fix app.py

app.py

@@ -8,7 +8,7 @@ from torch.nn.functional import softmax
 
 base_model_name = 'distilbert-base-uncased'
 
-@st.cache
+@st.cache_data
 def load_tags_info():
    
     id_to_description = {}
@@ -26,7 +26,7 @@ def load_tags_info():
 
 id_to_description = load_tags_info()
 
-@st.cache
+@st.cache_resource
 def load_model():
     return DistilBertForSequenceClassification.from_pretrained('./')
 

model_train.ipynb

@@ -599,8 +599,7 @@
    "cell_type": "markdown",
    "id": "52f5d981",
    "metadata": {
-    "id": "52f5d981",
-    "jp-MarkdownHeadingCollapsed": true
+    "id": "52f5d981"
    },
    "source": [
     "## Токенизация"
@@ -822,8 +821,7 @@
     "    plt.grid()\n",
     "    plt.xlabel('epoch')\n",
     "    plt.ylabel('loss function')\n",
-    "    plt.show()\n",
-    "    "
+    "    plt.show()"
    ]
   },
   {
@@ -835,8 +833,6 @@
    },
    "outputs": [],
    "source": [
-    "#!g1.1\n",
-    "\n",
     "device = 'cuda'\n",
     "\n",
     "import IPython\n",
@@ -1102,7 +1098,6 @@
     }
    ],
    "source": [
-    "#!g1.1\n",
     "import torch.nn as nn\n",
     "import torch.nn.functional as F\n",
     "\n",

