NMT Translator - English to Spanish

.gitattributes

@@ -0,0 +1 @@
+*.ckpt filter=lfs diff=lfs merge=lfs -text

Dockerfile

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+FROM python:3.11-slim
+
+WORKDIR /app
+
+RUN pip install --no-cache-dir \
+    flask \
+    pyyaml \
+    torch --index-url https://download.pytorch.org/whl/cpu \
+    joeynmt \
+    subword-nmt \
+    importlib_metadata
+
+COPY . .
+
+EXPOSE 7860
+
+CMD ["python", "app.py"]

README.md

@@ -0,0 +1,14 @@
+---
+title: NMT Translator
+emoji: 🌐
+colorFrom: indigo
+colorTo: purple
+sdk: docker
+app_port: 7860
+pinned: false
+---
+
+# NMT Translator
+
+Neural Machine Translation web app powered by JoeyNMT Transformer models.
+Translates between English and Spanish using models trained on Europarl v7 data.

app.py

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+#!/usr/bin/env python3
+"""
+NMT Translator — Hugging Face Spaces edition.
+
+Self-contained Flask app that loads JoeyNMT models and serves translations.
+"""
+
+import os
+import sys
+import re
+import subprocess
+import tempfile
+from pathlib import Path
+
+import yaml
+from flask import Flask, render_template, request, jsonify
+
+app = Flask(__name__)
+
+BASE_DIR = Path(__file__).resolve().parent
+
+LANGUAGE_NAMES = {
+    "en": "English", "es": "Spanish", "ru": "Russian",
+    "bn": "Bangla", "zh": "Chinese",
+}
+LANGUAGE_FLAGS = {
+    "en": "\U0001f1ec\U0001f1e7", "es": "\U0001f1ea\U0001f1f8",
+    "ru": "\U0001f1f7\U0001f1fa", "bn": "\U0001f1e7\U0001f1e9",
+    "zh": "\U0001f1e8\U0001f1f3",
+}
+
+MODEL_REGISTRY = {}
+
+
+def _discover_models():
+    """Find usable models. Each model needs a subdirectory under models/
+    with: best.ckpt, src_vocab.txt, trg_vocab.txt, config.yaml, bpe.codes."""
+
+    models_root = BASE_DIR / "models"
+    if not models_root.is_dir():
+        print("WARNING: models/ directory not found")
+        return
+
+    for subdir in sorted(models_root.iterdir()):
+        if not subdir.is_dir():
+            continue
+
+        ckpt = subdir / "best.ckpt"
+        config = subdir / "config.yaml"
+        src_vocab = subdir / "src_vocab.txt"
+        trg_vocab = subdir / "trg_vocab.txt"
+        bpe_codes = subdir / "bpe.codes"
+
+        if not all(p.exists() for p in [ckpt, config, src_vocab, trg_vocab, bpe_codes]):
+            missing = [p.name for p in [ckpt, config, src_vocab, trg_vocab, bpe_codes] if not p.exists()]
+            print(f"  Skipping {subdir.name}: missing {missing}")
+            continue
+
+        with open(config, "r", encoding="utf-8") as f:
+            cfg = yaml.safe_load(f)
+
+        src_lang = cfg.get("data", {}).get("src", {}).get("lang", "?")
+        trg_lang = cfg.get("data", {}).get("trg", {}).get("lang", "?")
+        pair_key = f"{src_lang}-{trg_lang}"
+
+        MODEL_REGISTRY[pair_key] = {
+            "src_lang": src_lang,
+            "trg_lang": trg_lang,
+            "src_name": LANGUAGE_NAMES.get(src_lang, src_lang),
+            "trg_name": LANGUAGE_NAMES.get(trg_lang, trg_lang),
+            "src_flag": LANGUAGE_FLAGS.get(src_lang, ""),
+            "trg_flag": LANGUAGE_FLAGS.get(trg_lang, ""),
+            "model_dir": str(subdir),
+            "config_path": str(config),
+        }
+        print(f"  [{pair_key}] {LANGUAGE_NAMES.get(src_lang, src_lang)} -> "
+              f"{LANGUAGE_NAMES.get(trg_lang, trg_lang)}")
