2626# - "name": the model's name or path
2727# - "convert_args": a list of arguments for the conversion command
2828MODELS : Dict [str , Dict [str , Any ]] = {
29- "TinyLlama-1.1B-Chat-v1.0" : {
29+ "TinyLlama-1.1B-Chat-v1.0" : {
3030 "name" : "TinyLlama/TinyLlama-1.1B-Chat-v1.0" ,
3131 "convert_args" : ['--weight-format' , 'fp16' ]
3232 },
4646 "SmolLM2-360M" : {
4747 "name" : "HuggingFaceTB/SmolLM2-360M" ,
4848 "convert_args" : ['--trust-remote-code' ]
49- },
49+ },
5050 "WhisperTiny" : {
5151 "name" : "openai/whisper-tiny" ,
5252 "convert_args" : ['--trust-remote-code' , '--weight-format' , 'fp16' ]
8484 "LCM_Dreamshaper_v7-int8-ov" : {
8585 "name" : "OpenVINO/LCM_Dreamshaper_v7-int8-ov" ,
8686 "convert_args" : []
87- },
87+ },
8888 "llava-1.5-7b-hf" : {
8989 "name" : "llava-hf/llava-1.5-7b-hf" ,
9090 "convert_args" : ['--trust-remote-code' , '--weight-format' , 'fp16' ]
91- },
91+ },
9292 "llava-v1.6-mistral-7b-hf" : {
9393 "name" : "llava-hf/llava-v1.6-mistral-7b-hf" ,
9494 "convert_args" : ['--trust-remote-code' , '--weight-format' , 'fp16' ]
129129 "name" : "katuni4ka/tiny-random-llava" ,
130130 "convert_args" : ["--trust-remote-code" , "--task" , "image-text-to-text" ]
131131 },
132+ "tiny-random-qwen2vl" : {
133+ "name" : "katuni4ka/tiny-random-qwen2vl" ,
134+ "convert_args" : ["--trust-remote-code" , "--task" , "image-text-to-text" ]
135+ },
132136 "bge-small-en-v1.5" : {
133137 "name" : "BAAI/bge-small-en-v1.5" ,
134138 "convert_args" : ["--trust-remote-code" ]
164168 "cat.png" : "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/diffusers/cat.png" ,
165169 "cat" : "https://github.com/openvinotoolkit/openvino_notebooks/assets/29454499/d5fbbd1a-d484-415c-88cb-9986625b7b11" ,
166170 "3283_1447_000.tar.gz" : "https://huggingface.co/datasets/facebook/multilingual_librispeech/resolve/main/data/mls_polish/train/audio/3283_1447_000.tar.gz" ,
167- "cmu_us_awb_arctic-wav-arctic_a0001.bin" : "https://huggingface.co/datasets/Xenova/cmu-arctic-xvectors-extracted/resolve/main/cmu_us_awb_arctic-wav-arctic_a0001.bin"
171+ "cmu_us_awb_arctic-wav-arctic_a0001.bin" : "https://huggingface.co/datasets/Xenova/cmu-arctic-xvectors-extracted/resolve/main/cmu_us_awb_arctic-wav-arctic_a0001.bin" ,
172+ "video0.pm4" : "https://storage.openvinotoolkit.org/repositories/openvino_notebooks/data/data/video/Coco%20Walking%20in%20Berkeley.mp4"
168173}
169174
170175SAMPLES_PY_DIR = Path (
182187 )
183188)
184189
190+
185191@pytest .fixture (scope = "session" , autouse = True )
186192def setup_and_teardown (request , tmp_path_factory ):
187193 """Fixture to set up and tear down the temporary directories."""
