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Unverified Commit f863ffc9 authored by Patrick von Platen's avatar Patrick von Platen Committed by GitHub
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[Mistral-Small 3.1] Update docs and tests (#14977) 


Signed-off-by: default avatarRoger Wang <ywang@roblox.com>
Co-authored-by: default avatarRoger Wang <ywang@roblox.com>
parent 400d483e
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Showing with 34 additions and 60 deletions
docs/source/models/supported_models.md
View file @ f863ffc9
......@@ -879,7 +879,7 @@ See [this page](#generative-models) for more information on how to use generativ
- * `PixtralForConditionalGeneration`
* Pixtral
* T + I<sup>+</sup>
* `mistralai/Pixtral-12B-2409`, `mistral-community/pixtral-12b`, etc.
* `mistralai/Mistral-Small-3.1-24B-Instruct-2503`, `mistral-community/pixtral-12b`, etc.
*
* ✅︎
* ✅︎
......
examples/offline_inference/pixtral.py
View file @ f863ffc9
......@@ -6,14 +6,14 @@ import argparse
from vllm import LLM
from vllm.sampling_params import SamplingParams
# This script is an offline demo for running Pixtral.
# This script is an offline demo for running Mistral-Small-3
#
# If you want to run a server/client setup, please follow this code:
#
# - Server:
#
# ```bash
# vllm serve mistralai/Pixtral-12B-2409 --tokenizer-mode mistral --limit-mm-per-prompt 'image=4' --max-model-len 16384
# vllm serve mistralai/Mistral-Small-3.1-24B-Instruct-2503 --tokenizer-mode mistral --limit-mm-per-prompt 'image=4' --max-model-len 16384
# ```
#
# - Client:
......@@ -23,7 +23,7 @@ from vllm.sampling_params import SamplingParams
# --header 'Content-Type: application/json' \
# --header 'Authorization: Bearer token' \
# --data '{
# "model": "mistralai/Pixtral-12B-2409",
# "model": "mistralai/Mistral-Small-3.1-24B-Instruct-2503",
# "messages": [
# {
# "role": "user",
......@@ -44,7 +44,7 @@ from vllm.sampling_params import SamplingParams
def run_simple_demo(args: argparse.Namespace):
model_name = "mistralai/Pixtral-12B-2409"
model_name = "mistralai/Mistral-Small-3.1-24B-Instruct-2503"
sampling_params = SamplingParams(max_tokens=8192)
# Lower max_model_len and/or max_num_seqs on low-VRAM GPUs.
......@@ -83,7 +83,7 @@ def run_simple_demo(args: argparse.Namespace):
def run_advanced_demo(args: argparse.Namespace):
model_name = "mistralai/Pixtral-12B-2409"
model_name = "mistralai/Mistral-Small-3.1-24B-Instruct-2503"
max_img_per_msg = 5
max_tokens_per_img = 4096
......
tests/models/decoder_only/vision_language/test_pixtral.py
View file @ f863ffc9
......@@ -4,7 +4,6 @@
Run `pytest tests/models/test_mistral.py`.
"""
import json
import uuid
from dataclasses import asdict
from typing import TYPE_CHECKING, Any, Optional
......@@ -16,8 +15,7 @@ from mistral_common.tokens.tokenizers.mistral import MistralTokenizer
from mistral_common.tokens.tokenizers.multimodal import image_from_chunk
from transformers import AutoProcessor
from vllm import (EngineArgs, LLMEngine, RequestOutput, SamplingParams,
TextPrompt, TokensPrompt)
from vllm import RequestOutput, SamplingParams, TextPrompt, TokensPrompt
from vllm.multimodal import MultiModalDataBuiltins
from vllm.multimodal.inputs import PlaceholderRange
from vllm.sequence import Logprob, SampleLogprobs
......@@ -28,7 +26,11 @@ from ...utils import check_logprobs_close
if TYPE_CHECKING:
from _typeshed import StrPath
MODELS = ["mistralai/Pixtral-12B-2409"]