+
+
+def _translate_text(pair_key, text):
+    """Translate using JoeyNMT's translate mode via the wrapper script."""
+    if pair_key not in MODEL_REGISTRY:
+        return None, f"No model for {pair_key}"
+
+    info = MODEL_REGISTRY[pair_key]
+    model_dir = info["model_dir"]
+    wrapper = BASE_DIR / "joeynmt_wrapper.py"
+
+    lines = [l.strip() for l in text.strip().split("\n") if l.strip()]
+    if not lines:
+        return None, "No input text"
+
+    try:
+        env = os.environ.copy()
+        env["PYTHONIOENCODING"] = "utf-8"
+        env["PYTHONUNBUFFERED"] = "1"
+
+        result = subprocess.run(
+            [sys.executable, str(wrapper), "translate", info["config_path"]],
+            input="\n".join(lines) + "\n",
+            capture_output=True, text=True,
+            env=env, cwd=model_dir, timeout=180,
+        )
+
+        if result.returncode != 0:
+            return None, f"JoeyNMT error: {result.stderr.strip()[-500:]}"
+
+        raw = result.stdout.strip().split("\n")
+        translations = []
+        for line in raw:
+            line = line.strip()
+            if not line:
+                continue
+            if any(line.startswith(p) for p in [
+                ">", "JoeyNMT", "Loading", "The ", "Use cuda",
+                "WARNING", "INFO", "DEBUG",
+            ]):
+                continue
+            translations.append(line)
+
+        if not translations:
+            return None, f"No output. stderr: {result.stderr[:500]}"
+
+        out = "\n".join(translations)
+        out = re.sub(r'\s+([.!?;:,"\'\)\]])', r'\1', out)
+        out = re.sub(r'([¿¡\(\["])\s+', r'\1', out)
+        return out.strip(), None
+
+    except subprocess.TimeoutExpired:
+        return None, "Translation timed out"
+    except Exception as e:
+        return None, str(e)
+
+
+@app.route("/")
+def index():
+    pairs = []
+    for key, info in sorted(MODEL_REGISTRY.items()):
+        pairs.append({
+            "key": key,
+            "src_lang": info["src_lang"], "trg_lang": info["trg_lang"],
+            "src_name": info["src_name"], "trg_name": info["trg_name"],
+            "src_flag": info["src_flag"], "trg_flag": info["trg_flag"],
+            "label": f"{info['src_name']} \u2192 {info['trg_name']}",
+        })
+    return render_template("index.html", pairs=pairs)
+
+
+@app.route("/translate", methods=["POST"])
+def translate_endpoint():
+    data = request.get_json(force=True)
+    pair_key = data.get("pair", "")
+    text = data.get("text", "").strip()
+
+    if not text:
+        return jsonify({"error": "Please enter some text."}), 400
+    if pair_key not in MODEL_REGISTRY:
+        return jsonify({"error": f"Unknown pair: {pair_key}"}), 400
+
+    translation, error = _translate_text(pair_key, text)
+    if error:
+        return jsonify({"error": error}), 500
+
+    return jsonify({
+        "translation": translation,
+        "pair": pair_key,
+        "src_name": MODEL_REGISTRY[pair_key]["src_name"],
+        "trg_name": MODEL_REGISTRY[pair_key]["trg_name"],
+    })
+
+
+print("\n" + "=" * 50)
+print("  NMT Translator — discovering models...")
+print("=" * 50)
+_discover_models()
+print(f"\n  {len(MODEL_REGISTRY)} model(s) ready.\n")
+
+if __name__ == "__main__":
+    port = int(os.environ.get("PORT", 7860))
+    app.run(host="0.0.0.0", port=port)

