{"cells":[{"cell_type":"code","execution_count":null,"metadata":{"id":"l0IPW19hP52h"},"outputs":[],"source":["# !pip install git+https://git@github.com/SadeghKrmi/pernorm.git\n","# !pip install git+https://git@github.com/SadeghKrmi/zirneshane.git\n","# !pip install git+https://git@github.com/SadeghKrmi/vaguye.git\n","# !pip install git+https://git@github.com/SadeghKrmi/hamnevise.git\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":124,"referenced_widgets":["4689772c451947ca910b2749d8fdd3a6","274455f2f118453ea6f83920b3e1a2e7","289d25a463a94493ae213e026fe4c882","5a939d7b6ea54f90ade5de2d7144395f","9f6978bab0a84dd8ad2220f7341e4b42","002cf1e11c4045eb9de93212b5b38ff5","af504a70aeb642f192ef61ba8c23f119","5c0131227bac46218375bc0f6c965ab2","ec61256359fd4902a3b0dcfcf5542003","aaf0106fd18443219c37c7e9b355fb38","56bce0b7507b41cca9d0a68f90723e02","baad4a62fa394659918c418df5025d22","854b5cef62b146518f50405493a963bd","28df8b7bb23441e3868859212cffe7d4","52be3f50c553464799787a0ae6fe09bb","aff637afdab64131aac141813b8377b5","d0a97d170850447a8c9ec649481105f8","6cd3fca2b2e54d3382e92aacf529149b","5ca7db7cc05a426495cbbd304b87da2d","791b3118bfdc499680c76f22ef91f1f4","31e4ddd2ded64c1fbd808abff5e20d32","b63dda0d45734b8a9db78a099d79ea84","70ada31a8d88413c8c4cf347b86309eb","f2bc750094ea4e808c03106603d3908b","6af9f15f0c5a415b87f05020dc8d6299","0f288b09a985495482ea8b9b44fe6786","849c0ab16fc048ae985aa665bd1c6418","8b808c0c67a7449ebf4240aec557eeab","91bda07e586948f1b492f601ab653506","4e9cbe3e23ea4dc093bb48c79a6aec30","612c718b324a4e2ab69364d8c6e657aa","4ef980e977e945088a25d0be2a5ebe38","ca9f621939ef4635867a41cf1f6bc0e5","c040cbe5dfb74b099eff3ba93f536b2f","e466057831d342808be86aea3188e07c","1da62d348cdc47feb82cacdec8e2bddb","73e842a3fdda40628015ca1f96940bff","c03fb8b384024376b202c6b3488170b3","189d9f87f2c94fbdb8f206a663305463","d682e9edf21147fba2365d7f243dedf7","f055538370e24f37ac0caae36405f34c","85c11e7e63e54b67b21de1ab38499a5f","dc1723774dce4c7dbf8744fd168411c2","e3d956cfffcd472c9a677dad1369aa7d"]},"executionInfo":{"elapsed":50125,"status":"ok","timestamp":1765125762901,"user":{"displayName":"Sadegh Karimi","userId":"14452066796045830756"},"user_tz":-60},"id":"7hQPNlt_RZEt","outputId":"022685f4-1b01-4d7a-bbc7-a9409e7a0c41"},"outputs":[{"name":"stdout","output_type":"stream","text":["📥 Downloading default model from HuggingFace...\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"4689772c451947ca910b2749d8fdd3a6","version_major":2,"version_minor":0},"text/plain":["zirneshan-word-char-parsbert-embedding-c(…):   0%|          | 0.00/657M [00:00<?, ?B/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["📂 Loading model from: /root/.cache/huggingface/hub/models--SadeghK--zirneshane/snapshots/fa0b943ba9024e24fee59b9840daf29b89960ce8/zirneshan-word-char-parsbert-embedding-classifier-v2.0.pt\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"baad4a62fa394659918c418df5025d22","version_major":2,"version_minor":0},"text/plain":["config.json:   0%|          | 0.00/434 [00:00<?, ?B/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"70ada31a8d88413c8c4cf347b86309eb","version_major":2,"version_minor":0},"text/plain":["vocab.txt: 0.00B [00:00, ?B/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"c040cbe5dfb74b099eff3ba93f536b2f","version_major":2,"version_minor":0},"text/plain":["pytorch_model.bin:   0%|          | 0.00/654M [00:00<?, ?B/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["✅ Model loaded successfully!