diff --git a/.gitignore b/.gitignore
index ee44a963..20c6d1c3 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,2 +1,4 @@
.idea
target
+data/
+__pycache__/
diff --git a/docs/source/en/intel_container.md b/docs/source/en/intel_container.md
index f0fae218..50328c42 100644
--- a/docs/source/en/intel_container.md
+++ b/docs/source/en/intel_container.md
@@ -66,6 +66,9 @@ docker run -p 8080:80 -v $volume:/data --device=/dev/dri -v /dev/dri/by-path:/de
## HPU
+> [!WARNING]
+> TEI is supported only on Gaudi 2 and Gaudi 3. Gaudi 1 is **not** supported.
+
### Build Docker Image
To build a container optimized for Intel® HPUs (Gaudi), run the following command:
@@ -104,6 +107,10 @@ docker pull ghcr.io/huggingface/text-embeddings-inference:xpu-ipex-latest
```
### HPU
+
+> [!WARNING]
+> TEI is supported only on Gaudi 2 and Gaudi 3. Gaudi 1 is **not** supported.
+
To use the prebuilt image optimized for Intel® HPUs (Gaudi), run:
```shell
docker pull ghcr.io/huggingface/text-embeddings-inference:hpu-latest
diff --git a/integration_tests/Makefile b/integration_tests/Makefile
new file mode 100644
index 00000000..a6d55191
--- /dev/null
+++ b/integration_tests/Makefile
@@ -0,0 +1,4 @@
+run-integration-tests-hpu:
+ DOCKER_VOLUME=/home/sdp/git/text-embeddings-inference/data \
+ HF_TOKEN=`cat ${HOME}/.cache/huggingface/token` \
+ uv run pytest --durations=0 -sv .
diff --git a/integration_tests/README.md b/integration_tests/README.md
new file mode 100644
index 00000000..16022020
--- /dev/null
+++ b/integration_tests/README.md
@@ -0,0 +1,17 @@
+# Integration Tests
+
+This directory contains integration tests for the project. This starts the TEI server and run an /embed request to it while checking the output is as expected.
+
+## Running the tests for HPU
+
+First you have to build the docker image.
+```bash
+platform="hpu"
+
+docker build . -f Dockerfile-intel --build-arg PLATFORM=$platform -t tei_hpu
+```
+
+Then you can run the tests.
+```bash
+make -C integration_tests run-integration-tests-hpu
+```
diff --git a/integration_tests/gaudi/conftest.py b/integration_tests/gaudi/conftest.py
new file mode 100644
index 00000000..27012ed9
--- /dev/null
+++ b/integration_tests/gaudi/conftest.py
@@ -0,0 +1,258 @@
+import asyncio
+import contextlib
+import os
+import shlex
+import subprocess
+import sys
+import threading
+import time
+from tempfile import TemporaryDirectory
+
+import docker
+import pytest
+from docker.errors import NotFound
+import logging
+from gaudi.test_embed import TEST_CONFIGS
+import aiohttp
+
+logging.basicConfig(
+ level=logging.INFO,
+ format="{time:YYYY-MM-DD HH:mm:ss} | {level: <8} | {name}:{function}:{line} - {message}",
+ stream=sys.stdout,
+)
+logger = logging.getLogger(__file__)
+
+# Use the latest image from the local docker build
+DOCKER_IMAGE = os.getenv("DOCKER_IMAGE", "tei_hpu")
+DOCKER_VOLUME = os.getenv("DOCKER_VOLUME", None)
+
+if DOCKER_VOLUME is None:
+ logger.warning(
+ "DOCKER_VOLUME is not set, this will lead to the tests redownloading the models on each run, consider setting it to speed up testing"
+ )
+
+LOG_LEVEL = os.getenv("LOG_LEVEL", "info")
+
+BASE_ENV = {
+ "HF_HUB_ENABLE_HF_TRANSFER": "1",
+ "LOG_LEVEL": LOG_LEVEL,
+ "HABANA_VISIBLE_DEVICES": "all",
+}
+
+HABANA_RUN_ARGS = {
+ "runtime": "habana",
+}
+
+def stream_container_logs(container, test_name):
+ """Stream container logs in a separate thread."""