PIXTRAL_ID = "mistralai/Pixtral-12B-2409"
MISTRAL_SMALL_3_1_ID = "mistralai/Mistral-Small-3.1-24B-Instruct-2503"
MODELS = [PIXTRAL_ID, MISTRAL_SMALL_3_1_ID]
IMG_URLS = [
"https://picsum.photos/id/237/400/300",
"https://picsum.photos/id/231/200/300",
......@@ -125,8 +127,10 @@ MAX_MODEL_LEN = [8192, 65536]
FIXTURES_PATH = VLLM_PATH / "tests/models/fixtures"
assert FIXTURES_PATH.exists()
FIXTURE_LOGPROBS_CHAT = FIXTURES_PATH / "pixtral_chat.json"
FIXTURE_LOGPROBS_ENGINE = FIXTURES_PATH / "pixtral_chat_engine.json"
FIXTURE_LOGPROBS_CHAT = {
PIXTRAL_ID: FIXTURES_PATH / "pixtral_chat.json",
MISTRAL_SMALL_3_1_ID: FIXTURES_PATH / "mistral_small_3_chat.json",
}
OutputsLogprobs = list[tuple[list[int], str, Optional[SampleLogprobs]]]
......@@ -166,12 +170,12 @@ def test_chat(
model: str,
dtype: str,
) -> None:
EXPECTED_CHAT_LOGPROBS = load_outputs_w_logprobs(FIXTURE_LOGPROBS_CHAT)
EXPECTED_CHAT_LOGPROBS = load_outputs_w_logprobs(
FIXTURE_LOGPROBS_CHAT[model])
with vllm_runner(
model,
dtype=dtype,
tokenizer_mode="mistral",
enable_chunked_prefill=False,
max_model_len=max_model_len,
limit_mm_per_prompt=LIMIT_MM_PER_PROMPT,
) as vllm_model:
......@@ -183,70 +187,40 @@ def test_chat(
outputs.extend(output)
logprobs = vllm_runner._final_steps_generate_w_logprobs(outputs)
# Remove last `None` prompt_logprobs to compare with fixture
for i in range(len(logprobs)):
assert logprobs[i][-1] is None
logprobs[i] = logprobs[i][:-1]
check_logprobs_close(outputs_0_lst=EXPECTED_CHAT_LOGPROBS,
outputs_1_lst=logprobs,
name_0="h100_ref",
name_1="output")
@large_gpu_test(min_gb=80)
@pytest.mark.parametrize("model", MODELS)
@pytest.mark.parametrize("dtype", ["bfloat16"])
def test_model_engine(vllm_runner, model: str, dtype: str) -> None:
EXPECTED_ENGINE_LOGPROBS = load_outputs_w_logprobs(FIXTURE_LOGPROBS_ENGINE)
args = EngineArgs(
model=model,
tokenizer_mode="mistral",
enable_chunked_prefill=False,
limit_mm_per_prompt=LIMIT_MM_PER_PROMPT,
dtype=dtype,
)
engine = LLMEngine.from_engine_args(args)
engine.add_request(uuid.uuid4().hex, ENGINE_INPUTS[0], SAMPLING_PARAMS)
engine.add_request(uuid.uuid4().hex, ENGINE_INPUTS[1], SAMPLING_PARAMS)
outputs = []
count = 0
while True:
out = engine.step()
count += 1
for request_output in out:
if request_output.finished:
outputs.append(request_output)
if count == 2:
engine.add_request(uuid.uuid4().hex, ENGINE_INPUTS[2],
SAMPLING_PARAMS)
if not engine.has_unfinished_requests():
break
logprobs = vllm_runner._final_steps_generate_w_logprobs(outputs)
check_logprobs_close(outputs_0_lst=EXPECTED_ENGINE_LOGPROBS,
outputs_1_lst=logprobs,
name_0="h100_ref",
name_1="output")
@large_gpu_test(min_gb=48)
@pytest.mark.parametrize(
"prompt,expected_ranges",
[(_create_engine_inputs_hf(IMG_URLS[:1]), [{
"offset": 10,
"offset": 11,
"length": 494
}]),
(_create_engine_inputs_hf(IMG_URLS[1:4]), [{
"offset": 10,
"offset": 11,
"length": 266
}, {
"offset": 276,
"offset": 277,
"length": 1056
}, {
"offset": 1332,
"offset": 1333,
"length": 418
}])])
def test_multi_modal_placeholders(
vllm_runner, prompt, expected_ranges: list[PlaceholderRange]) -> None:
def test_multi_modal_placeholders(vllm_runner, prompt,
expected_ranges: list[PlaceholderRange],
monkeypatch) -> None:
# This placeholder checking test only works with V0 engine
# where `multi_modal_placeholders` is returned with `RequestOutput`
monkeypatch.setenv("VLLM_USE_V1", "0")
with vllm_runner(
"mistral-community/pixtral-12b",
max_model_len=8192,
......
