tokenizer updated

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.gitattributes +8 -0
config.json +34 -0
special_tokens_map.json +1 -0
tf_model.h5 +3 -0
tokenizer_config.json +1 -0
vocab.txt +657 -0

.gitattributes ADDED Viewed

	@@ -0,0 +1,8 @@

+*.bin.* filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tar.gz filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text

config.json ADDED Viewed

	@@ -0,0 +1,34 @@

+{
+  "architectures": [
+    "BertForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "finetuning_task": "digikala",
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "negative",
+    "1": "neutral",
+    "2": "positive"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "negative": 0,
+    "neutral": 1,
+    "positive": 2
+  },
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "transformers_version": "4.2.2",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 100000
+}

special_tokens_map.json ADDED Viewed

	@@ -0,0 +1 @@


1	+ {"unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]"}

tf_model.h5 ADDED Viewed

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+size 651645684

tokenizer_config.json ADDED Viewed

	@@ -0,0 +1 @@


1	+ {"special_tokens_map_file": null, "full_tokenizer_file": null}

vocab.txt ADDED Viewed

	@@ -0,0 +1,657 @@

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+</button><div
+  class="v2-dropdown-menu hidden absolute mt-1 min-w-full bg-white rounded-xl overflow-hidden shadow-lg z-10 border border-gray-100 right-0 top-full "
+  <ul class="min-w-full w-auto">
+  	            <div class="v2-to-clipboard" style="width: 700px;">
+                  How to use from the
+                    <a target="_blank" href="https://github.com/huggingface/transformers">🤗/transformers</a>
+                  library:
+                <button
+                  class="v2-to-clipboard-button text-sm underline flex items-center cursor-pointer text-gray-500"
+                >
+                  <svg
+  class="mr-1"
+  <path
+    d="M25.7 9.3l-7-7A.908.908 0 0 0 18 2H8a2.006 2.006 0 0 0-2 2v24a2.006 2.006 0 0 0 2 2h16a2.006 2.006 0 0 0 2-2V10a.908.908 0 0 0-.3-.7zM18 4.4l5.6 5.6H18zM24 28H8V4h8v6a2.006 2.006 0 0 0 2 2h6z"
+    fill="currentColor"
+  ></path>
+                  Copy to clipboard
+                </button>
+              <pre class="v2-to-clipboard-content whitespace-pre-line text-sm p-4 text-gray-700">
+                  from transformers import AutoTokenizer, AutoModelForSequenceClassification
+  tokenizer = AutoTokenizer.from_pretrained("HooshvareLab/bert-fa-base-uncased-sentiment-digikala")
+  model = AutoModelForSequenceClassification.from_pretrained("HooshvareLab/bert-fa-base-uncased-sentiment-digikala")
+              <div class="border-b px-4 py-2 bg-gradient-to-r from-gray-50 to-white border-gray-200 flex justify-between items-center h-11">
+                <h3 class="font-semibold">
+                  Or just clone the model repo
+                </h3>
+              </div>
+              <pre class="whitespace-pre-line text-sm p-4 text-gray-700">
+  git lfs install
+  git clone https://huggingface.co/HooshvareLab/bert-fa-base-uncased-sentiment-digikala
+  <div class="text-gray-500 text-xs">
+    # if you want to clone without large files – just their pointers
+    # prepend your git clone with the following env var:
+  GIT_LFS_SKIP_SMUDGE=1
+              </pre>
+  </ul>
+</div></div>
+      </div>
+    </div>
+  </div>
+</header><div
+	class="container relative space-y-4 flex flex-col md:grid md:gap-6 md:space-y-0 overflow-hidden
+		md:grid-cols-12
+		md:flex-1 md:grid-rows-full
+	"
+	<section class="pt-8 border-gray-100 md:col-span-7 pb-24">
+	            <div class="lg:pr-20 xl:pr-24 2xl:pr-36">
+                <div class="prose">
+                        <h1 id="parsbert-v20">ParsBERT (v2.0)</h1>
+<p>A Transformer-based Model for Persian Language Understanding</p>