joeynmt_wrapper.py

@@ -0,0 +1,139 @@
+#!/usr/bin/env python3
+"""
+JoeyNMT Wrapper — patches for PyTorch 2.7+ compatibility.
+
+PyTorch 2.7 removed the `verbose` kwarg from ReduceLROnPlateau.
+JoeyNMT 2.3.0 still passes it, so we monkey-patch the scheduler
+before importing JoeyNMT.
+
+On Linux this also patches symlink handling to work around any
+permission issues.
+
+Usage (called by run.py, not directly):
+    python joeynmt_wrapper.py train  config.yaml
+    python joeynmt_wrapper.py test   config.yaml --ckpt best.ckpt --output_path out.txt
+"""
+
+import sys
+import os
+import shutil
+from pathlib import Path
+from typing import Optional
+
+# --- Patch ReduceLROnPlateau BEFORE importing joeynmt ---
+import torch.optim.lr_scheduler as _lr_sched
+
+_OrigPlateau = _lr_sched.ReduceLROnPlateau
+
+class _PatchedPlateau(_OrigPlateau):
+    """Accept and silently ignore the `verbose` kwarg removed in PyTorch 2.7."""
+    def __init__(self, *args, **kwargs):
+        kwargs.pop("verbose", None)
+        super().__init__(*args, **kwargs)
+
+_lr_sched.ReduceLROnPlateau = _PatchedPlateau
+
+# --- Now safe to import joeynmt ---
+import joeynmt.helpers
+import joeynmt.training
+
+
+# ---------------------------------------------------------------------------
+# Symlink patch — use file copy instead of symlinks (works everywhere)
+# ---------------------------------------------------------------------------
+def _safe_symlink_update(target: Path, link_name: Path) -> Optional[Path]:
+    """
+    Replacement for joeynmt.helpers.symlink_update that uses file copying
+    instead of OS symlinks (avoids permission issues).
+    """
+    current_last = None
+    sidecar = link_name.parent / (link_name.name + ".target")
+
+    if link_name.exists():
+        if sidecar.exists():
+            prev_target = sidecar.read_text(encoding="utf-8").strip()
+            current_last = link_name.parent / prev_target
+        link_name.unlink(missing_ok=True)
+
+    actual = link_name.parent / target
+    if actual.exists():
+        shutil.copy2(str(actual), str(link_name))
+    sidecar.write_text(str(target), encoding="utf-8")
+
+    return current_last
+
+
+joeynmt.helpers.symlink_update = _safe_symlink_update
+
+
+# ---------------------------------------------------------------------------
+# Checkpoint-save patch — skip symlink assertion
+# ---------------------------------------------------------------------------
+_orig_save = joeynmt.training.TrainManager._save_checkpoint
+
+
+def _patched_save(self, new_best, score):
+    """Save checkpoint without symlink-resolve assertion."""
+    import math
+    import heapq
+    import logging
+    import torch
+
+    logger = logging.getLogger(__name__)
+    model_path = Path(self.model_dir) / f"{self.stats.steps}.ckpt"
+    state = {
+        "steps":           self.stats.steps,
+        "model_state":     self.model.state_dict(),
+        "optimizer_state": self.optimizer.state_dict(),
+        "scheduler_state": (
+            self.scheduler.state_dict() if self.scheduler is not None else None
+        ),
+        "scaler_state": (
+            self.scaler.state_dict() if self.scaler is not None else None
+        ),
+    }
+    torch.save(state, model_path.as_posix())
+    logger.info("Checkpoint saved in %s.", model_path)
+
+    symlink_target = Path(f"{self.stats.steps}.ckpt")
+    last_path = Path(self.model_dir) / "latest.ckpt"
+    prev_path = _safe_symlink_update(symlink_target, last_path)
+    best_path = Path(self.model_dir) / "best.ckpt"
+    if new_best:
+        prev_path = _safe_symlink_update(symlink_target, best_path)
+
+    to_delete = None
+    if not math.isnan(score) and self.args.keep_best_ckpts > 0:
+        if len(self.ckpt_queue) < self.args.keep_best_ckpts:
+            heapq.heappush(self.ckpt_queue, (score, model_path))
+        else:
+            if self.args.minimize_metric:
+                heapq._heapify_max(self.ckpt_queue)
+                to_delete = heapq._heappop_max(self.ckpt_queue)
+                heapq.heappush(self.ckpt_queue, (score, model_path))
+            else:
+                to_delete = heapq.heapreplace(
+                    self.ckpt_queue, (score, model_path))
+
+    if to_delete is not None:
+        _, path_to_delete = to_delete
+        if Path(path_to_delete).exists():
+            Path(path_to_delete).unlink()
+            logger.info("Removed old ckpt: %s", path_to_delete)
+
+    if prev_path is not None and prev_path.exists():
+        if prev_path != model_path:
+            still_needed = any(p == prev_path for _, p in self.ckpt_queue)
+            if not still_needed:
+                pass  # could delete, but safer to keep
+
+
+joeynmt.training.TrainManager._save_checkpoint = _patched_save
+
+
+# ---------------------------------------------------------------------------
+# Entry point — delegates to joeynmt CLI
+# ---------------------------------------------------------------------------
+if __name__ == "__main__":
+    from joeynmt.__main__ import main
+    main()

models/en-es/best.ckpt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9164f350c6af50c21f9baedba82ab06f2c1a422be1d60d86d253c3fe64b1235e
+size 185821403

models/en-es/config.yaml

@@ -0,0 +1,68 @@
+name: en-es-transformer
+joeynmt_version: 2.3.0
+data:
+  train: ./train
+  dev: ./dev
+  test: ./test
+  dataset_type: plain
+  sample_train_subset: -1
+  src:
+    lang: en
+    max_length: 100
+    lowercase: false
+    level: bpe
+    voc_limit: 32000
+    voc_min_freq: 1
+    tokenizer_type: subword-nmt
+    tokenizer_cfg:
+      codes: ./bpe.codes
+      num_merges: 16000
+  trg:
+    lang: es
+    max_length: 100
+    lowercase: false
+    level: bpe
+    voc_limit: 32000
+    voc_min_freq: 1
+    tokenizer_type: subword-nmt
+    tokenizer_cfg:
+      codes: ./bpe.codes
+      num_merges: 16000
+testing:
+  n_best: 1
+  beam_size: 5
+  beam_alpha: 1.0
+  batch_size: 256
+  batch_type: sentence
+  max_output_length: 100
+  eval_metrics:
+  - bleu
+training:
+  model_dir: .
+  use_cuda: false
+  fp16: false
+model:
+  encoder:
+    type: transformer
+    num_layers: 3
+    num_heads: 4
+    embeddings:
+      embedding_dim: 256
+      scale: true
+      dropout: 0.1
+    hidden_size: 256
+    ff_size: 1024
+    dropout: 0.1
+    layer_norm: pre
+  decoder:
+    type: transformer
+    num_layers: 3
+    num_heads: 4
+    embeddings:
+      embedding_dim: 256
+      scale: true
+      dropout: 0.1
+    hidden_size: 256
+    ff_size: 1024
+    dropout: 0.1
+    layer_norm: pre

