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andyx10
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ep-dashboards-qwen27b

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Tags:
interpretability
exemplar-partitioning
qwen
License:
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Cannot get the split names for the config 'default' of the dataset.
Exception:    SplitsNotFoundError
Message:      The split names could not be parsed from the dataset config.
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 290, in _generate_tables
                  pa_table = paj.read_json(
                      io.BytesIO(batch), read_options=paj.ReadOptions(block_size=block_size)
                  )
                File "pyarrow/_json.pyx", line 342, in pyarrow._json.read_json
                File "pyarrow/error.pxi", line 155, in pyarrow.lib.pyarrow_internal_check_status
                  return check_status(status)
                File "pyarrow/error.pxi", line 92, in pyarrow.lib.check_status
                  raise convert_status(status)
              pyarrow.lib.ArrowInvalid: JSON parse error: Column() changed from object to string in row 0
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/inspect.py", line 286, in get_dataset_config_info
                  for split_generator in builder._split_generators(
                                         ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      StreamingDownloadManager(base_path=builder.base_path, download_config=download_config)
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 101, in _split_generators
                  pa_table = next(iter(self._generate_tables(**splits[0].gen_kwargs, allow_full_read=False)))[1]
                             ~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 304, in _generate_tables
                  batch = json_encode_fields_in_json_lines(original_batch, json_field_paths)
                File "/usr/local/lib/python3.14/site-packages/datasets/utils/json.py", line 111, in json_encode_fields_in_json_lines
                  examples = [ujson_loads(line) for line in original_batch.splitlines()]
                              ~~~~~~~~~~~^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/utils/json.py", line 20, in ujson_loads
                  return pd.io.json.ujson_loads(*args, **kwargs)
                         ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^
              ValueError: Expected object or value
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/split_names.py", line 71, in compute_split_names_from_streaming_response
                  for split in get_dataset_split_names(
                               ~~~~~~~~~~~~~~~~~~~~~~~^
                      path=dataset,
                      ^^^^^^^^^^^^^
                      config_name=config,
                      ^^^^^^^^^^^^^^^^^^^
                      token=hf_token,
                      ^^^^^^^^^^^^^^^
                  )
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/inspect.py", line 340, in get_dataset_split_names