+<p>We reconstructed the vocabulary and fine-tuned the ParsBERT v1.1 on the new Persian corpora in order to provide some functionalities for using ParsBERT in other scopes!
+Please follow the <a href="https://github.com/hooshvare/parsbert">ParsBERT</a> repo for the latest information about previous and current models.</p>
+<h2 id="persian-sentiment-digikala-snappfood-deepsentipers">Persian Sentiment [Digikala, SnappFood, DeepSentiPers]</h2>
+<p>It aims to classify text, such as comments, based on their emotional bias. We tested three well-known datasets for this task: <code>Digikala</code> user comments, <code>SnappFood</code> user comments, and <code>DeepSentiPers</code> in two binary-form and multi-form types.</p>
+<h3 id="digikala">Digikala</h3>
+<p>Digikala user comments provided by <a href="https://www.digikala.com/opendata/">Open Data Mining Program (ODMP)</a>. This dataset contains 62,321 user comments with three labels: </p>
+<th align="center">Label</th>
+<th align="center">#</th>
+<td align="center">no_idea</td>
+<td align="center">10394</td>
+<td align="center">not_recommended</td>
+<td align="center">15885</td>
+<td align="center">recommended</td>
+<td align="center">36042</td>
+<p><strong>Download</strong>
+You can download the dataset from <a href="https://www.digikala.com/opendata/">here</a></p>
+<h2 id="results">Results</h2>
+<p>The following table summarizes the F1 score obtained by ParsBERT as compared to other models and architectures.</p>
+<th align="center">Dataset</th>
+<th align="center">ParsBERT v2</th>
+<th align="center">ParsBERT v1</th>
+<th align="center">mBERT</th>
+<th align="center">DeepSentiPers</th>
+<td align="center">Digikala User Comments</td>
+<td align="center">81.72</td>
+<td align="center">81.74*</td>
+<td align="center">80.74</td>
+<td align="center">-</td>
+<h2 id="how-to-use-hugs">How to use :hugs:</h2>
+<table>
+<thead>
+<tr>
+<th>Task</th>
+<th>Notebook</th>
+</thead>
+<tbody><tr>
+<td>Sentiment Analysis</td>
+<td><a href="https://colab.research.google.com/github/hooshvare/parsbert/blob/master/notebooks/Taaghche_Sentiment_Analysis.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a></td>
+</tr>
+</tbody></table>
+<h3 id="bibtex-entry-and-citation-info">BibTeX entry and citation info</h3>
+<p>Please cite in publications as the following:</p>
+<pre><code class="language-bibtex">@article{ParsBERT,
+    title={ParsBERT: Transformer-based Model for Persian Language Understanding},
+    author={Mehrdad Farahani, Mohammad Gharachorloo, Marzieh Farahani, Mohammad Manthouri},
+    journal={ArXiv},
+    year={2020},
+    volume={abs/2005.12515}
+}</code></pre>
+<h2 id="questions">Questions?</h2>
+<p>Post a Github issue on the <a href="https://github.com/hooshvare/parsbert/issues">ParsBERT Issues</a> repo.</p>
+                </div>
+<section class="pt-8 border-gray-100 md:col-span-5 pt-6 md:pb-24 md:pl-6 md:border-l order-first md:order-none">
+	        <div class="mb-5 flex justify-between">
+            <dl>
+                <dt class="-mb-1 text-sm text-gray-500">
+                    Downloads last month
+                </dt>
+                <dd class="font-semibold">
+                        0
+                </dd>
+            </dl>
+            <div class="model-graph flex-none" style="width: 200px; height: 40px;">
+			<svg
+				viewbox="0 0 100 100"
+				width="100%"
+				height="100%"
+				preserveAspectRatio="none"
+				style="overflow: visible;"
+			>
+				<defs>
+					<linearGradient id="fill-gradient" x1="0%" y1="0%" x2="0%" y2="100%">
+						<stop offset="0%" style="stop-color: hsl(258, 100%, 67%); stop-opacity:0.5" />
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+					</linearGradient>
+				</defs>
