Fixing offline mode for pipeline (when inferring task). (#21113)
* Fixing offline mode for pipeline (when inferring task). * Update src/transformers/pipelines/__init__.py Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com> * Updating test to reflect change in exception. * Fixing offline mode. * Clean. Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
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@@ -15,6 +15,7 @@
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import subprocess
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import sys
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from transformers import BertConfig, BertModel, BertTokenizer, pipeline
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from transformers.testing_utils import TestCasePlus, require_torch
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@@ -30,7 +31,7 @@ class OfflineTests(TestCasePlus):
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# this must be loaded before socket.socket is monkey-patched
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load = """
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from transformers import BertConfig, BertModel, BertTokenizer
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from transformers import BertConfig, BertModel, BertTokenizer, pipeline
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"""
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run = """
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@@ -38,34 +39,69 @@ mname = "hf-internal-testing/tiny-random-bert"
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BertConfig.from_pretrained(mname)
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BertModel.from_pretrained(mname)
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BertTokenizer.from_pretrained(mname)
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pipe = pipeline(task="fill-mask", model=mname)
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print("success")
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"""
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mock = """
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import socket
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def offline_socket(*args, **kwargs): raise socket.error("Offline mode is enabled")
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def offline_socket(*args, **kwargs): raise RuntimeError("Offline mode is enabled, we shouldn't access internet")
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socket.socket = offline_socket
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"""
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# Force fetching the files so that we can use the cache
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mname = "hf-internal-testing/tiny-random-bert"
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BertConfig.from_pretrained(mname)
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BertModel.from_pretrained(mname)
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BertTokenizer.from_pretrained(mname)
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pipeline(task="fill-mask", model=mname)
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# baseline - just load from_pretrained with normal network
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cmd = [sys.executable, "-c", "\n".join([load, run])]
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cmd = [sys.executable, "-c", "\n".join([load, run, mock])]
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# should succeed
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env = self.get_env()
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# should succeed as TRANSFORMERS_OFFLINE=1 tells it to use local files
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env["TRANSFORMERS_OFFLINE"] = "1"
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result = subprocess.run(cmd, env=env, check=False, capture_output=True)
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self.assertEqual(result.returncode, 0, result.stderr)
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self.assertIn("success", result.stdout.decode())
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# next emulate no network
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cmd = [sys.executable, "-c", "\n".join([load, mock, run])]
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@require_torch
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def test_offline_mode_no_internet(self):
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# python one-liner segments
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# this must be loaded before socket.socket is monkey-patched
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load = """
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from transformers import BertConfig, BertModel, BertTokenizer, pipeline
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"""
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# Doesn't fail anymore since the model is in the cache due to other tests, so commenting this.
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# env["TRANSFORMERS_OFFLINE"] = "0"
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# result = subprocess.run(cmd, env=env, check=False, capture_output=True)
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# self.assertEqual(result.returncode, 1, result.stderr)
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run = """
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mname = "hf-internal-testing/tiny-random-bert"
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BertConfig.from_pretrained(mname)
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BertModel.from_pretrained(mname)
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BertTokenizer.from_pretrained(mname)
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pipe = pipeline(task="fill-mask", model=mname)
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print("success")
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"""
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# should succeed as TRANSFORMERS_OFFLINE=1 tells it to use local files
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env["TRANSFORMERS_OFFLINE"] = "1"
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mock = """
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import socket
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def offline_socket(*args, **kwargs): raise socket.error("Faking flaky internet")
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socket.socket = offline_socket
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"""
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# Force fetching the files so that we can use the cache
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mname = "hf-internal-testing/tiny-random-bert"
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BertConfig.from_pretrained(mname)
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BertModel.from_pretrained(mname)
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BertTokenizer.from_pretrained(mname)
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pipeline(task="fill-mask", model=mname)
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# baseline - just load from_pretrained with normal network
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cmd = [sys.executable, "-c", "\n".join([load, run, mock])]
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# should succeed
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env = self.get_env()
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result = subprocess.run(cmd, env=env, check=False, capture_output=True)
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self.assertEqual(result.returncode, 0, result.stderr)
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self.assertIn("success", result.stdout.decode())
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@@ -93,7 +129,7 @@ print("success")
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mock = """
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import socket
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def offline_socket(*args, **kwargs): raise socket.error("Offline mode is enabled")
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def offline_socket(*args, **kwargs): raise ValueError("Offline mode is enabled")
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socket.socket = offline_socket
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"""
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@@ -119,3 +155,27 @@ socket.socket = offline_socket
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result = subprocess.run(cmd, env=env, check=False, capture_output=True)
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self.assertEqual(result.returncode, 0, result.stderr)
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self.assertIn("success", result.stdout.decode())
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@require_torch
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def test_offline_mode_pipeline_exception(self):
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load = """
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from transformers import pipeline
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"""
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run = """
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mname = "hf-internal-testing/tiny-random-bert"
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pipe = pipeline(model=mname)
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"""
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mock = """
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import socket
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def offline_socket(*args, **kwargs): raise socket.error("Offline mode is enabled")
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socket.socket = offline_socket
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"""
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env = self.get_env()
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env["TRANSFORMERS_OFFLINE"] = "1"
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cmd = [sys.executable, "-c", "\n".join([load, mock, run])]
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result = subprocess.run(cmd, env=env, check=False, capture_output=True)
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self.assertEqual(result.returncode, 1, result.stderr)
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self.assertIn(
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"You cannot infer task automatically within `pipeline` when using offline mode", result.stderr.decode()
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)
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