                  info = get_dataset_config_info(
                      path,
                  ...<6 lines>...
                      **config_kwargs,
                  )
                File "/usr/local/lib/python3.14/site-packages/datasets/inspect.py", line 291, in get_dataset_config_info
                  raise SplitsNotFoundError("The split names could not be parsed from the dataset config.") from err
              datasets.inspect.SplitsNotFoundError: The split names could not be parsed from the dataset config.

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EP Dashboards — Qwen3.6-27B

Exemplar-Partitioning dashboards for Qwen/Qwen3.6-27B over the Pile

Contents

layer θ regions (K) p equiv. dictionary
0 0.80 1,924 28 qwen3_6-27b_L0_t0p80_ctx128_cache_pile
0.85 841 33 qwen3_6-27b_L0_t0p85_ctx128_cache_pile
0.90 251 38 qwen3_6-27b_L0_t0p90_ctx128_cache_pile
1 0.80 3,078 26 qwen3_6-27b_L1_t0p80_ctx128_cache_pile
0.85 1,169 31 qwen3_6-27b_L1_t0p85_ctx128_cache_pile
0.90 313 36 qwen3_6-27b_L1_t0p90_ctx128_cache_pile
2 0.80 8,703 17 qwen3_6-27b_L2_t0p80_ctx128_cache_pile
0.85 4,103 21 qwen3_6-27b_L2_t0p85_ctx128_cache_pile
0.90 1,141 28 qwen3_6-27b_L2_t0p90_ctx128_cache_pile
3 0.80 7,752 22 qwen3_6-27b_L3_t0p80_ctx128_cache_pile
0.85 3,365 27 qwen3_6-27b_L3_t0p85_ctx128_cache_pile
0.90 894 33 qwen3_6-27b_L3_t0p90_ctx128_cache_pile
4 0.80 10,802 22 qwen3_6-27b_L4_t0p80_ctx128_cache_pile
0.85 4,234 26 qwen3_6-27b_L4_t0p85_ctx128_cache_pile
0.90 943 32 qwen3_6-27b_L4_t0p90_ctx128_cache_pile
5 0.80 12,005 20 qwen3_6-27b_L5_t0p80_ctx128_cache_pile
0.85 4,410 24 qwen3_6-27b_L5_t0p85_ctx128_cache_pile
0.90 932 30 qwen3_6-27b_L5_t0p90_ctx128_cache_pile
6 0.80 12,886 15 qwen3_6-27b_L6_t0p80_ctx128_cache_pile
0.85 4,394 19 qwen3_6-27b_L6_t0p85_ctx128_cache_pile
0.90 879 26 qwen3_6-27b_L6_t0p90_ctx128_cache_pile
7 0.80 13,998 16 qwen3_6-27b_L7_t0p80_ctx128_cache_pile
0.85 4,778 20 qwen3_6-27b_L7_t0p85_ctx128_cache_pile
0.90 975 26 qwen3_6-27b_L7_t0p90_ctx128_cache_pile
8 0.80 14,478 15 qwen3_6-27b_L8_t0p80_ctx128_cache_pile
0.85 4,885 19 qwen3_6-27b_L8_t0p85_ctx128_cache_pile
0.90 1,057 25 qwen3_6-27b_L8_t0p90_ctx128_cache_pile
9 0.80 13,737 14 qwen3_6-27b_L9_t0p80_ctx128_cache_pile
0.85 4,530 18 qwen3_6-27b_L9_t0p85_ctx128_cache_pile
0.90 893 25 qwen3_6-27b_L9_t0p90_ctx128_cache_pile
10 0.80 11,745 13 qwen3_6-27b_L10_t0p80_ctx128_cache_pile
0.85 3,596 18 qwen3_6-27b_L10_t0p85_ctx128_cache_pile
0.90 717 24 qwen3_6-27b_L10_t0p90_ctx128_cache_pile
11 0.80 9,298 15 qwen3_6-27b_L11_t0p80_ctx128_cache_pile
0.85 2,822 20 qwen3_6-27b_L11_t0p85_ctx128_cache_pile
0.90 590 26 qwen3_6-27b_L11_t0p90_ctx128_cache_pile
12 0.80 8,852 15 qwen3_6-27b_L12_t0p80_ctx128_cache_pile
0.85 2,644 20 qwen3_6-27b_L12_t0p85_ctx128_cache_pile
0.90 571 27 qwen3_6-27b_L12_t0p90_ctx128_cache_pile
13 0.80 10,167 12 qwen3_6-27b_L13_t0p80_ctx128_cache_pile
0.85 2,917 17 qwen3_6-27b_L13_t0p85_ctx128_cache_pile
0.90 613 24 qwen3_6-27b_L13_t0p90_ctx128_cache_pile
14 0.80 11,664 10 qwen3_6-27b_L14_t0p80_ctx128_cache_pile
0.85 3,211 14 qwen3_6-27b_L14_t0p85_ctx128_cache_pile