tests/models/fixtures/mistral_small_3_chat.json 0 → 100644
View file @ f863ffc9
[[[1784, 3937, 6122, 1261, 7244, 10575, 28528, 1408, 1261, 32656, 11237, 1044, 7283, 2015, 1454, 1261, 38462, 4818, 1046, 2], "The image shows a black dog lying on a wooden floor, looking up with a curious expression.", [{"1784": {"logprob": -0.4740446209907532, "rank": 1, "decoded_token": "The"}, "1065": {"logprob": -1.0990445613861084, "rank": 2, "decoded_token": "A"}, "4380": {"logprob": -3.3490445613861084, "rank": 3, "decoded_token": "This"}, "1785": {"logprob": -5.0990447998046875, "rank": 4, "decoded_token": "In"}, "11745": {"logprob": -6.4740447998046875, "rank": 5, "decoded_token": "Here"}}, {"3937": {"logprob": -0.06349722295999527, "rank": 1, "decoded_token": " image"}, "7244": {"logprob": -2.813497304916382, "rank": 2, "decoded_token": " black"}, "16649": {"logprob": -7.563497066497803, "rank": 3, "decoded_token": " photo"}, "18390": {"logprob": -7.688497066497803, "rank": 4, "decoded_token": " photograph"}, "10575": {"logprob": -8.438497543334961, "rank": 5, "decoded_token": " dog"}}, {"6122": {"logprob": -0.25453490018844604, "rank": 1, "decoded_token": " shows"}, "6971": {"logprob": -1.8795349597930908, "rank": 2, "decoded_token": " features"}, "51948": {"logprob": -2.754534959793091, "rank": 3, "decoded_token": " depicts"}, "25981": {"logprob": -5.629534721374512, "rank": 4, "decoded_token": " displays"}, "1395": {"logprob": -6.129534721374512, "rank": 5, "decoded_token": " is"}}, {"1261": {"logprob": -0.0001245659514097497, "rank": 1, "decoded_token": " a"}, "1420": {"logprob": -9.00012493133545, "rank": 2, "decoded_token": " an"}, "1278": {"logprob": -14.25012493133545, "rank": 3, "decoded_token": " the"}, "7244": {"logprob": -14.87512493133545, "rank": 4, "decoded_token": " black"}, "1925": {"logprob": -16.125123977661133, "rank": 5, "decoded_token": " one"}}, {"7244": {"logprob": -0.009403933770954609, "rank": 1, "decoded_token": " black"}, "6231": {"logprob": -5.259403705596924, "rank": 2, "decoded_token": " close"}, "16450": {"logprob": -6.759403705596924, "rank": 3, "decoded_token": " sle"}, "8500": {"logprob": -7.009403705596924, "rank": 4, "decoded_token": " dark"}, "4329": {"logprob": -7.696903705596924, "rank": 5, "decoded_token": " large"}}, {"10575": {"logprob": -0.7522680163383484, "rank": 1, "decoded_token": " dog"}, "119075": {"logprob": -1.0022680759429932, "rank": 2, "decoded_token": " Labrador"}, "116572": {"logprob": -1.8772680759429932, "rank": 3, "decoded_token": " puppy"}, "8636": {"logprob": -5.627267837524414, "rank": 4, "decoded_token": " lab"}, "15812": {"logprob": -5.814767837524414, "rank": 5, "decoded_token": " Lab"}}, {"28528": {"logprob": -0.2941223084926605, "rank": 1, "decoded_token": " lying"}, "7283": {"logprob": -2.1691222190856934, "rank": 2, "decoded_token": " looking"}, "1454": {"logprob": -2.5441222190856934, "rank": 3, "decoded_token": " with"}, "60700": {"logprob": -3.2941222190856934, "rank": 4, "decoded_token": " laying"}, "18970": {"logprob": -4.794122219085693, "rank": 5, "decoded_token": " sitting"}}, {"1408": {"logprob": -0.3170951306819916, "rank": 1, "decoded_token": " on"}, "3151": {"logprob": -1.317095160484314, "rank": 2, "decoded_token": " down"}, "14038": {"logprob": -7.3170952796936035, "rank": 3, "decoded_token": " flat"}, "104248": {"logprob": -7.4420952796936035, "rank": 4, "decoded_token": " comfortably"}, "1321": {"logprob": -7.6920952796936035, "rank": 5, "decoded_token": " and"}}, {"1261": {"logprob": -0.08228635042905807, "rank": 