models/en-es/src_vocab.txt

@@ -0,0 +1,10338 @@
+<unk>
+<pad>
+<s>
+</s>
+the
+,
+.
+of
+to
+and
+in
+that
+a
+is
+we
+for
+i
+this
+on
+it
+be
+are
+as
+have
+not
+with
+which
+european
+will
+by
+has
+'
+mr
+at
+an
+commission
+would
+all
+also
+our
+should
+but
+from
+s
+must
+president
+there
+been
+you
+union
+-
+states
+can
+more
+parliament
+member
+or
+was
+its
+do
+they
+these
+council
+what
+like
+report
+their
+if
+one
+very
+europe
+us
+countries
+so
+my
+no
+(
+)
+about
+eu
+other
+who
+people
+only
+need
+new
+policy
+time
+:
+important
+now
+rights
+such
+because
+up
+–
+?
+therefore
+out
+am
+those
+however
+take
+when
+make
+support
+work
+some
+between
+being
+into
+any
+way
+committee
+them
+political
+commissioner
+than
+were
+made
+first
+many
+development
+believe
+proposal
+human
+issue
+debate
+;
+against
+say
+social
+un@@
+economic
+fact
+group
+just
+ted
+-@@
+even
+market
+point
+able
+years
+does
+how
+question
+right
+public
+today
+order
+two
+community
+had
+want
+world
+future
+directive
+state
+most
+agreement
+same
+well
+country
+re@@
+where
+cannot
+situation
+ting
+said
+citizens
+me
+could
+here
+possible
+international
+much
+think
+members
+too
+measures
+national
+good
+within
+part
+year
+vote
+both
+clear
+already
+common
+t
+your
+may
+still
+use
+view
+over
+see
+cooperation
+why
+he
+under
+know
+his
+hope
+course
+then
+thank
+mrs
+ts
+taken
+action
+es
+particular
+in@@
+last
+process
+house
+place
+own
+case
+security
+system
+without
+financial
+level
+united
+before
+rapporteur
+amendments
+ing
+gentlemen
+ladies
+number
+example
+means
+ensure
+government
+put
+area
+issues
+given
+information
+through
+great
+legal
+health
+energy
+end
+since
+protection
+s@@
+rules
+law
+problem
+presidency
+regard
+position
+set
+women
+programme
+problems
+services
+give
+budget
+trade
+particularly
+whether
+matter
+respect
+areas
+framework
+let
+treaty
+far
+necessary
+behalf
+after
+further
+again
+e
+certain
+basis
+done
+regulation
+proposals
+resolution
+legislation
+next
+terms
+amendment
+role
+adopted
+dis@@
+y
+different
+aid
+better
+present
+come
+wish
+progress
+tion
+strategy
+sector
+something
+decision
+ask
+needs
+research
+working
+t@@
+institutions
+continue
+m
+few
+change
+subject
+help
+concerned
+general
+forward
+opinion
+agree
+environment
+favour
+together
+go
+long
+another
+welcome
+e@@
+fundamental
+whole
+o@@
+safety
+three
+approach
+towards
+going
+shall
+during
+d@@
+transport
+every
+madam
+k@@
+g@@
+proposed
+result
+down
+industry
+principle
+second
+rather
+used
+clearly
+did
+affairs
+opportunity
+conditions
+ed
+yet
+including
+less
+democracy
+environmental
+specific
+importance
+ation
+employment
+a@@
+de@@
+current
+quite
+finally
+internal
+once
+i@@
+authorities
+become
+while
+resources