\n","   Epoch: 10\n","   F1 Score: 0.7417\n"]}],"source":["from zirneshane import HybridZirneshanModel\n","\n","# Load model (auto-downloads from HuggingFace)\n","zmodel = HybridZirneshanModel.load()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"m5L1uV5QUrWh"},"outputs":[],"source":[]},{"cell_type":"code","execution_count":null,"metadata":{"id":"TnqGYDdsRloQ"},"outputs":[],"source":["from pernorm import PersianNormalizer\n","normer = PersianNormalizer()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":211,"referenced_widgets":["ce5142dcd6e7416392751fd9dd23cdde","c597e9157b9e44bbbb3c5095439a7e86","1e08d5bc68844d75a240ce4804c6e95a","10283832f2c34fa4aa71c1288c141ec5","a432ba1130474669ba92800b407a0cef","9bc45567c1fc4f18a5abc892c94007e5","dffba2cdadb3400d839ada99f2e33f1a","7372d1da8b844096aaa56db8d58656a0","8205822b6cfd4b489cdf6646f9610888","cb1c11dc094e4c8f93129c92607681ca","8ef14788dc5f4b0baf46778f2e76c7b2","585ffdecc63e498f9319818a00117cd8","6cd079c489f547ea8e65565736dfc72f","48e845fbfa8e42ee9421c2bed47684ea","054f3daae9394100b237b262e8725391","85457be2a9e64c53b1b316d42b4d42bd","69016fda0813487f9b6ef1d6e9f5c656","dd689ce0cb504f85a944b8da58dba28c","774542182fbe4f11acb2f56b50cd8a43","3836a15f648e4a0db50a87b8d93266e6","1464cad5d30f4d48b2ac392b9a68060d","ee9dc22e72e2464c9546e67f6cb194f1","515ca8bd40314510849adbaa4bf3102d","1f3e52f6fff0461bb0bdfe3f6091d508","5777b2c47fc84849979b73d33069a2e8","8740e11d510b41319b928a87c95e18c8","e68bf611f9a840dbb6551f6eb7dc2948","11f008a73f6a46b5bdb86f5bb6814e74","76b07ba3febe4b9fa72ddaff3327a187","bf07a97bba7b4f738fb6531fa61c77b9","f83af3000a32464ebbfe0cec08ec4284","1c2c80c65ad84526b1ee2421cc5907fe","327b198863d94f59a1378e48c871b0f9","41a2d09b319d42c9a95049c64adfe510","cd585e727a4647a1ba0bb6039a8a0c7f","68349174273b46e08ca08daaca7733f7","dec0bd52cbd94fbe97fdbf7ceb336628","1d3d5a4401b54f318b3580caa1e28159","4b37832138974c4e9b4f8d966ccdc202","4f13b65f2eca459a83311a12973e2ce3","38c1253299f346c8b4a8a0c5eb958a2d","1c9dca4d25f04145accd24e885db42a9","ab539bead2ef40fb88a15e4176a8de00","26f49d377291477baccd81dd721beb06","3bf154d3afb24cb4a2d2e974721a0f05","e1a7f321253e4c909fe71b5458778639","ed252ae10b81403599c30969efc5db2d","9dfa18e2704a4fad962034a077e89a8b","dc882f9018b242efa6b29978e596e534","f5eaa1274b494905a7dbb6a2a95bcf2b","153c3ae500fb460f94c81d66e3688f05","10f121a1a0b24db5aaca39b1761136fe","7d1f6b0ae2634ef880826e2104df48bf","675d6a14a602446ba56360016fd1af27","0995f8329e7843ef8ecb5771a58df0c2","4b43c930835145f6be13f69f98377c29","2ac637239a3b454182cf4c069e2543de","7ef37c3713f84b9aad5cf2fad898604a","61368e4058e84d6484092d170d331cdb","8748c7b29c8c4788bda8c981696f85b8","964f2cf0b87d49448e42515061b16d95","0962d0c2d99c4f7e8a1f2116859062c2","e4a9a32aeb234c7194e0b6f35e7f6a79","de702335120d424b8b2a36a30e808b0c","3baee96aa05f47ebafc9b1ae7600a93c","94c8ec38808f4888bd51fb4036cd506b","3c1ef30e4b39475780538309d53cee82","5fb7d5e053ea4f22a53ed6675fd857f5","82ccc8e130644bd8a6710449497f1e78","77dfa8971ba141a8b5a08b971bb95248","a57d6c74d8c34f8db33a4fd8663243b9","8b36c9ef464847f283fed5ec8180be14","8c3c943e3d9f4847b4c3dc467d50a906","f40e57355eb74f3e89f78a213b8d566d","d75368de1b2f4a5581bce15340df9211","223774259f6e4cd9a3622c2dda2e244c","dce4b619a70e4643867f28226f1769cd"]},"executionInfo":{"elapsed":41330,"status":"ok","timestamp":1765125804267,"user":{"displayName":"Sadegh Karimi","userId":"14452066796045830756"},"user_tz":-60},"id":"IJyDNC9sRu1n","outputId":"88042661-fa28-4b4c-8436-6303fddd4dab"},"outputs":[{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"ce5142dcd6e7416392751fd9dd23cdde","version_major":2,"version_minor":0},"text/plain":["model.safetensors:   0%|          | 0.00/654M [00:00<?, ?B/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"585ffdecc63e498f9319818a00117cd8","version_major":2,"version_minor":0},"text/plain":["hamnevise-persian-word-disambigution-v1.(…):   0%|          | 0.00/673M [00:00<?, ?B/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"515ca8bd40314510849adbaa4bf3102d","version_major":2,"version_minor":0},"text/plain":["tokenizer-config-v1.0.json: 0.00B [00:00, ?B/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"41a2d09b319d42c9a95049c64adfe510","version_major":2,"version_minor":0},"text/plain":["config.json:   0%|          | 0.00/440 [00:00<?, ?B/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"3bf154d3afb24cb4a2d2e974721a0f05","version_major":2,"version_minor":0},"text/plain":["vocab.txt: 0.00B [00:00, ?B/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"4b43c930835145f6be13f69f98377c29","version_major":2,"version_minor":0},"text/plain":["pytorch_model.bin:   0%|          | 0.00/654M [00:00<?, ?B/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["\n","🏗️  Model Architecture:\n","   - Shared encoder: HooshvareLab/bert-fa-base-uncased\n","   - Word-specific heads: 138\n","   - Character vocab: 67\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"3c1ef30e4b39475780538309d53cee82","version_major":2,"version_minor":0},"text/plain":["model.safetensors:   0%|          | 0.00/654M [00:00<?, ?B/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["📦 Files ready\n","  Model : /root/.cache/huggingface/hub/models--SadeghK--Hamnevise/snapshots/f89b2c2ac747866768c4cdd061eb6eb759e47a17/hamnevise-persian-word-disambigution-v1.0.pt\n","  Config: /root/.cache/huggingface/hub/models--SadeghK--Hamnevise/snapshots/f89b2c2ac747866768c4cdd061eb6eb759e47a17/tokenizer-config-v1.0.json\n","Original:       اشکال در سیستم گرمایش، در سمت چپ، یک اشکال اساسی است که باعث سرد شدن ساختمان شد که باعث شد آن را سرد کند.\n","Disambiguated:  اِشکال در سیستم گرمایش، در سَمت چپ، یک اَشکال اساسی است که باعث سرد شدن ساختمان شد که باعث شد آن را سرد کَند.\n"]}],"source":["from hamnevise import HamneviseModel\n","import torch\n","\n","device = 'cuda' if torch.cuda.is_available() else 'cpu'\n","# Load model + tokenizer\n","hmodel, tokenizer = HamneviseModel.load(device=device)\n","\n","# Cache the set of words that need hamnevise disambiguation\n","hamnevise_words = set(hmodel.word2idx.keys())\n","\n","# disambiguate all ambiguous words in a sentence\n","sentence = \"اشکال در سیستم گرمایش، در سمت چپ، یک اشکال اساسی است که باعث سرد شدن ساختمان شد که باعث شد آن را سرد کند.\"\n","\n","new_sentence, _ = hmodel.disambiguate(sentence, tokenizer)\n","print(\"Original:      \", sentence)\n","print(\"Disambiguated: \", new_sentence)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"5LCTpLPNVX4H"},"outputs":[],"source":["from google.colab import output\n","output.disable_custom_widget_manager()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"AJO84FsaSezH"},"outputs":[],"source":["def _needs_hamnevise(text):\n","  \"\"\"Check if any word in text requires hamnevise disambiguation.\"\"\"\n","  words = text.split()\n","  return any(word in hamnevise_words for word in words)\n","\n","def _process_single(text):\n","  \"\"\"Process a single chunk of text through the pipeline.\"\"\"\n","  output = {}\n","\n","  # Step 1: Normalize\n","  norm = normer.normalize(text)\n","\n","  # Step 2: Hamnevise (only if needed)\n","  if _needs_hamnevise(norm):\n","      ham, _ = hmodel.disambiguate(norm, tokenizer=tokenizer)\n","  else:\n","      # Skip hamnevise if no relevant words found\n","      ham = norm\n","\n","  # Step 3: Zirnešān\n","  zir = zmodel.predict(ham)\n","\n","  return zir"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"background_save":true,"base_uri":"https://localhost:8080/"},"id":"grrcodjDTYLv","outputId":"b78b7a9c-c372-425c-bae4-f08b59f5683b"},"outputs":[{"name":"stdout","output_type":"stream","text":["Processed 730000 lines\n","Processed 740000 lines\n","Processed 750000 lines\n","Processed 760000 lines\n","Processed 770000 lines\n"]}],"source":["start_line = 143800 + 219184 + 125885 + 142460 + 89900 # <-- change this\n","\n","input_path = \"./wikipedia-fa.txt\"\n","output_path = \"./wikipedia-fa-out-part7.txt\"\n","\n","with open(input_path, \"r\", encoding=\"utf-8\") as infile, \\\n","     open(output_path, \"w\", encoding=\"utf-8\") as outfile:\n","\n","    for i, line in enumerate(infile, 1):  # i starts at 1\n","        if i < start_line:\n","            continue  # skip lines until start_line\n","\n","        result = _process_single(line)\n","        outfile.write(result + \"\\n\")\n","\n","        if i % 10000 == 0:\n","            print(f\"Processed {i} lines\")\n"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"d_wKRGRhrxrl"},"outputs":[],"source":[]}],"metadata":{"accelerator":"GPU","colab":{"gpuType":"T4","provenance":[],"mount_file_id":"1-je5NefypMYEUQ_o0b6RRQfmgepBjQbi","authorship_tag":"ABX9TyN+qzShw6e0HNkJusFzfz+A"},"kernelspec":{"display_name":"Python 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