1, "decoded_token": " a"}, "2246": {"logprob": -3.2072863578796387, "rank": 2, "decoded_token": " its"}, "32656": {"logprob": -3.3322863578796387, "rank": 3, "decoded_token": " wooden"}, "3977": {"logprob": -6.957286357879639, "rank": 4, "decoded_token": " top"}, "1278": {"logprob": -7.207286357879639, "rank": 5, "decoded_token": " the"}}, {"32656": {"logprob": -0.03605202957987785, "rank": 1, "decoded_token": " wooden"}, "3403": {"logprob": -3.9110519886016846, "rank": 2, "decoded_token": " text"}, "44130": {"logprob": -4.911052227020264, "rank": 3, "decoded_token": " rust"}, "12603": {"logprob": -6.036052227020264, "rank": 4, "decoded_token": " wood"}, "8500": {"logprob": -6.473552227020264, "rank": 5, "decoded_token": " dark"}}, {"11237": {"logprob": -0.6433407068252563, "rank": 1, "decoded_token": " floor"}, "4691": {"logprob": -0.7683407068252563, "rank": 2, "decoded_token": " surface"}, "1615": {"logprob": -5.268340587615967, "rank": 3, "decoded_token": " pl"}, "3403": {"logprob": -6.018340587615967, "rank": 4, "decoded_token": " text"}, "18645": {"logprob": -7.143340587615967, "rank": 5, "decoded_token": " flo"}}, {"1044": {"logprob": -0.6826052665710449, "rank": 1, "decoded_token": ","}, "1321": {"logprob": -1.682605266571045, "rank": 2, "decoded_token": " and"}, "7283": {"logprob": -1.807605266571045, "rank": 3, "decoded_token": " looking"}, "1046": {"logprob": -2.682605266571045, "rank": 4, "decoded_token": "."}, "1454": {"logprob": -3.182605266571045, "rank": 5, "decoded_token": " with"}}, {"7283": {"logprob": -0.07239976525306702, "rank": 1, "decoded_token": " looking"}, "11589": {"logprob": -3.197399854660034, "rank": 2, "decoded_token": " gaz"}, "35542": {"logprob": -3.822399854660034, "rank": 3, "decoded_token": " staring"}, "1454": {"logprob": -6.384899616241455, "rank": 4, "decoded_token": " with"}, "22116": {"logprob": -6.572399616241455, "rank": 5, "decoded_token": " facing"}}, {"2015": {"logprob": -0.9646494388580322, "rank": 2, "decoded_token": " up"}, "7655": {"logprob": -0.9646494388580322, "rank": 1, "decoded_token": " directly"}, "74606": {"logprob": -2.0896494388580322, "rank": 3, "decoded_token": " upwards"}, "40022": {"logprob": -3.0896494388580322, "rank": 4, "decoded_token": " upward"}, "1935": {"logprob": -4.152149200439453, "rank": 5, "decoded_token": " int"}}, {"1454": {"logprob": -0.8447978496551514, "rank": 1, "decoded_token": " with"}, "1513": {"logprob": -1.2197978496551514, "rank": 2, "decoded_token": " at"}, "41132": {"logprob": -2.2197978496551514, "rank": 3, "decoded_token": " attent"}, "1935": {"logprob": -2.9697978496551514, "rank": 4, "decoded_token": " int"}, "7655": {"logprob": -3.0947978496551514, "rank": 5, "decoded_token": " directly"}}, {"1261": {"logprob": -0.7162021994590759, "rank": 1, "decoded_token": " a"}, "1420": {"logprob": -1.3412022590637207, "rank": 2, "decoded_token": " an"}, "41132": {"logprob": -2.2162022590637207, "rank": 3, "decoded_token": " attent"}, "2246": {"logprob": -3.2162022590637207, "rank": 4, "decoded_token": " its"}, "38462": {"logprob": -3.9662022590637207, "rank": 5, "decoded_token": " curious"}}, {"38462": {"logprob": -0.7836517095565796, "rank": 1, "decoded_token": " curious"}, "26517": {"logprob": -1.8461517095565796, "rank": 2, "decoded_token": " calm"}, "26905": {"logprob": -2.533651828765869, "rank": 3, "decoded_token": " gentle"}, "11304": {"logprob": -3.408651828765869, "rank": 4, "decoded_token": " serious"}, "97680": {"logprob": -3.596151828765869, "rank": 5, "decoded_token": " thoughtful"}}, {"4818": {"logprob": -0.047154705971479416, "rank": 1, "decoded_token": " expression"}, "1321": {"logprob": -3.922154664993286, "rank": 2, "decoded_token": " and"}, "1505": {"logprob": -4.047154903411865, "rank": 3, "decoded_token": " or"}, "22131": {"logprob": -4.797154903411865, "rank": 4, "decoded_token": " gaze"}, "1044": {"logprob": -9.047154426574707, "rank": 5, "decoded_token": ","}}, {"1046": {"logprob": -0.0008031480247154832, "rank": 1, "decoded_token": "."