+ try:
+ for log in container.logs(stream=True, follow=True):
+ print(
+ f"[TEI Server Logs - {test_name}] {log.decode('utf-8')}",
+ end="",
+ file=sys.stderr,
+ flush=True,
+ )
+ except Exception as e:
+ logger.error(f"Error streaming container logs: {str(e)}")
+
+
+class LauncherHandle:
+ def __init__(self, port: int):
+ self.port = port
+ self.base_url = f"http://127.0.0.1:{port}"
+
+ async def generate(self, prompt: str):
+ async with aiohttp.ClientSession() as session:
+ async with session.post(
+ f"{self.base_url}/embed",
+ json={"inputs": prompt},
+ headers={"Content-Type": "application/json"}
+ ) as response:
+ if response.status != 200:
+ error_text = await response.text()
+ raise RuntimeError(f"Request failed with status {response.status}: {error_text}")
+ return await response.json()
+
+ def _inner_health(self):
+ raise NotImplementedError
+
+ async def health(self, timeout: int = 60):
+ assert timeout > 0
+ start_time = time.time()
+ logger.info(f"Starting health check with timeout of {timeout}s")
+
+ for attempt in range(timeout):
+ if not self._inner_health():
+ logger.error("Launcher crashed during health check")
+ raise RuntimeError("Launcher crashed")
+
+ try:
+ # Try to make a request using generate
+ await self.generate("test")
+ elapsed = time.time() - start_time
+ logger.info(f"Health check passed after {elapsed:.1f}s")
+ return
+ except (aiohttp.ClientError, asyncio.TimeoutError) as e:
+ if attempt == timeout - 1:
+ logger.error(f"Health check failed after {timeout}s: {str(e)}")
+ raise RuntimeError(f"Health check failed: {str(e)}")
+ if attempt % 10 == 0 and attempt != 0: # Only log every 10th attempt
+ logger.debug(f"Connection attempt {attempt}/{timeout} failed: {str(e)}")
+ await asyncio.sleep(1)
+ except Exception as e:
+ logger.error(f"Unexpected error during health check: {str(e)}")
+ import traceback
+ logger.error(f"Full traceback:\n{traceback.format_exc()}")
+ raise
+
+
+class ContainerLauncherHandle(LauncherHandle):
+ def __init__(self, docker_client, container_name, port: int):
+ super().__init__(port)
+ self.docker_client = docker_client
+ self.container_name = container_name
+
+ def _inner_health(self) -> bool:
+ try:
+ container = self.docker_client.containers.get(self.container_name)
+ status = container.status
+ if status not in ["running", "created"]:
+ logger.warning(f"Container status is {status}")
+ # Get container logs for debugging
+ logs = container.logs().decode("utf-8")
+ logger.debug(f"Container logs:\n{logs}")
+ return False
+ return True
+ except Exception as e:
+ logger.error(f"Error checking container health: {str(e)}")
+ return False
+
+class ProcessLauncherHandle(LauncherHandle):
+ def __init__(self, process, port: int):
+ super(ProcessLauncherHandle, self).__init__(port)
+ self.process = process
+
+ def _inner_health(self) -> bool:
+ return self.process.poll() is None
+
+
+@pytest.fixture(scope="module")
+def data_volume():
+ tmpdir = TemporaryDirectory()
+ yield tmpdir.name
+ try:
+ # Cleanup the temporary directory using sudo as it contains root files created by the container
+ subprocess.run(shlex.split(f"sudo rm -rf {tmpdir.name}"), check=True)
+ except subprocess.CalledProcessError as e:
+ logger.error(f"Error cleaning up temporary directory: {str(e)}")
+
+
+@pytest.fixture(scope="function")
+def gaudi_launcher(event_loop):
+ @contextlib.contextmanager
+ def docker_launcher(
+ model_id: str,
+ test_name: str,
+ ):
+ logger.info(
+ f"Starting docker launcher for model {model_id} and test {test_name}"
+ )
+
+
+ port = 8080
+
+ client = docker.from_env()
+
+ container_name = f"tei-hpu-test-{test_name.replace('/', '-')}"
+
+ try:
+ container = client.containers.get(container_name)
+ logger.info(
