode 100644 tests/integration/sdk/test_huggingface_tokenizer_downloads_sdk.py diff --git a/litellm/litellm_core_utils/prompt_templates/chat_template_tools.py b/litellm/litellm_core_utils/prompt_templates/chat_template_tools.py index 3c437ca7fbb..60134456577 100644 --- a/litellm/litellm_core_utils/prompt_templates/chat_template_tools.py +++ b/litellm/litellm_core_utils/prompt_templates/chat_template_tools.py @@ -24,7 +24,9 @@ def _qwen3_5_tool_schemas(functions: Sequence[Mapping[str, object]]) -> str: _TOOL_SECTIONS: Final = ( ( - re.compile(r"deepseek-v4(?![.\d]|p\d)", re.IGNORECASE), + re.compile( + r"deepseek-v4(?![.\d]|p\d)|^(?:deepseek/)?deepseek-(?:chat|reasoner|flash)(?::free)?$", re.IGNORECASE + ), ChatTemplateToolSection(222, 0, _deepseek_v4_tool_schemas), ), (re.compile(r"qwen3[._]?5(?!\d)", re.IGNORECASE), ChatTemplateToolSection(196, 5, _qwen3_5_tool_schemas)), diff --git a/litellm/litellm_core_utils/tokenizers/deepseek_tokenizer.json b/litellm/litellm_core_utils/tokenizers/deepseek_tokenizer.json new file mode 100644 index 00000000000..5648fab136b --- /dev/null +++ b/litellm/litellm_core_utils/tokenizers/deepseek_tokenizer.json @@ -0,0 +1 @@ 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return { - "type": "huggingface_tokenizer", - "tokenizer": _load_huggingface_tokenizer(kind, _huggingface_tokenizer_backend()), - } + with _BUNDLED_TOKENIZER_LOAD_LOCKS.get(kind, nullcontext()): + tokenizer: Final = _load_huggingface_tokenizer(kind, _huggingface_tokenizer_backend()) + return {"type": "huggingface_tokenizer", "tokenizer": tokenizer} @lru_cache(maxsize=DEFAULT_MAX_LRU_CACHE_SIZE) @@ -2623,6 +2633,12 @@ def _load_huggingface_tokenizer(kind: HuggingFaceTokenizerKind, backend: Decisio return tokenizer_dispatch.from_pretrained("Xenova/c4ai-command-r-v01-tokenizer") case "anthropic": return tokenizer_dispatch.anthropic() + case "deepseek": + return tokenizer_dispatch.from_str( + resources.files("litellm.litellm_core_utils.tokenizers") + .joinpath("deepseek_tokenizer.json") + .read_text(encoding="utf-8") + ) case "llama2": return tokenizer_dispatch.from_pretrained("hf-internal-testing/llama-tokenizer") case "llama3": diff --git a/tests/integration/_support/deepseek_tokens.py b/tests/integration/_support/deepseek_tokens.py new file mode 100644 index 00000000000..fa4bdd13d48 --- /dev/null +++ b/tests/integration/_support/deepseek_tokens.py @@ -0,0 +1,35 @@ +from collections.abc import Callable +from functools import cache +from importlib import resources +from typing import Final + +from litellm.litellm_core_utils.default_encoding import encoding as cl100k_base +from tokenizers import Tokenizer + +CHINESE_TEXT: Final = "深度求索的分词器会把这段中文切成更少的词元。" * 20 +SHORT_TEXT: Final = "Find record 14." + + +@cache +def _deepseek_tokenizer() -> Tokenizer: + bundled: Final = resources.files("litellm.litellm_core_utils.tokenizers").joinpath("deepseek_tokenizer.json") + return Tokenizer.from_str(bundled.read_text(encoding="utf-8")) + + +def deepseek_tokens(text: str) -> int: + return len(_deepseek_tokenizer().encode(text).ids) + + +def cl100k_tokens(text: str) -> int: + return len(cl100k_base.encode(text)) + + +def chinese_minus_short(tokens: Callable[[str], int]) -> int: + return tokens(CHINESE_TEXT) - tokens(SHORT_TEXT) + + +def assert_counted_with_deepseek(counted: int, expected: Callable[[Callable[[str], int]], int]) -> None: + cl100k_count: Final = expected(cl100k_tokens) + assert counted != cl100k_count, f"counted {counted}, the cl100k_base count, not DeepSeek's tokenizer" + deepseek_count: Final = expected(deepseek_tokens) + assert counted == deepseek_count, f"counted {counted}, DeepSeek's tokenizer counts {deepseek_count}" diff --git a/tests/integration/providers/test_chat_template_tool_count_wire.py b/tests/integration/providers/test_chat_template_tool_count_wire.py index d2b85e7168f..a8b97fa732e 100644 --- a/tests/integration/providers/test_chat_template_tool_count_wire.py +++ b/tests/integration/providers/test_chat_template_tool_count_wire.py @@ -1,7 +1,8 @@ import json import re import uuid -from collections.abc import Iterator, Mapping, Sequence +from collections.abc import Callable, Iterator, Mapping, Sequence +from concurrent.futures import ThreadPoolExecutor from contextlib import ExitStack from dataclasses import dataclass from itertools import chain @@ -19,6 +20,13 @@ from integration._support.client import ( object_value, string_value, ) +from integration._support.deepseek_tokens import ( + CHINESE_TEXT, + SHORT_TEXT, + assert_counted_with_deepseek, + chinese_minus_short, + cl100k_tokens, +) from integration._support.openai_wire import chat_reply from integration._support.process import graceful_stop_seconds, owned_proxy_process from integration._support.wire import Reply, Request, Wire, wire_server @@ -29,6 +37,7 @@ pytestmark: Final = pytest.mark.timeout(2 * graceful_stop_seconds() + 120) _API_KEY: Final = "scripted-provider-key" _DEEPSEEK_V4: Final = "azure_ai/DeepSeek-V4-Flash-0731" +_DEEPSEEK_R1: Final = "azure_ai/DeepSeek-R1-0528" _QWEN3_5: Final = "databricks/databricks-qwen35-122b-a10b" _GROK: Final = "azure_ai/grok-4-1" _DEEPSEEK_V4_TOOL_PREAMBLE: Final = 222 @@ -47,7 +56,7 @@ _OPENAI_TOOL: Final[dict[str, JsonValue]] = {"type": "function", "function": _FU _RESPONSES_TOOL: Final[dict[str, JsonValue]] = {"type": "function", **_FUNCTION} _NAMED_TOOL_CHOICE: Final[dict[str, JsonValue]] = {"type": "function", "function": {"name": "lookup"}} _WEB_SEARCH_TOOL: Final[dict[str, JsonValue]] = {"type": "web_search_20250305", "name": "web_search", "max_uses": 3} -_PROMPT: Final = "Find record 14." +_PROMPT: Final = SHORT_TEXT _MESSAGES: Final[list[JsonValue]] = [{"role": "user", "content": _PROMPT}] _INPUT_PRICE: Final = 0.001 _OUTPUT_PRICE: Final = 0.002 @@ -59,8 +68,8 @@ def _tokens(text: str) -> int: return len(cl100k_base.encode(text)) -def _deepseek_v4_tool_tokens(function: Mapping[str, JsonValue]) -> int: - return _DEEPSEEK_V4_TOOL_PREAMBLE + _tokens(json.dumps(function, ensure_ascii=False)) +def _deepseek_v4_tool_tokens(function: Mapping[str, JsonValue], tokens: Callable[[str], int]) -> int: + return _DEEPSEEK_V4_TOOL_PREAMBLE + tokens(json.dumps(function, ensure_ascii=False)) def _qwen3_5_tool_tokens(function: Mapping[str, JsonValue], *, with_system: bool) -> int: @@ -93,9 +102,11 @@ class _CountRoute: field: str tool: dict[str, JsonValue] - def body(self, model: str, tools: Sequence[JsonValue]) -> dict[str, JsonValue]: + def body(self, model: str, tools: Sequence[JsonValue], text: str = _PROMPT) -> dict[str, JsonValue]: prompt: Final[dict[str, JsonValue]] = ( - {"input": _PROMPT} if self.path == "/v1/responses/input_tokens" else {"messages": _MESSAGES} + {"input": text} + if self.path == "/v1/responses/input_tokens" + else {"messages": [{"role": "user", "content": text}]} ) return {"model": model, **prompt, **({"tools": list(tools)} if tools else {})} @@ -116,18 +127,85 @@ def _count(gateway: Gateway, route: _CountRoute, body: Mapping[str, JsonValue]) return counted -@pytest.mark.parametrize("route", sorted(_COUNT_ROUTES)) +_TOOL_COUNTS: Final[Mapping[str, tuple[str, str]]] = { + **{f"{route}-azure_ai-v4": (route, _DEEPSEEK_V4) for route in _COUNT_ROUTES}, + "messages-count-tokens-deepseek-chat": ("messages-count-tokens", "deepseek/deepseek-chat"), + "messages-count-tokens-deepseek-reasoner": ("messages-count-tokens", "deepseek/deepseek-reasoner"), + "messages-count-tokens-openrouter-deepseek-chat": ("messages-count-tokens", "openrouter/deepseek/deepseek-chat"), +} + + +@pytest.mark.parametrize("case", sorted(_TOOL_COUNTS)) def test_count_routes_count_deepseek_v4_tools_the_way_its_chat_template_renders_them( - gateway: Gateway, route: str + gateway: Gateway, case: str ) -> None: + route, backend = _TOOL_COUNTS[case] selected: Final = _COUNT_ROUTES[route] with wire_server(_completion) as wire, gateway.scenario() as scenario: - model: Final = _deployment(scenario, "count", _DEEPSEEK_V4, wire.url) + model: Final = _deployment(scenario, "count", backend, wire.url) without_tools: Final = _count(gateway, selected, selected.body(model, ())) with_tool: Final = _count(gateway, selected, selected.body(model, (selected.tool,))) upstream: Final = wire.drain() assert upstream == () - assert with_tool - without_tools == _deepseek_v4_tool_tokens(_FUNCTION) + tool_tokens: Final = with_tool - without_tools + assert tool_tokens > _DEEPSEEK_V4_TOOL_PREAMBLE, f"counted {tool_tokens} tool tokens, short of V4's tool preamble" + assert_counted_with_deepseek(tool_tokens, lambda tokens: _deepseek_v4_tool_tokens(_FUNCTION, tokens)) + + +_TEXT_COUNTS: Final[Mapping[str, tuple[str, str]]] = { + "messages-count-tokens-azure_ai-v4": ("messages-count-tokens", _DEEPSEEK_V4), + "responses-input-tokens-azure_ai-v4": ("responses-input-tokens", _DEEPSEEK_V4), + "messages-count-tokens-deepseek-chat": ("messages-count-tokens", "deepseek/deepseek-chat"), +} + + +def _text_count_delta(gateway: Gateway, route: _CountRoute, model: str) -> int: + chinese: Final = _count(gateway, route, route.body(model, (), CHINESE_TEXT)) + short: Final = _count(gateway, route, route.body(model, (), SHORT_TEXT)) + return chinese - short + + +@pytest.mark.parametrize("case", sorted(_TEXT_COUNTS)) +def test_count_routes_count_deepseek_v3_and_v4_text_with_deepseeks_tokenizer(gateway: Gateway, case: str) -> None: + route, backend = _TEXT_COUNTS[case] + with wire_server(_completion) as wire, gateway.scenario() as scenario: + delta: Final = _text_count_delta( + gateway, _COUNT_ROUTES[route], _deployment(scenario, "count", backend, wire.url) + ) + upstream: Final = wire.drain() + assert upstream == () + assert_counted_with_deepseek(delta, chinese_minus_short) + + +def _counted_with_deepseek(delta: int) -> None: + assert_counted_with_deepseek(delta, chinese_minus_short) + + +def _counted_with_cl100k(delta: int) -> None: + assert delta == chinese_minus_short(cl100k_tokens) + + +@pytest.mark.parametrize( + ("backend", "tokenizer_type", "counted_with"), + ( + (_DEEPSEEK_V4, "huggingface_tokenizer", _counted_with_deepseek), + (_DEEPSEEK_R1, "openai_tokenizer", _counted_with_cl100k), + ), + ids=("deepseek-v4", "deepseek-r1"), +) +def test_utils_token_counter_names_the_tokenizer_that_counted_deepseek_text( + gateway: Gateway, backend: str, tokenizer_type: str, counted_with: Callable[[int], None] +) -> None: + route: Final = _COUNT_ROUTES["utils-token-counter"] + with wire_server(_completion) as wire, gateway.scenario() as scenario: + model: Final = _deployment(scenario, "count", backend, wire.url) + delta: Final = _text_count_delta(gateway, route, model) + response: Final = gateway.request("POST", route.path, route.body(model, (), CHINESE_TEXT)) + upstream: Final = wire.drain() + assert upstream == () + assert response.status_code == 200, response.text + assert JSON_OBJECT.validate_json(response.content)["tokenizer_type"] == tokenizer_type, response.text + counted_with(delta) @pytest.mark.parametrize("with_system", (False, True), ids=("no-system", "system")) @@ -162,7 +240,12 @@ def test_messages_count_tokens_skips_web_search_and_counts_unmapped_tool_keys_fo upstream: Final = wire.drain() assert upstream == () assert with_web_search == plain - assert deferred - plain == _deepseek_v4_tool_tokens(deferred_function) - _deepseek_v4_tool_tokens(_FUNCTION) + assert_counted_with_deepseek( + deferred - plain, + lambda tokens: ( + _deepseek_v4_tool_tokens(deferred_function, tokens) - _deepseek_v4_tool_tokens(_FUNCTION, tokens) + ), + ) def test_messages_count_tokens_keeps_openai_tool_framing_for_other_models(gateway: Gateway) -> None: @@ -215,17 +298,36 @@ def _send(gateway: Gateway, endpoint: _Endpoint, group: str, key: str, *, tools: @dataclass(frozen=True, slots=True) -class _BudgetRig: +class _OwnedRig: gateway: Gateway wire: Wire group: str + itpm_wire: Wire + itpm_group: str -def _strict_budget_config(directory: Path, group: str, api_base: str) -> Path: +def _owned_config( + directory: Path, + model_list: Sequence[JsonValue], + general_settings: Mapping[str, JsonValue], + router_settings: Mapping[str, JsonValue], +) -> Path: base: Final = JSON_OBJECT.validate_python(yaml.safe_load(Path("tests/integration/proxy_config.yaml").read_text())) config: Final = { **base, - "model_list": [ + "model_list": list(model_list), + "general_settings": {**object_value(base["general_settings"]), **general_settings}, + "router_settings": {**object_value(base["router_settings"]), **router_settings}, + } + path: Final = directory / f"chat-template-tool-count-{uuid.uuid4().hex[:8]}.yaml" + path.write_text(yaml.safe_dump(config)) + return path + + +def _owned_rig_config(directory: Path, group: str, api_base: str, itpm_group: str, itpm_api_base: str) -> Path: + return _owned_config( + directory, + [ { "model_name": group, "litellm_params": { @@ -235,26 +337,35 @@ def _strict_budget_config(directory: Path, group: str, api_base: str) -> Path: "input_cost_per_token": _INPUT_PRICE, "output_cost_per_token": _OUTPUT_PRICE, }, - } + }, + { + "model_name": itpm_group, + "litellm_params": { + "model": _DEEPSEEK_V4, + "api_base": itpm_api_base, + "api_key": _API_KEY, + "itpm": cl100k_tokens(CHINESE_TEXT), + }, + "model_info": {"id": uuid.uuid4().hex}, + }, ], - "general_settings": {**object_value(base["general_settings"]), "fail_closed_budget_enforcement": True}, - } - path: Final = directory / f"chat-template-tool-budget-{uuid.uuid4().hex[:8]}.yaml" - path.write_text(yaml.safe_dump(config)) - return path + {"fail_closed_budget_enforcement": True}, + {"optional_pre_call_checks": ["enforce_model_rate_limits"]}, + ) @pytest.fixture(scope="module") -def strict_budget(tmp_path_factory: pytest.TempPathFactory) -> Iterator[_BudgetRig]: - directory: Final = tmp_path_factory.mktemp("chat-template-tool-budget") +def owned_rig(tmp_path_factory: pytest.TempPathFactory) -> Iterator[_OwnedRig]: + directory: Final = tmp_path_factory.mktemp("chat-template-tool-count") group: Final = f"deepseek-v4-flash-{uuid.uuid4().hex}" + itpm_group: Final = f"itpm-{uuid.uuid4().hex}" with ExitStack() as stack: rig_gateway: Final = stack.enter_context(gateway_from_environment()) wire: Final = stack.enter_context(wire_server(_completion)) - owned: Final = stack.enter_context( - owned_proxy_process(rig_gateway, directory, {}, config=_strict_budget_config(directory, group, wire.url)) - ) - yield _BudgetRig(owned.gateway, wire, group) + itpm_wire: Final = stack.enter_context(wire_server(_completion)) + config: Final = _owned_rig_config(directory, group, wire.url, itpm_group, itpm_wire.url) + owned: Final = stack.enter_context(owned_proxy_process(rig_gateway, directory, {}, config=config)) + yield _OwnedRig(owned.gateway, wire, group, itpm_wire, itpm_group) def _estimated_cost(response: httpx.Response) -> float: @@ -267,30 +378,47 @@ def _estimated_cost(response: httpx.Response) -> float: @pytest.mark.parametrize("endpoint", ("chat-completions", "messages")) def test_budget_reservation_estimates_deepseek_v4_tools_the_way_its_chat_template_renders_them( - strict_budget: _BudgetRig, endpoint: str + owned_rig: _OwnedRig, endpoint: str ) -> None: selected: Final = _ENDPOINTS[endpoint] - with strict_budget.gateway.scenario() as scenario: - key: Final = scenario.key(models=[strict_budget.group], max_budget=_TINY_BUDGET) - without_tools: Final = _estimated_cost(_send(strict_budget.gateway, selected, strict_budget.group, key, tools=False)) - with_tools: Final = _estimated_cost(_send(strict_budget.gateway, selected, strict_budget.group, key, tools=True)) - assert strict_budget.wire.drain() == () - assert with_tools - without_tools == pytest.approx(_deepseek_v4_tool_tokens(_FUNCTION) * _INPUT_PRICE) + with owned_rig.gateway.scenario() as scenario: + key: Final = scenario.key(models=[owned_rig.group], max_budget=_TINY_BUDGET) + without_tools: Final = _estimated_cost(_send(owned_rig.gateway, selected, owned_rig.group, key, tools=False)) + with_tools: Final = _estimated_cost(_send(owned_rig.gateway, selected, owned_rig.group, key, tools=True)) + assert owned_rig.wire.drain() == () + assert_counted_with_deepseek( + round((with_tools - without_tools) / _INPUT_PRICE), lambda tokens: _deepseek_v4_tool_tokens(_FUNCTION, tokens) + ) -def _project_key(scenario: Scenario, group: str) -> str: +def _chinese_chat(group: str) -> dict[str, JsonValue]: + return {"model": group, "messages": [{"role": "user", "content": CHINESE_TEXT}], "max_tokens": 1} + + +def test_router_itpm_reserves_deepseek_v4_text_with_deepseeks_tokenizer(owned_rig: _OwnedRig) -> None: + response: Final = owned_rig.gateway.request("POST", "/v1/chat/completions", _chinese_chat(owned_rig.itpm_group)) + upstream: Final = owned_rig.itpm_wire.drain() + assert response.status_code == 200, response.text + assert len(upstream) == 1, upstream + + +def _project_key(scenario: Scenario, group: str, itpm_limit: int) -> str: team: Final = scenario.team() - project: Final = scenario.project(team, model_itpm_limit={group: _deepseek_v4_tool_tokens(_FUNCTION)}) + project: Final = scenario.project(team, model_itpm_limit={group: itpm_limit}) return scenario.key(team_id=team, project_id=project) +_TOOL_FRAMING_ITPM_LIMIT: Final = _deepseek_v4_tool_tokens(_FUNCTION, _tokens) + + @pytest.mark.parametrize("endpoint", sorted(_ENDPOINTS)) def test_project_itpm_reserves_deepseek_v4_tools_the_way_its_chat_template_renders_them( gateway: Gateway, endpoint: str ) -> None: with wire_server(_completion) as wire, gateway.scenario() as scenario: group: Final = _deployment(scenario, "deepseek-v4-flash", _DEEPSEEK_V4, wire.url) - response: Final = _send(gateway, _ENDPOINTS[endpoint], group, _project_key(scenario, group), tools=True) + key: Final = _project_key(scenario, group, _TOOL_FRAMING_ITPM_LIMIT) + response: Final = _send(gateway, _ENDPOINTS[endpoint], group, key, tools=True) upstream: Final = wire.drain() assert response.status_code == 429, response.text assert "model_per_project_itpm" in response.text, response.text @@ -305,13 +433,23 @@ def test_project_itpm_keeps_openai_tool_framing_for_other_models(gateway: Gatewa "POST", chat.path, {"model": group, **chat.body, "tools": [_OPENAI_TOOL]}, - key=_project_key(scenario, group), + key=_project_key(scenario, group, _TOOL_FRAMING_ITPM_LIMIT), ) upstream: Final = wire.drain() assert response.status_code == 200, response.text assert len(upstream) == 1, upstream +def test_project_itpm_reserves_deepseek_v4_text_with_deepseeks_tokenizer(gateway: Gateway) -> None: + with wire_server(_completion) as wire, gateway.scenario() as scenario: + group: Final = _deployment(scenario, "deepseek-v4-flash", _DEEPSEEK_V4, wire.url) + key: Final = _project_key(scenario, group, cl100k_tokens(CHINESE_TEXT)) + response: Final = gateway.request("POST", "/v1/chat/completions", _chinese_chat(group), key=key) + upstream: Final = wire.drain() + assert response.status_code == 200, response.text + assert len(upstream) == 1, upstream + + _FILES: Final = 3 _READ_FILE_FUNCTION: Final[dict[str, JsonValue]] = { "name": "read_file", @@ -323,7 +461,7 @@ _READ_FILE_TOOL: Final[dict[str, JsonValue]] = { } -def _read_file_round(marker: str, index: int) -> tuple[JsonValue, ...]: +def _read_file_round(marker: str, index: int, file_body: str) -> tuple[JsonValue, ...]: return ( {"role": "user", "content": f"Read file {index}."