}, "1408": {"logprob": -7.250802993774414, "rank": 2, "decoded_token": " on"}, "1321": {"logprob": -10.500802993774414, "rank": 3, "decoded_token": " and"}, "1338": {"logprob": -11.000802993774414, "rank": 4, "decoded_token": ".\n\n"}, "3016": {"logprob": -11.500802993774414, "rank": 5, "decoded_token": " while"}}, {"2": {"logprob": -0.0008517451351508498, "rank": 1, "decoded_token": " "}, "1032": {"logprob": -7.125851631164551, "rank": 2, "decoded_token": " "}, "1256": {"logprob": -10.00085163116455, "rank": 3, "decoded_token": " The"}}]], [[1049, 1046, 1349, 7244, 10575, 1395, 28528, 1408, 1261, 32656, 11237, 1044, 7283, 2015, 1513, 1278, 13424, 1626, 1050, 1046, 1349, 10726, 1290, 3719, 1307, 122203, 35463, 1454, 11223, 1321, 95746, 24765, 2425, 1261, 6133, 21283, 1046, 2], "1. A black dog is lying on a wooden floor, looking up at the camera.\n2. A scenic view of rugged mountains with green and rocky terrain under a clear sky.", [{"1049": {"logprob": -0.05050129443407059, "rank": 1, "decoded_token": "1"}, "11745": {"logprob": -3.5505013465881348, "rank": 2, "decoded_token": "Here"}, "69957": {"logprob": -4.175501346588135, "rank": 3, "decoded_token": "Sure"}, "117991": {"logprob": -6.175501346588135, "rank": 4, "decoded_token": "Certain"}, "1045": {"logprob": -6.550501346588135, "rank": 5, "decoded_token": "-"}}, {"1046": {"logprob": -5.364403477869928e-06, "rank": 1, "decoded_token": "."}, "1041": {"logprob": -12.500005722045898, "rank": 2, "decoded_token": ")"}, "1058": {"logprob": -13.875005722045898, "rank": 3, "decoded_token": ":"}, "1044": {"logprob": -15.687505722045898, "rank": 4, "decoded_token": ","}, "1045": {"logprob": -15.875005722045898, "rank": 5, "decoded_token": "-"}}, {"1349": {"logprob": -0.4890742003917694, "rank": 1, "decoded_token": " A"}, "1531": {"logprob": -1.1140742301940918, "rank": 2, "decoded_token": " The"}, "1603": {"logprob": -3.364074230194092, "rank": 3, "decoded_token": " **"}, "1656": {"logprob": -4.364074230194092, "rank": 4, "decoded_token": " In"}, "2409": {"logprob": -4.989074230194092, "rank": 5, "decoded_token": " This"}}, {"7244": {"logprob": -0.08685152232646942, "rank": 1, "decoded_token": " black"}, "6231": {"logprob": -3.4618515968322754, "rank": 2, "decoded_token": " close"}, "16450": {"logprob": -3.5868515968322754, "rank": 3, "decoded_token": " sle"}, "4329": {"logprob": -4.899351596832275, "rank": 4, "decoded_token": " large"}, "8500": {"logprob": -5.399351596832275, "rank": 5, "decoded_token": " dark"}}, {"10575": {"logprob": -0.20338763296604156, "rank": 1, "decoded_token": " dog"}, "116572": {"logprob": -1.8283876180648804, "rank": 2, "decoded_token": " puppy"}, "119075": {"logprob": -3.95338773727417, "rank": 3, "decoded_token": " Labrador"}, "28404": {"logprob": -6.95338773727417, "rank": 4, "decoded_token": " pup"}, "8636": {"logprob": 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\ No newline at end of file
tests/models/fixtures/pixtral_chat_engine.json deleted 100644 → 0
View file @ 400d483e
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