Text Classification
Transformers
Safetensors
English
nli
cross-encoder
qwen3.5
reranker
image-text-to-text
Instructions to use AlexWortega/openjev with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use AlexWortega/openjev with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="AlexWortega/openjev")# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("AlexWortega/openjev", device_map="auto") - Notebooks
- Google Colab
- Kaggle
| """CPU checks for replica failover and request errors before live fault injection.""" | |
| import asyncio | |
| import unittest | |
| import tempfile | |
| from pathlib import Path | |
| from unittest.mock import patch | |
| from urllib.parse import urlsplit | |
| import httpx | |
| import ha_proxy as proxy | |
| class ProxyChecks(unittest.IsolatedAsyncioTestCase): | |
| async def asyncSetUp(self): | |
| proxy.inflight = 0 | |
| proxy.healthy.update({url: True for url in proxy.BACKENDS}) | |
| proxy.cooldown.update({url: 0 for url in proxy.BACKENDS}) | |
| self.body = {"text": "Premise: same state\nHypothesis: first"} | |
| self.order = proxy.ordered_backends(self.body) | |
| self.calls = [] | |
| self.status = {} | |
| def upstream(request): | |
| url = str(request.url).removesuffix("/classify") | |
| self.calls.append(url) | |
| result = self.status.get(url, 200) | |
| if isinstance(result, Exception): | |
| raise result | |
| return httpx.Response(result, json={"embedding": [0, 1, 0]}) | |
| proxy.client = httpx.AsyncClient(transport=httpx.MockTransport(upstream)) | |
| self.api = httpx.AsyncClient(transport=httpx.ASGITransport(app=proxy.app), base_url="http://test") | |
| async def asyncTearDown(self): | |
| await self.api.aclose() | |
| await proxy.client.aclose() | |
| async def test_fallback_on_failure(self): | |
| self.status[self.order[0]] = 500 | |
| response = await self.api.post("/classify", json=self.body) | |
| self.assertEqual(response.status_code, 200) | |
| self.assertEqual(self.calls, self.order) | |
| self.assertFalse(proxy.healthy[self.order[0]]) | |
| async def test_connection_failure_falls_back(self): | |
| self.status[self.order[0]] = httpx.ConnectError("worker disappeared") | |
| response = await self.api.post("/classify", json=self.body) | |
| self.assertEqual(response.status_code, 200) | |
| self.assertEqual(self.calls, self.order) | |
| async def test_bad_input_is_not_retried(self): | |
| self.status[self.order[0]] = 400 | |
| response = await self.api.post("/classify", json=self.body) | |
| self.assertEqual(response.status_code, 400) | |
| self.assertEqual(self.calls, self.order[:1]) | |
| async def test_overload_tries_other_worker(self): | |
| self.status[self.order[0]] = 429 | |
| response = await self.api.post("/classify", json=self.body) | |
| self.assertEqual(response.status_code, 200) | |
| self.assertTrue(proxy.healthy[self.order[0]]) | |
| async def test_no_workers_returns_503(self): | |
| proxy.healthy.update({url: False for url in proxy.BACKENDS}) | |
| response = await self.api.post("/classify", json=self.body) | |
| self.assertEqual(response.status_code, 503) | |
| self.assertEqual(self.calls, []) | |
| async def test_inflight_hang_fails_over_after_health_loss(self): | |
| await proxy.client.aclose() | |
| async def upstream(request): | |
| url = str(request.url).removesuffix("/classify") | |
| if url == self.order[0]: | |
| proxy.healthy[url] = False | |
| await asyncio.sleep(10) | |
| return httpx.Response(200, json={"embedding": [0, 1, 0]}) | |
| proxy.client = httpx.AsyncClient(transport=httpx.MockTransport(upstream)) | |
| response = await asyncio.wait_for(self.api.post("/classify", json=self.body), timeout=3) | |
| self.assertEqual(response.status_code, 200) | |
| self.assertEqual(response.headers["X-OpenJev-Backend"], self.order[1]) | |
| async def test_bad_json_and_backpressure_release_counter(self): | |
| response = await self.api.post("/classify", content="{") | |
| self.assertEqual(response.status_code, 400) | |
| self.assertEqual(proxy.inflight, 0) | |
| proxy.inflight = proxy.MAX_INFLIGHT | |
| response = await self.api.post("/classify", json=self.body) | |
| self.assertEqual(response.status_code, 429) | |
| def test_shared_premise_affinity(self): | |
| other = {"text": "Premise: same state\nHypothesis: second"} | |
| self.assertEqual(proxy.ordered_backends(other), self.order) | |
| async def test_warming_backend_not_routed_until_ready(self): | |
| with tempfile.TemporaryDirectory() as directory, patch.object(proxy, "READY_DIR", directory): | |
| await proxy.check_backends() | |
| self.assertFalse(any(proxy.healthy.values())) | |
| self.assertEqual(self.calls, []) | |
| port = urlsplit(proxy.BACKENDS[0]).port | |
| (Path(directory) / f"{port}.ready").write_text("123\n") | |
| await proxy.check_backends() | |
| self.assertTrue(proxy.healthy[proxy.BACKENDS[0]]) | |
| self.assertEqual(sum(proxy.healthy.values()), 1) | |
| if __name__ == "__main__": | |
| unittest.main() | |