}, { @@ -338,15 +476,15 @@ def _read_file_round(marker: str, index: int) -> tuple[JsonValue, ...]: { "type": "tool_result", "tool_use_id": f"toolu_{index}", - "content": f"short file body.", + "content": f"{file_body}", } ], }, ) -def _agent_body(group: str, marker: str) -> dict[str, JsonValue]: - rounds: Final = tuple(chain.from_iterable(_read_file_round(marker, index) for index in range(_FILES))) +def _agent_body(group: str, marker: str, file_body: str, trigger: int) -> dict[str, JsonValue]: + rounds: Final = tuple(chain.from_iterable(_read_file_round(marker, index, file_body) for index in range(_FILES))) return { "model": group, "max_tokens": 16, @@ -356,7 +494,7 @@ def _agent_body(group: str, marker: str) -> dict[str, JsonValue]: "edits": [ { "type": "clear_tool_uses_20250919", - "trigger": {"type": "input_tokens", "value": _deepseek_v4_tool_tokens(_READ_FILE_FUNCTION)}, + "trigger": {"type": "input_tokens", "value": trigger}, "keep": {"type": "tool_uses", "value": 1}, } ] @@ -375,9 +513,60 @@ def test_messages_context_management_trigger_counts_tools_the_way_the_models_cha marker: Final = uuid.uuid4().hex with wire_server(_completion) as wire, gateway.scenario() as scenario: group: Final = _deployment(scenario, "context", model, wire.url) - response: Final = gateway.request("POST", "/v1/messages", _agent_body(group, marker)) + trigger: Final = _deepseek_v4_tool_tokens(_READ_FILE_FUNCTION, _tokens) + response: Final = gateway.request( + "POST", "/v1/messages", _agent_body(group, marker, "short file body.", trigger) + ) upstream: Final = wire.drain() assert response.status_code == 200, response.text assert len(upstream) == 1, upstream sent: Final = upstream[0].body.decode() assert tuple(f"" in sent for index in range(_FILES)) == files_kept + + +def test_messages_context_management_trigger_counts_deepseek_v4_text_with_deepseeks_tokenizer(gateway: Gateway) -> None: + marker: Final = uuid.uuid4().hex + with wire_server(_completion) as wire, gateway.scenario() as scenario: + group: Final = _deployment(scenario, "context", _DEEPSEEK_V4, wire.url) + trigger: Final = _FILES * cl100k_tokens(CHINESE_TEXT) + response: Final = gateway.request("POST", "/v1/messages", _agent_body(group, marker, CHINESE_TEXT, trigger)) + upstream: Final = wire.drain() + assert response.status_code == 200, response.text + assert len(upstream) == 1, upstream + sent: Final = upstream[0].body.decode() + kept: Final = tuple(f"" in sent for index in range(_FILES)) + assert kept == (True,) * _FILES, f"cleared tool results under a trigger only the cl100k_base count reaches: {kept}" + + +_BURST: Final = (CHINESE_TEXT, SHORT_TEXT) * 8 + + +def test_concurrent_first_deepseek_v4_counts_in_a_fresh_proxy_agree(tmp_path: Path) -> None: + group: Final = f"count-{uuid.uuid4().hex}" + with ExitStack() as stack: + rig_gateway: Final = stack.enter_context(gateway_from_environment()) + wire: Final = stack.enter_context(wire_server(_completion)) + config: Final = _owned_config( + tmp_path, + [ + { + "model_name": group, + "litellm_params": {"model": _DEEPSEEK_V4, "api_base": wire.url, "api_key": _API_KEY}, + } + ], + {}, + {}, + ) + owned: Final = stack.enter_context(owned_proxy_process(rig_gateway, tmp_path, {}, config=config)) + with ThreadPoolExecutor(max_workers=len(_BURST)) as pool: + counts: Final = tuple( + pool.map( + lambda text: _count(owned.gateway, _MESSAGES_COUNT, _MESSAGES_COUNT.body(group, (), text)), _BURST + ) + ) + upstream: Final = wire.drain() + assert upstream == () + chinese: Final = frozenset(counts[0::2]) + short: Final = frozenset(counts[1::2]) + assert len(chinese) == 1 and len(short) == 1, counts + assert_counted_with_deepseek(min(chinese) - min(short), chinese_minus_short) diff --git a/tests/integration/sdk/test_huggingface_tokenizer_downloads_sdk.py b/tests/integration/sdk/test_huggingface_tokenizer_downloads_sdk.py new file mode 100644 index 00000000000..1ec554de099 --- /dev/null +++ b/tests/integration/sdk/test_huggingface_tokenizer_downloads_sdk.py @@ -0,0 +1,54 @@ +import os +import subprocess +import sys +import threading +from pathlib import Path +from queue import SimpleQueue +from typing import Final + +import litellm +from integration._support.wire import Reply, Request, wire_server + +_SCRIPT_SECONDS: Final = 60 +_CONCURRENT_LLAMA_COUNTS: Final = """ +import sys +from concurrent.futures import ThreadPoolExecutor +sys.path.insert(0, sys.argv[1]) +from litellm.utils import _select_tokenizer_helper +with ThreadPoolExecutor(max_workers=2) as pool: + tuple(pool.map(lambda _: _select_tokenizer_helper("meta-llama/llama-3-8b"), range(2))) +""" + + +def test_concurrent_first_llama_counts_download_without_waiting_on_each_other(tmp_path: Path) -> None: + both_downloading: Final = threading.Barrier(2, timeout=5) + downloads: Final = SimpleQueue[str]() + + def stalled_hub(request: Request) -> Reply: + if request.target.endswith("/tokenizer.json"): + try: + both_downloading.wait() + downloads.put("concurrent") + except threading.BrokenBarrierError: + downloads.put("serialized") + return Reply(status=404) + + with wire_server(stalled_hub) as hub: + result: Final = subprocess.run( + [sys.executable, "-I", "-c", _CONCURRENT_LLAMA_COUNTS, str(Path(litellm.__file__).parent.parent)], + capture_output=True, + text=True, + timeout=_SCRIPT_SECONDS, + check=False, + env={ + **os.environ, + "HF_ENDPOINT": hub.url, + "HF_HOME": str(tmp_path / "home"), + "HF_HUB_CACHE": str(tmp_path / "cache"), + "HF_HUB_OFFLINE": "0", + "LITELLM_LOCAL_MODEL_COST_MAP": "True", + }, + ) + + assert result.returncode == 0, result.stdout + result.stderr + assert downloads.get_nowait() == "concurrent" diff --git a/tests/integration/spend/test_failed_dispatch_tokens.py b/tests/integration/spend/test_failed_dispatch_tokens.py index db5c49623eb..b92606ebc88 100644 --- a/tests/integration/spend/test_failed_dispatch_tokens.py +++ b/tests/integration/spend/test_failed_dispatch_tokens.py @@ -6,6 +6,12 @@ from typing import Final import pytest from integration._support.client import Gateway, eventually, list_value from integration._support.database import read_rows +from integration._support.deepseek_tokens import ( + CHINESE_TEXT, + SHORT_TEXT, + assert_counted_with_deepseek, + chinese_minus_short, +) from integration._support.wire import Reply, Request, wire_server from pydantic import JsonValue @@ -126,3 +132,38 @@ def test_a_provider_500_failure_row_keeps_the_tags_the_caller_sent( _, row = _provider_500_failure_row(gateway, route, body, {"x-litellm-tags": tag}) assert tag in list_value(row["request_tags"]), row + + +def _provider_500(request: Request) -> Reply: + assert request.method == "POST" + return Reply( + status=500, + body=b'{"error":{"message":"synthetic provider outage","type":"server_error","code":"500"}}', + ) + + +def _failure_row_prompt_tokens(gateway: Gateway, model: str, key: str, text: str) -> int: + failed: Final = gateway.request("POST", "/v1/chat/completions", _chat_body(model, text), key=key) + assert failed.status_code == 500, failed.text + rows: Final = eventually( + lambda: read_rows( + 'SELECT status, prompt_tokens FROM "LiteLLM_SpendLogs" WHERE request_id=%s', + (failed.headers["x-litellm-call-id"],), + ), + lambda values: len(values) == 1, + seconds=70, + ) + assert rows[0]["status"] == "failure", rows + prompt_tokens: Final = rows[0]["prompt_tokens"] + assert isinstance(prompt_tokens, int), rows + return prompt_tokens + + +def test_provider_500_failure_rows_count_deepseek_v4_prompt_tokens_with_deepseeks_tokenizer(gateway: Gateway) -> None: + with wire_server(_provider_500) as wire, gateway.scenario() as scenario: + model: Final = scenario.model(model="azure_ai/DeepSeek-V4-Flash-0731", api_base=wire.url, num_retries=0) + key: Final = scenario.key(models=[model]) + chinese: Final = _failure_row_prompt_tokens(gateway, model, key, CHINESE_TEXT) + short: Final = _failure_row_prompt_tokens(gateway, model, key, SHORT_TEXT) + assert wire.drain() + assert_counted_with_deepseek(chinese - short, chinese_minus_short) diff --git a/tests/unit/litellm_core_utils/test_token_counter.py b/tests/unit/litellm_core_utils/test_token_counter.py index 6126d919180..309cbd33131 100644 --- a/tests/unit/litellm_core_utils/test_token_counter.py +++ b/tests/unit/litellm_core_utils/test_token_counter.py @@ -10,7 +10,7 @@ import sys import threading import time from collections.abc import Callable, Mapping -from concurrent.futures import Future, wait +from concurrent.futures import