+responsibility
+negotiations
+especially
+provide
+greater
+b@@
+democratic
+million
+1
+procedure
+account
+reform
+indeed
+’s
+effective
+find
+having
+really
+call
+increase
+itself
+de
+each
+making
+freedom
+d
+based
+funds
+serious
+least
+policies
+deal
+taking
+society
+se
+peace
+control
+regions
+free
+although
+always
+things
+en@@
+achieve
+attention
+red
+points
+fully
+real
+access
+te
+third
+reason
+get
+hand
+products
+interests
+allow
+p
+enlargement
+growth
+major
+back
+difficult
+high
+implementation
+following
+‘@@
+words
+eur
+various
+look
+justice
+day
+efforts
+ro@@
+ta@@
+al
+competition
+voted
+concerns
+positive
+convention
+terrorism
+large
+m@@
+essential
+dialogue
+lisbon
+ti@@
+ate
+la@@
+an@@
+small
+money
+foreign
+aware
+objectives
+regional
+party
+food
+full
+life
+recent
+ding
+y@@
+court
+relations
+involved
+majority
+sed
+workers
+children
+interest
+companies
+often
+consider
+economy
+solution
+turkey
+quality
+decisions
+ma@@
+groups
+best
+certainly
+her
+step
+objective
+ago
+fight
+ated
+tions
+li@@
+education
+open
+form
+region
+concern
+might
+field
+agreements
+article
+mentioned
+line
+act
+ous
+developing
+initiative
+though
+accept
+f@@
+simply
+extremely
+questions
+led
+bring
+doing
+k
+others
+summit
+programmes
+standards
+meeting
+power
+global
+perhaps
+al@@
+force
+ds
+production
+concerning
+start
+constitution
+single
+compromise
+co@@
+themselves
+rule
+er
+h@@
+text
+lo@@
+russia
+management
+’
+main
+thing
+actually
+agenda
+create
+parties
+ly
+plan
+as@@
+agricultural
+available
+key
+c@@
+nations
+risk
+needed
+data
+results
+feel
+understand
+ded
+context
+appropriate
+cases
+u@@
+period
+improve
+currently
+secondly
+conference
+ally
+accession
+"
+2
+matters
+minister
+consumer
+civil
+sure
+upon
+war
+principles
+kind
+joint
+p@@
+draft
+firstly
+impact
+among
+months
+bo@@
+governments
+achieved
+w@@
+regards
+sustainable
+stability
+priority
+responsible
+due
+climate
+past
+nothing
+regarding
+china
+funding
+communication
+commitment
+systems
+true
+congratulate
+president-in-office
+ers
+mis@@
+consumers
+individual
+!
+c
+special
+enough
+reasons
+values
+pa@@
+longer
+reports
+sing
+activities
+over@@
+final
+be@@
+ri@@
+ca@@
+legislative
+idea
+makes
+solidarity
+l@@
+integration
+organisations
+relation
+tomorrow
+unfortunately
+fund
+comes
+fisheries
+prevent
+agreed
+little
+excellent
+play
+above
+external
+costs
+mean
+po@@
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+unas
+unfortun@@
+unida
+unido
+unir
+ustra@@
+valiente
+vay@@
+venir
+viour
+viva
+vive
+vivien@@
+volver
+voz
+ví@@
+when@@
+xito
+xxi
+£
+«
+­
+¹
+»
+¼
+áf@@
+ár@@
+éc@@
+és@@
+ë
+ì
+ías
+î@@
+ð@@
+ños
+ór@@
+ù@@
+ā@@
+ą@@
+ć@@
+đ@@
+ė@@
+ğ
+ı@@
+ķ@@
+ł
+ň
+ź@@
+ž
+ǔ
+̇@@
+κ
+τ
+а
+а@@
+б@@
+е@@
+м@@
+н
+о@@
+р
+ъ@@