+ f"Stopping existing container {container_name} for test {test_name}"
+ )
+ container.stop()
+ container.wait()
+ except NotFound:
+ pass
+ except Exception as e:
+ logger.error(f"Error handling existing container: {str(e)}")
+
+ tei_args = TEST_CONFIGS[test_name]["args"].copy()
+
+ # add model_id to tei args
+ tei_args.append("--model-id")
+ tei_args.append(model_id)
+
+ env = BASE_ENV.copy()
+ env["HF_TOKEN"] = os.getenv("HF_TOKEN")
+
+ # Add env config that is definied in the fixture parameter
+ if "env_config" in TEST_CONFIGS[test_name]:
+ env.update(TEST_CONFIGS[test_name]["env_config"].copy())
+
+ volumes = [f"{DOCKER_VOLUME}:/data"]
+ logger.debug(f"Using volume {volumes}")
+
+ try:
+ logger.info(f"Creating container with name {container_name}")
+
+ # Log equivalent docker run command for debugging, this is not actually executed
+ container = client.containers.run(
+ DOCKER_IMAGE,
+ command=tei_args,
+ name=container_name,
+ environment=env,
+ detach=True,
+ volumes=volumes,
+ ports={"80/tcp": port},
+ **HABANA_RUN_ARGS,
+ )
+
+ logger.info(f"Container {container_name} started successfully")
+
+ # Start log streaming in a background thread
+ log_thread = threading.Thread(
+ target=stream_container_logs,
+ args=(container, test_name),
+ daemon=True, # This ensures the thread will be killed when the main program exits
+ )
+ log_thread.start()
+
+ # Add a small delay to allow container to initialize
+ time.sleep(2)
+
+ # Check container status after creation
+ status = container.status
+ logger.debug(f"Initial container status: {status}")
+ if status not in ["running", "created"]:
+ logs = container.logs().decode("utf-8")
+ logger.error(f"Container failed to start properly. Logs:\n{logs}")
+
+ yield ContainerLauncherHandle(client, container.name, port)
+
+ except Exception as e:
+ logger.error(f"Error starting container: {str(e)}")
+ # Get full traceback for debugging
+ import traceback
+
+ logger.error(f"Full traceback:\n{traceback.format_exc()}")
+ raise
+ finally:
+ try:
+ container = client.containers.get(container_name)
+ logger.info(f"Stopping container {container_name}")
+ container.stop()
+ container.wait()
+
+ container_output = container.logs().decode("utf-8")
+ print(container_output, file=sys.stderr)
+
+ container.remove()
+ logger.info(f"Container {container_name} removed successfully")
+ except NotFound:
+ pass
+ except Exception as e:
+ logger.warning(f"Error cleaning up container: {str(e)}")
+
+ return docker_launcher
diff --git a/integration_tests/gaudi/test_embed.py b/integration_tests/gaudi/test_embed.py
new file mode 100644
index 00000000..60797374
--- /dev/null
+++ b/integration_tests/gaudi/test_embed.py
@@ -0,0 +1,79 @@
+from typing import Any, Dict, Generator
+from _pytest.fixtures import SubRequest
+
+import pytest
+import pytest_asyncio
+import numpy as np
+
+
+# The "args" values in TEST_CONFIGS are not optimized for speed but only check that the inference is working for the different models architectures.
+TEST_CONFIGS = {
+ "BAAI/bge-large-en-v1.5": {
+ "model_id": "BAAI/bge-large-en-v1.5",
+ "input": "What is Deep Learning?",
+ "expected_output": "[[0.01712719, 0.003211348, -0.050762516, -0.03549249, 0.013412859, -0.023420917, -0.015270025, -0.021254225, -0.004565531, 0.06479443, 0.013309684, 0.02930194, 0.023936795, -0.03507979, -0.019706586, -0.003894888, -0.017230365, -0.0062421383, -0.04539737, -0.0035853605, -0.027651126, 0.051794272, -0.027651126, -0.004668707, -0.03817506, 0.012019985, 0.07098498, 0.027238423, 0.04807994, 0.034667082, -0.018778004, -0.026413016, 0.008563595, -0.03177816, -0.019912938, -0.012019985, 0.0106787, -0.024762202, -0.062730916, -0.052826032, -0.015166849, 0.03177816, 