Future, ThreadPoolExecutor, wait from itertools import accumulate, chain from pathlib import Path from typing import Final @@ -586,10 +586,14 @@ def test_token_counter_tools_match_billed_prompt_for_json_tool_chat_templates( [ ("DeepSeek-V4-Pro", "DeepSeek-V4-Flash-0731"), ("accounts/fireworks/models/deepseek-v4-flash", "DeepSeek-V4-Flash-0731"), + ("deepseek/deepseek-chat", "DeepSeek-V4-Flash-0731"), + ("deepseek/deepseek-chat:free", "DeepSeek-V4-Flash-0731"), + ("deepseek-reasoner", "DeepSeek-V4-Flash-0731"), + ("deepseek/deepseek-flash", "DeepSeek-V4-Flash-0731"), ("DeepSeek-V4.1-Flash", "deepseek-v3.2"), ("accounts/fireworks/models/deepseek-v4p1-flash", "deepseek-v3.2"), ("Qwen/Qwen3.5-122B-A10B", "databricks-qwen35-122b-a10b"), - ("qwen3-235b-a22b", "deepseek-v3.2"), + ("qwen3-235b-a22b", "mistral-large-latest"), ], ) def test_token_counter_counts_tools_by_the_models_chat_template_family(model: str, counted_like: str): @@ -1035,6 +1039,83 @@ class TestTokenizerSelection(unittest.TestCase): monkeypatch.undo() +_CODE_SAMPLE: Final = " for item in items:\n total += item.price * item.quantity\n" * 20 + + +def _deepseek_token_ids(text: str) -> list[int]: + deepseek_tokenizer: Final = Tokenizer.from_str( + importlib.resources.files("litellm.litellm_core_utils.tokenizers") + .joinpath("deepseek_tokenizer.json") + .read_text(encoding="utf-8") + ) + return deepseek_tokenizer.encode(text).ids + + +def _deepseek_token_count(text: str) -> int: + return len(_deepseek_token_ids(text)) + + +@pytest.mark.parametrize( + "model", + [ + "azure_ai/DeepSeek-V4-Flash-0731", + "deepseek/deepseek-v4-pro", + "fireworks_ai/deepseek-v4p1-flash", + "bedrock/us-east-1/deepseek.v3.2", + "together_ai/deepseek-ai/DeepSeek-V3.1", + "databricks/databricks-deepseek-v4-flash-0731", + "replicate/deepseek-ai/deepseek-v3", + "deepseek-chat", + "deepseek/deepseek-reasoner", + "openrouter/deepseek/deepseek-chat-v3-0324", + "openrouter/deepseek/deepseek-chat:free", + ], +) +def test_token_counter_counts_deepseek_v3_and_v4_with_the_packaged_deepseek_tokenizer(model: str): + expected: Final = _deepseek_token_count(_CODE_SAMPLE) + + assert expected != len(tiktoken.get_encoding("cl100k_base").encode(_CODE_SAMPLE)) + assert litellm.token_counter(model=model, text=_CODE_SAMPLE) == expected + + +@pytest.mark.parametrize( + "model", + ["together_ai/deepseek-ai/DeepSeek-R1-Distill-Qwen-14B", "fireworks_ai/accounts/fireworks/models/deepseek-v2p5"], +) +def test_token_counter_skips_the_deepseek_tokenizer_for_deepseek_models_built_on_other_vocabularies(model: str): + assert litellm.token_counter(model=model, text=_CODE_SAMPLE) != _deepseek_token_count(_CODE_SAMPLE) + + +def test_encode_and_decode_use_deepseeks_token_ids_for_deepseek_v4(): + token_ids: Final = encode(model="deepseek/deepseek-v4-flash", text=_CODE_SAMPLE) + + assert token_ids == _deepseek_token_ids(_CODE_SAMPLE) + assert decode(model="deepseek/deepseek-v4-flash", tokens=token_ids) == _CODE_SAMPLE + + +def test_disable_hf_tokenizer_download_keeps_deepseek_v4_on_cl100k(monkeypatch: pytest.MonkeyPatch): + monkeypatch.setattr(litellm, "disable_hf_tokenizer_download", True) + + counted: Final = litellm.token_counter(model="deepseek/deepseek-v4-flash", text=_CODE_SAMPLE) + + assert counted != _deepseek_token_count(_CODE_SAMPLE) + assert counted == litellm.token_counter(model="", text=_CODE_SAMPLE) + + +def test_concurrent_first_deepseek_counts_share_one_loaded_tokenizer(): + _load_huggingface_tokenizer.cache_clear() + start: Final = threading.Barrier(8) + + def first_tokenizer(_: int) -> object: + start.wait() + return _select_tokenizer_helper("deepseek/deepseek-v4-flash")["tokenizer"] + + with ThreadPoolExecutor(max_workers=8) as pool: + tokenizers: Final = tuple(pool.map(first_tokenizer, range(8))) + + assert len({id(tokenizer) for tokenizer in tokenizers}) == 1 + + def test_token_counter_with_anthropic_tool_use(): """ Test that _count_anthropic_content() correctly handles tool_use blocks.