templates/index.html

@@ -0,0 +1,448 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+  <meta charset="UTF-8">
+  <meta name="viewport" content="width=device-width, initial-scale=1.0">
+  <title>NMT Translator</title>
+  <link rel="preconnect" href="https://fonts.googleapis.com">
+  <link href="https://fonts.googleapis.com/css2?family=DM+Sans:ital,wght@0,400;0,500;0,600;0,700&family=JetBrains+Mono:wght@400;500&display=swap" rel="stylesheet">
+  <style>
+    *{margin:0;padding:0;box-sizing:border-box}
+    :root{
+      --bg:#08080d;
+      --surface:#111119;
+      --surface-2:#191924;
+      --border:#252535;
+      --border-hl:#4f46e5;
+      --text:#ebebf5;
+      --text-2:#9090a8;
+      --accent:#6366f1;
+      --accent-soft:rgba(99,102,241,.12);
+      --red:#ef4444;
+      --radius:14px;
+    }
+    body{
+      font-family:'DM Sans',-apple-system,BlinkMacSystemFont,sans-serif;
+      background:var(--bg);
+      color:var(--text);
+      min-height:100vh;
+      display:flex;
+      flex-direction:column;
+    }
+
+    /* ---- HEADER ---- */
+    .header{
+      text-align:center;
+      padding:40px 20px 0;
+    }
+    .header h1{
+      font-size:2rem;
+      font-weight:700;
+      letter-spacing:-.6px;
+      background:linear-gradient(135deg,#818cf8,#c084fc,#f472b6);
+      -webkit-background-clip:text;
+      -webkit-text-fill-color:transparent;
+      background-clip:text;
+    }
+    .header p{
+      color:var(--text-2);
+      font-size:.88rem;
+      margin-top:6px;
+    }
+
+    /* ---- MAIN ---- */
+    .main{
+      max-width:980px;
+      width:100%;
+      margin:0 auto;
+      padding:28px 20px 40px;
+      flex:1;
+    }
+
+    /* ---- LANGUAGE BAR ---- */
+    .lang-bar{
+      display:flex;
+      align-items:center;
+      justify-content:center;
+      gap:14px;
+      margin-bottom:22px;
+      flex-wrap:wrap;
+    }
+    .lang-select{
+      position:relative;
+    }
+    .lang-select select{
+      appearance:none;
+      -webkit-appearance:none;
+      background:var(--surface);
+      border:1px solid var(--border);
+      color:var(--text);
+      font-family:inherit;
+      font-size:.95rem;
+      font-weight:600;
+      padding:10px 38px 10px 16px;
+      border-radius:var(--radius);
+      cursor:pointer;
+      outline:none;
+      transition:border-color .2s;
+    }
+    .lang-select select:focus{
+      border-color:var(--border-hl);
+    }
+    .lang-select::after{
+      content:'\25BE';
+      position:absolute;
+      right:14px;
+      top:50%;
+      transform:translateY(-50%);
+      color:var(--text-2);
+      pointer-events:none;
+      font-size:.8rem;
+    }
+    .swap-btn{
+      width:42px;height:42px;
+      border-radius:50%;
+      border:1px solid var(--border);
+      background:var(--surface);
+      color:var(--accent);
+      cursor:pointer;
+      display:flex;align-items:center;justify-content:center;
+      font-size:1.3rem;
+      transition:all .25s;
+      flex-shrink:0;
+    }
+    .swap-btn:hover{
+      background:var(--accent-soft);
+      border-color:var(--accent);
+      transform:rotate(180deg);
+    }
+
+    /* ---- TRANSLATOR PANELS ---- */
+    .panels{
+      display:grid;
+      grid-template-columns:1fr 1fr;
+      gap:14px;
+    }
+    @media(max-width:660px){
+      .panels{grid-template-columns:1fr}
+    }
+    .panel{
+      background:var(--surface);
+      border:1px solid var(--border);
+      border-radius:var(--radius);
+      display:flex;flex-direction:column;
+      min-height:260px;
+      transition:border-color .2s;
+      overflow:hidden;
+    }
+    .panel:focus-within{border-color:var(--border-hl)}
+    .panel-head{
+      display:flex;
+      align-items:center;
+      justify-content:space-between;
+      padding:10px 14px;
+      border-bottom:1px solid var(--border);
+    }
+    .panel-head .label{
+      font-size:.75rem;font-weight:600;
+      text-transform:uppercase;letter-spacing:.7px;
+      color:var(--text-2);
+    }
+    .panel-head .meta{
+      font-family:'JetBrains Mono',monospace;
+      font-size:.72rem;color:var(--text-2);
+    }
+    .panel textarea{
+      flex:1;width:100%;padding:14px;
+      background:transparent;border:none;
+      color:var(--text);
+      font-family:'DM Sans',sans-serif;
+      font-size:1.02rem;line-height:1.65;
+      resize:none;outline:none;
+    }
+    .panel textarea::placeholder{color:var(--text-2);opacity:.55}
+    .output-area{
+      flex:1;padding:14px;
+      font-size:1.02rem;line-height:1.65;
+      white-space:pre-wrap;
+      overflow-y:auto;
+      min-height:180px;
+    }