0.023524093, -0.09409637, -0.05220698, 0.010988227, 0.038587764, 0.0025793961, -0.015579552, -0.003946476, -0.0078413645, 0.030127347, -0.00918265, -0.014341442, 0.016508136, -0.02207963, 0.014857322, 0.02930194, 0.018571652, -0.0042302096, 0.046635482, -0.021047872, 0.018674828, -0.042302094, 0.029920995, 0.0025407053, 0.010575524, -0.04168304, -0.020531993, -0.02806383, -0.050968867, -0.005055616, 0.00918265, -0.038381413, -0.01588908, 0.024452675, -0.0061647566, 0.043127503, -0.044571966, 0.0063195205, 0.01588908, 0.049524404, -0.025587609, 0.028270181, -0.015682729, -0.03177816, 0.043540206, 0.03446073, -0.006087375, -0.028682884, 0.020222465, 0.023008212, 0.0030565844, 0.019809762, -0.019706586, 0.02579396, -0.015063673, 0.024452675, 0.002772851, 0.023420917, 0.017952597, 0.060667396, -0.01712719, 0.08171527, -0.04807994, 0.009801705, 0.015785905, -0.0060099927, -0.027238423, -0.047460888, -0.0144446185, -0.0009350311, -0.011349343, -0.01588908, -0.035698842, 0.025587609, -0.0076866006, 0.01712719, -0.006654842, 0.00794454, 0.024143148, 0.0144446185, 0.02259551, 0.018674828, 0.016404958, -0.048492648, -0.019706586, 0.0035853605, -0.009543765, 0.0013799769, -0.00061905506, -0.03446073, -0.01191681, 0.03507979, 0.0043075914, -0.0427148, 0.0075318366, 0.03920682, -0.021770103, 0.0022698685, 0.020531993, -0.013051745, -0.01217475, 0.05860388, -0.04807994, 0.004591325, -0.0094921775, 0.010575524, -0.009904881, 0.021254225, -0.027238423, 0.009750118, 0.024246324, 0.0062937266, -0.071397685, -0.0427148, -0.026825719, 0.035698842, -0.0035595666, 0.0078413645, 0.012019985, 0.0062937266, -0.033222623, 0.042302094, -0.0015218437, 0.050349813, -0.04044493, -0.043746557, 0.014857322, -0.016508136, 0.028889237, -0.008873123, -0.02610349, -0.012277925, -0.012226338, 0.057365768, 0.050556164, -0.021151047, 0.025174906, -0.013103332, -0.0103175845, -0.032809917, -0.014238266, 0.0042302096, 0.002643881, -0.014857322, -0.022492334, 0.016714487, -0.06520713, 0.026413016, 0.015476377, 0.016404958, -0.04188939, 0.011555694, -0.016301783, 0.020531993, -0.03404803, 0.0037659183, 0.008305656, -0.04250845, 0.012019985, 0.046841834, -0.0036885364, -0.003327421, -0.013722387, 0.07057228, 0.016920839, 0.055714957, -0.06396902, 0.01939706, 0.019706586, 0.008976298, -0.02403997, 0.008512007, 0.044365615, -0.043746557, -0.06685795, -0.0014315648, 0.006422696, -0.022801861, 0.01939706, 0.0213574, 0.03900047, 0.008047716, -0.015992256, -0.026825719, -0.009389002, 0.023936795, -0.028682884, 0.01712719, 0.013206508, 0.07800094, -0.0106787, 0.020428818, 0.017436717, 0.023524093, 0.010936639, 0.041270338, 0.01939706, 0.036111545, -0.013928739, -0.019912938, 0.025897136, 0.028889237, -0.0003933579, -0.025381258, 0.014341442, 0.003327421, 0.004359179, 0.0136192115, -0.029920995, 0.012432689, 0.026619367, -0.0013864255, -0.03198451, 0.046222776, 0.04498467, 0.02930194, -0.03404803, -0.04147669, -0.01960341, 0.06314362, -0.012639041, -0.016920839, 0.01908753, -0.0075318366, 0.016508136, 0.003275833, -0.02930194, -0.02806383, -0.03776236, -0.078826346, -0.062730916, -0.018262124, -0.02630984, -0.008357244, 0.0062679327, -0.025897136, 0.0111429915, -0.0073770727, 0.007789776, -0.0063711083, -0.012432689, -0.00090278866, 0.04044493, 0.01908753, -0.040032227, 0.02403997, -0.036111545, -0.004875059, -0.011246167, -0.008873123, -0.020428818, -0.0037401244, 0.013206508, -0.028270181, 0.029095588, -0.024865378, -0.028682884, -0.019912938, 0.013825563, -0.040238578, -0.032397214, 0.045603722, -0.02610349, 0.024865378, 0.032190863, -0.0013735284, 0.028270181, 0.011762046, -0.052826032, 0.028889237, 0.017746245, 0.013051745, -0.030952753, 0.03198451, 0.023627268, -0.027857479, 