Upload wav2vec2_optuna_job.py with huggingface_hub
Browse files- wav2vec2_optuna_job.py +4 -2
wav2vec2_optuna_job.py
CHANGED
|
@@ -18,7 +18,7 @@ WER gap. Objective = word accuracy (1 - WER) with LM decoding.
|
|
| 18 |
fp32 (not fp16): CTC's log-sum-exp overflows to nan in fp16. Runs on T4 at batch 4.
|
| 19 |
Output: best LoRA ADAPTER + the LM → HF_PUSH_REPO/subfolder (kept separate, swappable).
|
| 20 |
"""
|
| 21 |
-
import os, re, gc, random, subprocess, tempfile, logging
|
| 22 |
import numpy as np
|
| 23 |
import requests, soundfile as sf, librosa, torch
|
| 24 |
from pathlib import Path
|
|
@@ -123,7 +123,9 @@ def build_lm_decoder():
|
|
| 123 |
subprocess.run("git clone --depth 1 https://github.com/kpu/kenlm.git /tmp/klm", shell=True, check=True)
|
| 124 |
subprocess.run("cmake -S /tmp/klm -B /tmp/klm/build -DCMAKE_BUILD_TYPE=Release && "
|
| 125 |
"cmake --build /tmp/klm/build -j4 --target lmplz build_binary", shell=True, check=True)
|
| 126 |
-
|
|
|
|
|
|
|
| 127 |
subprocess.run(f"/tmp/klm/build/bin/lmplz -o {LM_ORDER} --discount_fallback "
|
| 128 |
f"< /tmp/corpus.txt > /tmp/lm.arpa", shell=True, check=True)
|
| 129 |
from pyctcdecode import build_ctcdecoder
|
|
|
|
| 18 |
fp32 (not fp16): CTC's log-sum-exp overflows to nan in fp16. Runs on T4 at batch 4.
|
| 19 |
Output: best LoRA ADAPTER + the LM → HF_PUSH_REPO/subfolder (kept separate, swappable).
|
| 20 |
"""
|
| 21 |
+
import os, re, gc, sys, random, subprocess, tempfile, logging
|
| 22 |
import numpy as np
|
| 23 |
import requests, soundfile as sf, librosa, torch
|
| 24 |
from pathlib import Path
|
|
|
|
| 123 |
subprocess.run("git clone --depth 1 https://github.com/kpu/kenlm.git /tmp/klm", shell=True, check=True)
|
| 124 |
subprocess.run("cmake -S /tmp/klm -B /tmp/klm/build -DCMAKE_BUILD_TYPE=Release && "
|
| 125 |
"cmake --build /tmp/klm/build -j4 --target lmplz build_binary", shell=True, check=True)
|
| 126 |
+
# Install into THIS uv venv (plain `pip` hits the wrong env under `uv run --script`).
|
| 127 |
+
subprocess.run(["uv", "pip", "install", "--python", sys.executable,
|
| 128 |
+
"https://github.com/kpu/kenlm/archive/master.zip"], check=True)
|
| 129 |
subprocess.run(f"/tmp/klm/build/bin/lmplz -o {LM_ORDER} --discount_fallback "
|
| 130 |
f"< /tmp/corpus.txt > /tmp/lm.arpa", shell=True, check=True)
|
| 131 |
from pyctcdecode import build_ctcdecoder
|