+			<path d="M 0,76.25C 0.15000000000000002,76.25 2.7,76.25 3,76.25C 3.3,76.25 5.65,76.25 6,76.25C 6.35,76.25 9.65,76.25 10,76.25C 10.35,76.25 12.65,76.25 13,76.25C 13.35,76.25 16.65,76.25 17,76.25C 17.35,76.25 19.65,76.25 20,76.25C 20.35,76.25 23.65,76.25 24,76.25C 24.35,76.25 26.65,76.25 27,76.25C 27.35,76.25 30.65,76.25 31,76.25C 31.35,76.25 33.7,76.25 34,76.25C 34.3,76.25 36.65,76.25 37,76.25C 37.35,76.25 40.65,76.25 41,76.25C 41.35,76.25 43.65,76.25 44,76.25C 44.35,76.25 47.65,76.25 48,76.25C 48.35,76.25 50.65,76.25 51,76.25C 51.35,76.25 54.65,76.25 55,76.25C 55.35,76.25 57.65,76.25 58,76.25C 58.35,76.25 61.65,76.25 62,76.25C 62.35,76.25 64.7,76.25 65,76.25C 65.3,76.25 67.65,76.25 68,76.25C 68.35,76.25 71.65,76.25 72,76.25C 72.35,76.25 74.65,76.25 75,76.25C 75.35,76.25 78.65,76.25 79,76.25C 79.35,76.25 81.65,76.25 82,76.25C 82.35,76.25 85.65,76.25 86,76.25C 86.35,76.25 88.65,76.25 89,76.25C 89.35,76.25 92.65,76.25 93,76.25C 93.35,76.25 95.65,76.25 96,76.25C 96.35,76.25 99.8,76.25 100,76.25"
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+				vector-effect="non-scaling-stroke"
+			/>
+            </div>
+        <div class="border-t pt-4 border-gray-100 bg-white">
+                <inference-widget
+	class="inference-widget"
+	endpoint="https://api-inference.huggingface.co"
+	data-model="HooshvareLab/bert-fa-base-uncased-sentiment-digikala"
+	data-mask-token="[MASK]"
+	data-pipeline-tag="text-classification"
+	data-api-token=""
+	data-should-update-url="true"
+	<div class="font-semibold flex items-center mb-2">
+	<div class="text-lg flex items-center">
+			<svg xmlns="http://www.w3.org/2000/svg"
+				xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" class="mr-1 text-yellow-500 fill-current" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 24 24" style="transform: rotate(360deg);">
+				<path d="M11 15H6l7-14v8h5l-7 14v-8z" fill="currentColor"></path>
+			</svg>
+		Hosted inference API
+	<a target="_blank" href="/docs">
+		<svg xmlns="http://www.w3.org/2000/svg"
+			xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" class=" ml-1.5 text-sm text-gray-400" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32">
+			<path d="M17 22v-8h-4v2h2v6h-3v2h8v-2h-3z" fill="currentColor"></path>
+			<path d="M16 8a1.5 1.5 0 1 0 1.5 1.5A1.5 1.5 0 0 0 16 8z" fill="currentColor"></path>
+			<path d="M16 30a14 14 0 1 1 14-14a14 14 0 0 1-14 14zm0-26a12 12 0 1 0 12 12A12 12 0 0 0 16 4z" fill="currentColor"></path>
+		</svg>
+	</a>
+</div>
+	<div class="flex items-center text-sm text-gray-500 mb-1.5">
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+  alt=""
+  class=""
+  xmlns="http://www.w3.org/2000/svg"
+  xmlns:xlink="http://www.w3.org/1999/xlink"
+  aria-hidden="true"
+  fill="currentColor"
+  focusable="false"
+  role="img"
+  width="1em"
+  height="1em"
+  preserveAspectRatio="xMidYMid meet"
+  viewBox="0 0 32 32"
+  style="transform: rotate(360deg);"
+  <circle cx="10" cy="20" r="2" fill="currentColor"></circle>
+  <circle cx="10" cy="28" r="2" fill="currentColor"></circle>
+  <circle cx="10" cy="14" r="2" fill="currentColor"></circle>
+  <circle cx="28" cy="4" r="2" fill="currentColor"></circle>
+  <circle cx="22" cy="6" r="2" fill="currentColor"></circle>
+  <circle cx="28" cy="10" r="2" fill="currentColor"></circle>
+  <circle cx="20" cy="12" r="2" fill="currentColor"></circle>
+  <circle cx="28" cy="22" r="2" fill="currentColor"></circle>
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+  <circle cx="20" cy="26" r="2" fill="currentColor"></circle>
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+  <circle cx="4" cy="24" r="2" fill="currentColor"></circle>
+  <circle cx="4" cy="16" r="2" fill="currentColor"></circle>
+		<span>
+			Text Classification
+		</span>
+		<p class="
+			text-gray-500 ml-auto
+			hidden
+		">
+			Mask token: <code>[MASK]</code>
+		<form>
+			<div class="flex h-10">
+	<input
+		type="text"
+		name="text"
+		placeholder="Your sentence here..."
+		dir="auto"
+		class="flex-1 h-10 px-3 border border-gray-200 rounded-l-lg shadow-inner
+		outline-none focus:ring-1 focus:ring-inset focus:ring-indigo-200 focus:shadow-inner"
+	>
+	<button type="submit" class="flex items-center justify-center flex-none w-24 h-10 px-5
+		text-gray-800 border border-l-0 rounded-r-lg focus:outline-none