0.004127034, -0.057778474, -0.040651284, -0.00054167316, 0.0073770727, -0.0734612, 0.010162821, 0.045603722, 0.0050040283, -0.0850169, 0.0213574, -0.03425438, -0.014547794, -0.010833464, 0.04044493, 0.02950829, 0.035905194, 0.019912938, -0.03404803, 0.0034048029, -0.02403997, 0.027444774, 0.034873433, -0.04044493, 0.024762202, 0.035698842, 0.005261968, 0.017230365, -0.020944696, -0.01960341, 0.034873433, 0.028682884, 0.033635326, 0.02950829, 0.0103175845, -0.010111232, 0.020119289, -0.027651126, -0.039619524, 0.05261968, 0.021873279, -0.0031984511, 0.03776236, 0.040651284, 0.00054167316, 0.013309684, -0.011968398, 0.0024375294, -0.021151047, 0.014960498, 0.047460888, -0.04147669, 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+ "env_config": {
+ "MAX_WARMUP_SEQUENCE_LENGTH": "512",
+ },
+ "args": [
+ "--dtype", "bfloat16",
+ ],
+ },
+}
+
+@pytest.fixture(scope="module", params=TEST_CONFIGS.keys())
+def test_config(request: SubRequest) -> Dict[str, Any]:
+ """Fixture that provides model configurations for testing."""
+ model_name = request.param
+ test_config = TEST_CONFIGS[model_name]
+ test_config["test_name"] = model_name
+ return test_config
+
+
+@pytest.fixture(scope="module")
+def model_id(test_config: Dict[str, Any]) -> Generator[str, None, None]:
+ yield test_config["model_id"]
+
+
+@pytest.fixture(scope="module")
+def test_name(test_config: Dict[str, Any]) -> Generator[str, None, None]:
+ yield test_config["test_name"]
+
+
+@pytest.fixture(scope="module")
+def expected_outputs(test_config: Dict[str, Any]) -> Dict[str, str]:
+ return {
+ "expected_output": test_config["expected_output"],
+ }
+
+
+@pytest.fixture(scope="module")
+def input(test_config: Dict[str, Any]) -> str:
+ return test_config["input"]
+
+
+@pytest.fixture(scope="function")
+def tei_service(gaudi_launcher, model_id: str, test_name: str):
+ with gaudi_launcher(model_id, test_name) as tei_service:
+ yield tei_service
+
+
+@pytest_asyncio.fixture(scope="function")
+async def tei_client(tei_service):
+ await tei_service.health(1000)
+ return tei_service
+
+
+@pytest.mark.asyncio
+async def test_model_single_request(
+ tei_client, expected_outputs: Dict[str, str], input: str
+):
+ print(f"type(tei_client) {tei_client}")
+ response = await tei_client.generate(
+ input,
+ )
+
+ response_array = np.array(response)
+ expected_array = np.array(eval(expected_outputs["expected_output"]))
+
+ assert np.allclose(response_array, expected_array, rtol=1e-5, atol=1e-5)
diff --git a/integration_tests/pyproject.toml b/integration_tests/pyproject.toml
new file mode 100644
index 00000000..c0678b6d
--- /dev/null
+++ b/integration_tests/pyproject.toml
@@ -0,0 +1,16 @@
+[project]
+name = "text-embeddings-inference-integration-tests"
+version = "2.0.1"
+description = "Text Embeddings Inference integration tests"
+requires-python = ">=3.10,<3.13"
+
+dependencies = [
+ "pytest>=8.3.0",
+ "pytest-asyncio>=0.23.1",
+ "docker>=7",
+ "numpy>=2.0",
+ "aiohttp>=3.11.18",
+]
+
+[tool.isort]
+profile = "black"
diff --git a/integration_tests/uv.lock b/integration_tests/uv.lock
new file mode 100644
index 00000000..1fa1b71b
--- /dev/null
+++ b/integration_tests/uv.lock
@@ -0,0 +1,648 @@
+version = 1
+revision = 2
+requires-python = ">=3.10, <3.13"
+
+[[package]]
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+version = "2.6.1"
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+]
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+[[package]]
+name = "aiohttp"
+version = "3.11.18"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+ { name = "aiohappyeyeballs" },
+ { name = "aiosignal" },
+ { name = "async-timeout", marker = "python_full_version < '3.11'" },
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