+    .output-area.empty{color:var(--text-2);opacity:.45;font-style:italic}
+
+    /* ---- ACTIONS ---- */
+    .actions{
+      display:flex;justify-content:center;
+      gap:10px;margin-top:18px;
+    }
+    .btn{
+      font-family:inherit;font-size:.95rem;
+      border-radius:var(--radius);
+      cursor:pointer;transition:all .2s;
+      border:none;
+    }
+    .btn-primary{
+      padding:13px 52px;
+      background:linear-gradient(135deg,#6366f1,#8b5cf6);
+      color:#fff;font-weight:600;
+      letter-spacing:.2px;
+    }
+    .btn-primary:hover{
+      transform:translateY(-1px);
+      box-shadow:0 8px 28px rgba(99,102,241,.35);
+    }
+    .btn-primary:active{transform:translateY(0)}
+    .btn-primary:disabled{opacity:.45;cursor:not-allowed;transform:none;box-shadow:none}
+    .btn-ghost{
+      padding:13px 22px;
+      background:var(--surface);
+      color:var(--text-2);
+      border:1px solid var(--border);
+      font-weight:500;
+    }
+    .btn-ghost:hover{border-color:var(--text-2);color:var(--text)}
+    .copy-btn{
+      background:none;border:none;
+      color:var(--text-2);cursor:pointer;
+      font-size:.82rem;padding:3px 8px;
+      border-radius:6px;transition:all .2s;
+      font-family:inherit;
+    }
+    .copy-btn:hover{background:var(--surface-2);color:var(--text)}
+
+    /* ---- STATUS ---- */
+    .status{text-align:center;margin-top:14px;min-height:22px}
+    .status .err{color:var(--red);font-size:.88rem}
+    .status .info{color:var(--text-2);font-size:.82rem}
+    .spinner{
+      display:inline-block;width:16px;height:16px;
+      border:2px solid var(--border);
+      border-top-color:var(--accent);
+      border-radius:50%;
+      animation:spin .65s linear infinite;
+      vertical-align:middle;margin-right:6px;
+    }
+    @keyframes spin{to{transform:rotate(360deg)}}
+
+    /* ---- FOOTER ---- */
+    .footer{
+      text-align:center;padding:22px 20px;
+      color:var(--text-2);font-size:.76rem;
+      border-top:1px solid var(--border);
+    }
+    .footer a{color:var(--accent);text-decoration:none}
+    .badge{
+      display:inline-flex;align-items:center;gap:5px;
+      padding:3px 10px;
+      background:var(--accent-soft);
+      border:1px solid rgba(99,102,241,.18);
+      border-radius:6px;font-size:.72rem;
+      color:var(--accent);
+      font-family:'JetBrains Mono',monospace;
+      margin-bottom:6px;
+    }
+
+    /* ---- NO MODELS WARNING ---- */
+    .no-models{
+      text-align:center;padding:60px 20px;
+      color:var(--text-2);
+    }
+    .no-models h2{font-size:1.3rem;color:var(--text);margin-bottom:10px}
+    .no-models code{
+      display:inline-block;
+      background:var(--surface-2);
+      padding:2px 8px;border-radius:4px;
+      font-family:'JetBrains Mono',monospace;
+      font-size:.82rem;
+    }
+  </style>
+</head>
+<body>
+
+<div class="header">
+  <h1>NMT Translator</h1>
+  <p>Neural Machine Translation &mdash; JoeyNMT Transformer</p>
+</div>
+
+<div class="main">
+{% if pairs %}
+  <!-- Language selector bar -->
+  <div class="lang-bar">
+    <div class="lang-select">
+      <select id="pair-select">
+        {% for p in pairs %}
+        <option value="{{ p.key }}"
+                data-src="{{ p.src_lang }}" data-trg="{{ p.trg_lang }}"
+                data-src-name="{{ p.src_name }}" data-trg-name="{{ p.trg_name }}"
+                data-src-flag="{{ p.src_flag }}" data-trg-flag="{{ p.trg_flag }}">
+          {{ p.src_flag }} {{ p.src_name }}  &rarr;  {{ p.trg_flag }} {{ p.trg_name }}
+        </option>
+        {% endfor %}
+      </select>
+    </div>
+    <button class="swap-btn" id="swap-btn" title="Swap languages">&#8646;</button>
+  </div>
+
+  <!-- Translator panels -->
+  <div class="panels">
+    <div class="panel" id="src-panel">
+      <div class="panel-head">
+        <span class="label" id="src-label">Source</span>
+        <span class="meta" id="char-count">0 chars</span>
+      </div>
+      <textarea id="src-text" placeholder="Type or paste text here..." spellcheck="false"></textarea>
+    </div>
+
+    <div class="panel" id="trg-panel">
+      <div class="panel-head">
+        <span class="label" id="trg-label">Translation</span>
+        <button class="copy-btn" id="copy-btn" style="display:none">Copy</button>
+      </div>
+      <div class="output-area empty" id="output">Translation will appear here</div>
+    </div>
+  </div>
+
+  <!-- Buttons -->
+  <div class="actions">
+    <button class="btn btn-ghost" id="clear-btn">Clear</button>
+    <button class="btn btn-primary" id="go-btn">Translate</button>
+  </div>
+  <div class="status" id="status"></div>
+
+{% else %}