+		focus:ring ring-inset bg-gradient-to-b from-gray-100 to-gray-200
+	">
+		<svg
+	xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img"
+	class="text-gray-600 animate-spin hidden"
+	width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 24 24"
+>
+	<g fill="none"><path opacity=".2" fill-rule="evenodd" clip-rule="evenodd" d="M12 19a7 7 0 1 0 0-14a7 7 0 0 0 0 14zm0 3c5.523 0 10-4.477 10-10S17.523 2 12 2S2 6.477 2 12s4.477 10 10 10z" fill="currentColor"></path><path d="M12 22c5.523 0 10-4.477 10-10h-3a7 7 0 0 1-7 7v3z" fill="currentColor"></path><path d="M2 12C2 6.477 6.477 2 12 2v3a7 7 0 0 0-7 7H2z" fill="currentColor"></path></g>
+</svg>
+<span class="btn-text">Compute</span>
+	</button>
+</div>		</form>
+	<div class="js-model_loading hidden">
+	<div class="flex h-10">
+		<div
+			class="flex flex-1 items-center justify-center  rounded-lg bg-gray-50 relative text-gray-600 shadow-inner">
+			<div class="js-progress transition-all absolute inset-y-0 left-0 w-52 bg-gradient-to-t bg-gradient-to-r from-purple-200 to-purple-100 rounded-lg "></div>
+			<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" class="text-purple-400 animate-spin mr-2 z-10" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 24 24"><g fill="none"><path opacity=".2" fill-rule="evenodd" clip-rule="evenodd" d="M12 19a7 7 0 1 0 0-14a7 7 0 0 0 0 14zm0 3c5.523 0 10-4.477 10-10S17.523 2 12 2S2 6.477 2 12s4.477 10 10 10z" fill="currentColor"></path><path d="M12 22c5.523 0 10-4.477 10-10h-3a7 7 0 0 1-7 7v3z" fill="currentColor"></path><path d="M2 12C2 6.477 6.477 2 12 2v3a7 7 0 0 0-7 7H2z" fill="currentColor"></path></g></svg>
+			<span class="z-10">Model is loading</span>
+	<div class="blankslate">
+		<div class="subtitle">
+			<span class="loaded  hidden text-xs text-gray-500">This model is currently loaded and running on the Inference API.</span>
+			<span class="error   hidden text-xs text-gray-500">⚠️ This model could not be loaded by the inference API. ⚠️</span>
+			<span class="unknown hidden text-xs text-gray-500">This model can be loaded on the Inference API on-demand.</span>
+	<div class="not-blankslate hidden">
+		<div class="compute-zone text-gray-400 text-xs"></div>
+		<div class="output-panel" dir="auto"></div>
+		<div class="bottom">
+			<pre class="output-zone hidden text-xs text-gray-600 bg-gray-100 p-2 rounded my-3"></pre>
+			<div class="api-zone hidden">
+		<p class="text-center font-semibold text-sm my-3">
+			<a href="/pricing">
+				⚡️ Upgrade your account to access the Inference API
+			</a>
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+			<div class="flex items-center text-xs text-gray-500 mt-4">
+				<button class="flex items-center mr-3" data-toggle=".output-zone">
+						<path d="M31 16l-7 7l-1.41-1.41L28.17 16l-5.58-5.59L24 9l7 7z" fill="currentColor"></path>
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+						<path d="M12.419 25.484L17.639 6l1.932.518L14.35 26z" fill="currentColor"></path>
+					JSON Output
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+						<path d="M8 9H4a2 2 0 0 0-2 2v12h2v-5h4v5h2V11a2 2 0 0 0-2-2zm-4 7v-5h4v5z" fill="currentColor"></path>
+						<path d="M22 11h3v10h-3v2h8v-2h-3V11h3V9h-8v2z" fill="currentColor"></path>
+						<path d="M14 23h-2V9h6a2 2 0 0 1 2 2v5a2 2 0 0 1-2 2h-4zm0-7h4v-5h-4z" fill="currentColor"></path>
+					API Endpoint
+				<button class="flex items-center ml-auto js-fullscreen">
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+						xmlns="http://www.w3.org/2000/svg"
+						xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" class="mr-1" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32">
+						<path d="M22 16h2V8h-8v2h6v6z" fill="currentColor"></path>
+						<path d="M8 24h8v-2h-6v-6H8v8z" fill="currentColor"></path>
+						<path d="M26 28H6a2.002 2.002 0 0 1-2-2V6a2.002 2.002 0 0 1 2-2h20a2.002 2.002 0 0 1 2 2v20a2.002 2.002 0 0 1-2 2zM6 6v20h20.001L26 6z" fill="currentColor"></path>
+					</svg>
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