tags.txt

@@ -0,0 +1,155 @@
+cs.AI Artificial Intelligence
+cs.AR Hardware Architecture
+cs.CC Computational Complexity
+cs.CE Computational Engineering, Finance, and Science
+cs.CG Computational Geometry
+cs.CL Computation and Language
+cs.CR Cryptography and Security
+cs.CV Computer Vision and Pattern Recognition
+cs.CY Computers and Society
+cs.DB Databases
+cs.DC Distributed, Parallel, and Cluster Computing
+cs.DL Digital Libraries
+cs.DM Discrete Mathematics
+cs.DS Data Structures and Algorithms
+cs.ET Emerging Technologies
+cs.FL Formal Languages and Automata Theory
+cs.GL General Literature
+cs.GR Graphics
+cs.GT Computer Science and Game Theory
+cs.HC Human-Computer Interaction
+cs.IR Information Retrieval
+cs.IT Information Theory
+cs.LG Machine Learning
+cs.LO Logic in Computer Science
+cs.MA Multiagent Systems
+cs.MM Multimedia
+cs.MS Mathematical Software
+cs.NA Numerical Analysis
+cs.NE Neural and Evolutionary Computing
+cs.NI Networking and Internet Architecture
+cs.OH Other Computer Science
+cs.OS Operating Systems
+cs.PF Performance
+cs.PL Programming Languages
+cs.RO Robotics
+cs.SC Symbolic Computation
+cs.SD Sound
+cs.SE Software Engineering
+cs.SI Social and Information Networks
+cs.SY Systems and Control
+econ.EM Econometrics
+econ.GN General Economics
+econ.TH Theoretical Economics
+eess.AS Audio and Speech Processing
+eess.IV Image and Video Processing
+eess.SP Signal Processing
+eess.SY Systems and Control
+math.AC Commutative Algebra
+math.AG Algebraic Geometry
+math.AP Analysis of PDEs
+math.AT Algebraic Topology
+math.CA Classical Analysis and ODEs
+math.CO Combinatorics
+math.CT Category Theory
+math.CV Complex Variables
+math.DG Differential Geometry
+math.DS Dynamical Systems
+math.FA Functional Analysis
+math.GM General Mathematics
+math.GN General Topology
+math.GR Group Theory
+math.GT Geometric Topology
+math.HO History and Overview
+math.IT Information Theory
+math.KT K-Theory and Homology
+math.LO Logic
+math.MG Metric Geometry
+math.MP Mathematical Physics
+math.NA Numerical Analysis
+math.NT Number Theory
+math.OA Operator Algebras
+math.OC Optimization and Control
+math.PR Probability
+math.QA Quantum Algebra
+math.RA Rings and Algebras
+math.RT Representation Theory
+math.SG Symplectic Geometry
+math.SP Spectral Theory
+math.ST Statistics Theory
+astro-ph.CO Cosmology and Nongalactic Astrophysics
+astro-ph.EP Earth and Planetary Astrophysics
+astro-ph.GA Astrophysics of Galaxies
+astro-ph.HE High Energy Astrophysical Phenomena
+astro-ph.IM Instrumentation and Methods for Astrophysics
+astro-ph.SR Solar and Stellar Astrophysics
+cond-mat.dis-nn Disordered Systems and Neural Networks
+cond-mat.mes-hall Mesoscale and Nanoscale Physics
+cond-mat.mtrl-sci Materials Science
+cond-mat.other Other Condensed Matter
+cond-mat.quant-gas Quantum Gases
+cond-mat.soft Soft Condensed Matter
+cond-mat.stat-mech Statistical Mechanics
+cond-mat.str-el Strongly Correlated Electrons
+cond-mat.supr-con Superconductivity
+gr-qc General Relativity and Quantum Cosmology
+hep-ex High Energy Physics - Experiment
+hep-lat High Energy Physics - Lattice
+hep-ph High Energy Physics - Phenomenology
+hep-th High Energy Physics - Theory
+math-ph Mathematical Physics
+nlin.AO Adaptation and Self-Organizing Systems
+nlin.CD Chaotic Dynamics
+nlin.CG Cellular Automata and Lattice Gases
+nlin.PS Pattern Formation and Solitons
+nlin.SI Exactly Solvable and Integrable Systems
+nucl-ex Nuclear Experiment
+nucl-th Nuclear Theory
+physics.acc-ph Accelerator Physics
+physics.ao-ph Atmospheric and Oceanic Physics
+physics.app-ph Applied Physics
+physics.atm-clus Atomic and Molecular Clusters
+physics.atom-ph Atomic Physics
+physics.bio-ph Biological Physics
+physics.chem-ph Chemical Physics
+physics.class-ph Classical Physics
+physics.comp-ph Computational Physics
+physics.data-an Data Analysis, Statistics and Probability
+physics.ed-ph Physics Education
+physics.flu-dyn Fluid Dynamics
+physics.gen-ph General Physics
+physics.geo-ph Geophysics
+physics.hist-ph History and Philosophy of Physics
+physics.ins-det Instrumentation and Detectors
+physics.med-ph Medical Physics
+physics.optics Optics
+physics.plasm-ph Plasma Physics
+physics.pop-ph Popular Physics
+physics.soc-ph Physics and Society
+physics.space-ph Space Physics
+quant-ph Quantum Physics
+q-bio.BM Biomolecules
+q-bio.CB Cell Behavior
+q-bio.GN Genomics
+q-bio.MN Molecular Networks
+q-bio.NC Neurons and Cognition
+q-bio.OT Other Quantitative Biology
+q-bio.PE Populations and Evolution
+q-bio.QM Quantitative Methods
+q-bio.SC Subcellular Processes
+q-bio.TO Tissues and Organs
+q-fin.CP Computational Finance
+q-fin.EC Economics
+q-fin.GN General Finance
+q-fin.MF Mathematical Finance
+q-fin.PM Portfolio Management
+q-fin.PR Pricing of Securities
+q-fin.RM Risk Management
+q-fin.ST Statistical Finance
+q-fin.TR Trading and Market Microstructure
+stat.AP Applications
+stat.CO Computation
+stat.ME Methodology
+stat.ML Machine Learning
+stat.OT Other Statistics
+stat.TH Statistics Theory