+  <div class="no-models">
+    <h2>No models found</h2>
+    <p>Place trained JoeyNMT models in <code>Assignment&nbsp;5/</code> subdirectories.<br>
+    Each needs: <code>best.ckpt</code>, <code>src_vocab.txt</code>, <code>trg_vocab.txt</code>,
+    <code>bpe.codes</code>, <code>joeynmt_config.yaml</code>, <code>joeynmt_wrapper.py</code></p>
+  </div>
+{% endif %}
+</div>
+
+<footer class="footer">
+  <div><span class="badge">Transformer &middot; 3L &middot; 4H &middot; 256d &middot; BPE-16k</span></div>
+  Built with <a href="https://github.com/joeynmt/joeynmt">JoeyNMT&nbsp;2.3</a> &middot; ML&nbsp;for&nbsp;NLP&nbsp;&mdash;&nbsp;Assignment&nbsp;5
+</footer>
+
+{% if pairs %}
+<script>
+const PAIRS = {{ pairs | tojson }};
+const sel    = document.getElementById('pair-select');
+const srcLbl = document.getElementById('src-label');
+const trgLbl = document.getElementById('trg-label');
+const srcTxt = document.getElementById('src-text');
+const output = document.getElementById('output');
+const status = document.getElementById('status');
+const goBtn  = document.getElementById('go-btn');
+const clrBtn = document.getElementById('clear-btn');
+const swpBtn = document.getElementById('swap-btn');
+const chars  = document.getElementById('char-count');
+const cpyBtn = document.getElementById('copy-btn');
+
+function cur(){ return PAIRS.find(p=>p.key===sel.value) }
+
+function updateLabels(){
+  const p = cur();
+  if(!p) return;
+  srcLbl.textContent = p.src_flag+' '+p.src_name;
+  trgLbl.textContent = p.trg_flag+' '+p.trg_name;
+}
+
+sel.addEventListener('change', ()=>{
+  updateLabels();
+  output.textContent='Translation will appear here';
+  output.classList.add('empty');
+  cpyBtn.style.display='none';
+  status.innerHTML='';
+});
+
+srcTxt.addEventListener('input', ()=>{
+  chars.textContent = srcTxt.value.length+' chars';
+});
+
+clrBtn.addEventListener('click', ()=>{
+  srcTxt.value='';
+  output.textContent='Translation will appear here';
+  output.classList.add('empty');
+  status.innerHTML='';
+  chars.textContent='0 chars';
+  cpyBtn.style.display='none';
+});
+
+swpBtn.addEventListener('click', ()=>{
+  const p = cur();
+  if(!p) return;
+  const rev = p.trg_lang+'-'+p.src_lang;
+  const opt = [...sel.options].find(o=>o.value===rev);
+  if(!opt){
+    status.innerHTML='<span class="err">No model for the reverse direction</span>';
+    return;
+  }
+  const oldSrc = srcTxt.value;
+  const oldOut = output.classList.contains('empty') ? '' : output.textContent;
+  sel.value = rev;
+  updateLabels();
+  if(oldOut){ srcTxt.value=oldOut; output.textContent=oldSrc; output.classList.remove('empty'); }
+  else { output.textContent='Translation will appear here'; output.classList.add('empty'); }
+  chars.textContent = srcTxt.value.length+' chars';
+  status.innerHTML='';
+});
+
+cpyBtn.addEventListener('click', ()=>{
+  if(!output.classList.contains('empty')){
+    navigator.clipboard.writeText(output.textContent).then(()=>{
+      cpyBtn.textContent='Copied!';
+      setTimeout(()=>{ cpyBtn.textContent='Copy'; },1400);
+    });
+  }
+});
+
+async function translate(){
+  const text = srcTxt.value.trim();
+  if(!text){ status.innerHTML='<span class="err">Please enter some text</span>'; return; }
+  const pair = sel.value;
+
+  goBtn.disabled=true;
+  goBtn.textContent='Translating\u2026';
+  status.innerHTML='<span class="info"><span class="spinner"></span>Translating \u2014 may take a moment on first request\u2026</span>';
+  output.textContent='';
+  output.classList.add('empty');
+  cpyBtn.style.display='none';
+
+  try{
+    const t0 = performance.now();
+    const r = await fetch('/translate',{
+      method:'POST',
+      headers:{'Content-Type':'application/json'},
+      body:JSON.stringify({pair, text}),
+    });
+    const d = await r.json();
+    const sec = ((performance.now()-t0)/1000).toFixed(1);
+
+    if(d.error){
+      output.textContent='Translation will appear here';
+      status.innerHTML='<span class="err">'+d.error+'</span>';
+    } else {
+      output.textContent = d.translation;
+      output.classList.remove('empty');
+      status.innerHTML='<span class="info">Done in '+sec+'s</span>';
+      cpyBtn.style.display='inline-block';
+    }
+  } catch(e){
+    status.innerHTML='<span class="err">Network error: '+e.message+'</span>';
+  } finally {
+    goBtn.disabled=false;
+    goBtn.textContent='Translate';
+  }
+}
+
+goBtn.addEventListener('click', translate);
+srcTxt.addEventListener('keydown', e=>{
+  if(e.key==='Enter'&&(e.ctrlKey||e.metaKey)){ e.preventDefault(); translate(); }
+});
+
+updateLabels();
+</script>
+{% endif %}
+</body>
+</html>