0.90 655 22 qwen3_6-27b_L14_t0p90_ctx128_cache_pile
15 0.80 12,978 8 qwen3_6-27b_L15_t0p80_ctx128_cache_pile
0.85 3,529 13 qwen3_6-27b_L15_t0p85_ctx128_cache_pile
0.90 720 20 qwen3_6-27b_L15_t0p90_ctx128_cache_pile
16 0.80 14,485 5 qwen3_6-27b_L16_t0p80_ctx128_cache_pile
0.85 3,767 9 qwen3_6-27b_L16_t0p85_ctx128_cache_pile
0.90 718 15 qwen3_6-27b_L16_t0p90_ctx128_cache_pile
17 0.80 15,180 4 qwen3_6-27b_L17_t0p80_ctx128_cache_pile
0.85 3,804 6 qwen3_6-27b_L17_t0p85_ctx128_cache_pile
0.90 703 11 qwen3_6-27b_L17_t0p90_ctx128_cache_pile
18 0.80 14,619 2 qwen3_6-27b_L18_t0p80_ctx128_cache_pile
0.85 3,712 4 qwen3_6-27b_L18_t0p85_ctx128_cache_pile
0.90 700 9 qwen3_6-27b_L18_t0p90_ctx128_cache_pile
19 0.80 16,150 2 qwen3_6-27b_L19_t0p80_ctx128_cache_pile
0.85 4,155 3 qwen3_6-27b_L19_t0p85_ctx128_cache_pile
0.90 797 7 qwen3_6-27b_L19_t0p90_ctx128_cache_pile
20 0.80 16,657 2 qwen3_6-27b_L20_t0p80_ctx128_cache_pile
0.85 4,600 3 qwen3_6-27b_L20_t0p85_ctx128_cache_pile
0.90 911 7 qwen3_6-27b_L20_t0p90_ctx128_cache_pile
21 0.80 17,513 2 qwen3_6-27b_L21_t0p80_ctx128_cache_pile
0.85 5,073 3 qwen3_6-27b_L21_t0p85_ctx128_cache_pile
0.90 1,080 7 qwen3_6-27b_L21_t0p90_ctx128_cache_pile
22 0.80 16,209 2 qwen3_6-27b_L22_t0p80_ctx128_cache_pile
0.85 4,824 4 qwen3_6-27b_L22_t0p85_ctx128_cache_pile
0.90 990 8 qwen3_6-27b_L22_t0p90_ctx128_cache_pile
23 0.80 18,102 2 qwen3_6-27b_L23_t0p80_ctx128_cache_pile
0.85 5,430 4 qwen3_6-27b_L23_t0p85_ctx128_cache_pile
0.90 1,100 8 qwen3_6-27b_L23_t0p90_ctx128_cache_pile
24 0.80 16,624 2 qwen3_6-27b_L24_t0p80_ctx128_cache_pile
0.85 4,923 4 qwen3_6-27b_L24_t0p85_ctx128_cache_pile
0.90 975 8 qwen3_6-27b_L24_t0p90_ctx128_cache_pile
25 0.80 18,412 2 qwen3_6-27b_L25_t0p80_ctx128_cache_pile
0.85 5,291 3 qwen3_6-27b_L25_t0p85_ctx128_cache_pile
0.90 952 7 qwen3_6-27b_L25_t0p90_ctx128_cache_pile
26 0.80 17,645 2 qwen3_6-27b_L26_t0p80_ctx128_cache_pile
0.85 4,559 4 qwen3_6-27b_L26_t0p85_ctx128_cache_pile
0.90 725 7 qwen3_6-27b_L26_t0p90_ctx128_cache_pile
27 0.80 18,728 2 qwen3_6-27b_L27_t0p80_ctx128_cache_pile
0.85 4,514 3 qwen3_6-27b_L27_t0p85_ctx128_cache_pile
0.90 693 7 qwen3_6-27b_L27_t0p90_ctx128_cache_pile
28 0.80 17,829 2 qwen3_6-27b_L28_t0p80_ctx128_cache_pile
0.85 3,928 3 qwen3_6-27b_L28_t0p85_ctx128_cache_pile
0.90 615 7 qwen3_6-27b_L28_t0p90_ctx128_cache_pile
29 0.80 18,681 2 qwen3_6-27b_L29_t0p80_ctx128_cache_pile
0.85 3,894 3 qwen3_6-27b_L29_t0p85_ctx128_cache_pile
0.90 580 7 qwen3_6-27b_L29_t0p90_ctx128_cache_pile
30 0.80 17,580 2 qwen3_6-27b_L30_t0p80_ctx128_cache_pile
0.85 3,557 3 qwen3_6-27b_L30_t0p85_ctx128_cache_pile
0.90 536 7 qwen3_6-27b_L30_t0p90_ctx128_cache_pile
31 0.80 22,474 2 qwen3_6-27b_L31_t0p80_ctx128_cache_pile
0.85 4,437 3 qwen3_6-27b_L31_t0p85_ctx128_cache_pile
0.90 635 7 qwen3_6-27b_L31_t0p90_ctx128_cache_pile
32 0.80 22,542 2 qwen3_6-27b_L32_t0p80_ctx128_cache_pile
0.85 4,341 3 qwen3_6-27b_L32_t0p85_ctx128_cache_pile
0.90 606 7 qwen3_6-27b_L32_t0p90_ctx128_cache_pile
33 0.80 18,825 2 qwen3_6-27b_L33_t0p80_ctx128_cache_pile
0.85 3,633 3 qwen3_6-27b_L33_t0p85_ctx128_cache_pile