188-
189- ov_cache = get_ov_cache_dir (tmp_path_factory .mktemp ("ov_cache" ))
194+
195+ ov_cache = get_ov_cache_dir (tmp_path_factory .mktemp ("ov_cache" ))
190196 downloaded_models_dir = get_ov_cache_downloaded_models_dir ()
191197 converted_models_dir = get_ov_cache_converted_models_dir ()
192198 test_data = ov_cache / "test_data"
193-
199+
194200 logger .info (f"Creating directories: { downloaded_models_dir } , { converted_models_dir } , and { test_data } " )
195201 test_data .mkdir (parents = True , exist_ok = True )
196-
202+
197203 request .config .cache .set ("OV_CACHE" , str (ov_cache ))
198204 request .config .cache .set ("TEST_DATA" , str (test_data ))
199-
205+
200206 yield
201-
207+
202208 if os .environ .get ("CLEANUP_CACHE" , "false" ).lower () != "false" :
203209 if os .path .exists (ov_cache ):
204210 logger .info (f"Removing temporary directory: { ov_cache } " )
@@ -213,9 +219,9 @@ def download_gguf_model(model: Dict[str, Any], model_path: str) -> None:
213219 model_name = model ["name" ]
214220 model_gguf_filename = model ["gguf_filename" ]
215221 dest_dir = Path (model_path )
216-
222+
217223 manager = AtomicDownloadManager (dest_dir )
218-
224+
219225 def download_to_temp (temp_path : Path ) -> None :
220226 command = ["huggingface-cli" , "download" , model_name , model_gguf_filename , "--local-dir" , str (temp_path )]
221227 logger .info (f"Downloading command: { ' ' .join (command )} " )
@@ -325,26 +331,27 @@ def download_to_temp(temp_path: Path) -> None:
325331 command = ["huggingface-cli" , "download" , model_name , "--local-dir" , str (temp_path )]
326332 logger .info (f"Downloading command: { ' ' .join (command )} " )
327333 retry_request (lambda : subprocess .run (command , check = True , capture_output = True , text = True , env = sub_env ))
328-
334+
329335 manager .execute (download_to_temp )
330-
336+
331337 yield str (model_path )
332-
338+
333339 if os .environ .get ("CLEANUP_CACHE" , "false" ).lower () == "true" :
334340 if model_cache .exists ():
335341 logger .info (f"Removing downloaded model: { model_cache } " )
336342 shutil .rmtree (model_cache )
337343
344+
338345@pytest .fixture (scope = "session" )
339346def download_test_content (request ):
340347 """Download the test content from the given URL and return the file path or extracted folder."""
341-
348+
342349 test_data = request .config .cache .get ("TEST_DATA" , None )
343-
350+
344351 file_name = request .param
345352 file_url = TEST_FILES [file_name ]
346353 file_path = os .path .join (test_data , file_name )
347-
354+
348355 if not os .path .exists (file_path ):
349356 logger .info (f"Downloading test content from { file_url } to { file_path } ..." )
350357 os .makedirs (os .path .dirname (file_path ), exist_ok = True )
@@ -384,9 +391,9 @@ def download_test_content(request):
384391@pytest .fixture (scope = "session" )
385392def generate_test_content (request ):
386393 """Generate an image of lines and return the file path."""
387-
394+
388395 test_data = request .config .cache .get ("TEST_DATA" , None )
389-
396+
390397 file_name = request .param
391398 file_path = os .path .join (test_data , file_name )
392399 if not os .path .exists (file_path ):
@@ -412,24 +419,24 @@ def generate_test_content(request):
412419@pytest .fixture (scope = "session" )
413420def generate_image_generation_jsonl (request ):
414421 """Generate a JSONL file for image generation prompts."""
415-
422+
416423 test_data = request .config .cache .get ("TEST_DATA" , None )
417424 file_name , json_entries = request .param
418425 file_path = os .path .join (test_data , file_name )
419-
426+
420427 if not os .path .exists (file_path ):
421428 os .makedirs (os .path .dirname (file_path ), exist_ok = True )
422-
429+
423430 with open (file_path , "w" , encoding = "utf-8" ) as f :
424431 for entry in json_entries :
425432 f .write (json .dumps (entry ) + "\n " )
426-
433+
427434 logger .info (f"Generated image generation JSONL file at { file_path } " )
428435 else :
429436 logger .info (f"Image generation JSONL file already exists at { file_path } " )
430-
437+
431438 yield file_path
432-
439+
433440 # Cleanup the JSONL file after tests
434441 if os .environ .get ("CLEANUP_CACHE" , "false" ).lower () == "true" :
435442 if os .path .exists (file_path ):
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