0.90 531 7 qwen3_6-27b_L33_t0p90_ctx128_cache_pile
34 0.80 14,482 2 qwen3_6-27b_L34_t0p80_ctx128_cache_pile
0.85 2,917 4 qwen3_6-27b_L34_t0p85_ctx128_cache_pile
0.90 465 8 qwen3_6-27b_L34_t0p90_ctx128_cache_pile
35 0.80 13,527 3 qwen3_6-27b_L35_t0p80_ctx128_cache_pile
0.85 2,864 4 qwen3_6-27b_L35_t0p85_ctx128_cache_pile
0.90 498 8 qwen3_6-27b_L35_t0p90_ctx128_cache_pile
36 0.80 12,434 3 qwen3_6-27b_L36_t0p80_ctx128_cache_pile
0.85 2,948 5 qwen3_6-27b_L36_t0p85_ctx128_cache_pile
0.90 555 8 qwen3_6-27b_L36_t0p90_ctx128_cache_pile
37 0.80 13,363 3 qwen3_6-27b_L37_t0p80_ctx128_cache_pile
0.85 3,276 4 qwen3_6-27b_L37_t0p85_ctx128_cache_pile
0.90 604 8 qwen3_6-27b_L37_t0p90_ctx128_cache_pile
38 0.80 12,178 3 qwen3_6-27b_L38_t0p80_ctx128_cache_pile
0.85 3,138 5 qwen3_6-27b_L38_t0p85_ctx128_cache_pile
0.90 591 9 qwen3_6-27b_L38_t0p90_ctx128_cache_pile
39 0.80 13,272 3 qwen3_6-27b_L39_t0p80_ctx128_cache_pile
0.85 3,326 5 qwen3_6-27b_L39_t0p85_ctx128_cache_pile
0.90 642 9 qwen3_6-27b_L39_t0p90_ctx128_cache_pile
40 0.80 12,211 3 qwen3_6-27b_L40_t0p80_ctx128_cache_pile
0.85 3,125 5 qwen3_6-27b_L40_t0p85_ctx128_cache_pile
0.90 571 9 qwen3_6-27b_L40_t0p90_ctx128_cache_pile
41 0.80 11,989 3 qwen3_6-27b_L41_t0p80_ctx128_cache_pile
0.85 2,934 4 qwen3_6-27b_L41_t0p85_ctx128_cache_pile
0.90 537 8 qwen3_6-27b_L41_t0p90_ctx128_cache_pile
42 0.80 10,997 3 qwen3_6-27b_L42_t0p80_ctx128_cache_pile
0.85 2,559 5 qwen3_6-27b_L42_t0p85_ctx128_cache_pile
0.90 451 9 qwen3_6-27b_L42_t0p90_ctx128_cache_pile
43 0.80 9,540 3 qwen3_6-27b_L43_t0p80_ctx128_cache_pile
0.85 2,211 5 qwen3_6-27b_L43_t0p85_ctx128_cache_pile
0.90 389 9 qwen3_6-27b_L43_t0p90_ctx128_cache_pile
44 0.80 8,223 3 qwen3_6-27b_L44_t0p80_ctx128_cache_pile
0.85 1,887 5 qwen3_6-27b_L44_t0p85_ctx128_cache_pile
0.90 352 10 qwen3_6-27b_L44_t0p90_ctx128_cache_pile
45 0.80 8,091 3 qwen3_6-27b_L45_t0p80_ctx128_cache_pile
0.85 1,816 5 qwen3_6-27b_L45_t0p85_ctx128_cache_pile
0.90 341 10 qwen3_6-27b_L45_t0p90_ctx128_cache_pile
46 0.80 7,485 3 qwen3_6-27b_L46_t0p80_ctx128_cache_pile
0.85 1,699 5 qwen3_6-27b_L46_t0p85_ctx128_cache_pile
0.90 327 10 qwen3_6-27b_L46_t0p90_ctx128_cache_pile
47 0.80 7,614 2 qwen3_6-27b_L47_t0p80_ctx128_cache_pile
0.85 1,736 5 qwen3_6-27b_L47_t0p85_ctx128_cache_pile
0.90 336 9 qwen3_6-27b_L47_t0p90_ctx128_cache_pile
48 0.80 6,670 3 qwen3_6-27b_L48_t0p80_ctx128_cache_pile
0.85 1,573 5 qwen3_6-27b_L48_t0p85_ctx128_cache_pile
0.90 307 10 qwen3_6-27b_L48_t0p90_ctx128_cache_pile
49 0.80 6,025 3 qwen3_6-27b_L49_t0p80_ctx128_cache_pile
0.85 1,427 5 qwen3_6-27b_L49_t0p85_ctx128_cache_pile
0.90 294 9 qwen3_6-27b_L49_t0p90_ctx128_cache_pile
50 0.80 4,937 3 qwen3_6-27b_L50_t0p80_ctx128_cache_pile
0.85 1,229 5 qwen3_6-27b_L50_t0p85_ctx128_cache_pile
0.90 271 10 qwen3_6-27b_L50_t0p90_ctx128_cache_pile
51 0.80 5,374 3 qwen3_6-27b_L51_t0p80_ctx128_cache_pile
0.85 1,389 5 qwen3_6-27b_L51_t0p85_ctx128_cache_pile
0.90 302 10 qwen3_6-27b_L51_t0p90_ctx128_cache_pile
52 0.80 5,833 4 qwen3_6-27b_L52_t0p80_ctx128_cache_pile
0.85 1,557 6 qwen3_6-27b_L52_t0p85_ctx128_cache_pile
0.90 334 10 qwen3_6-27b_L52_t0p90_ctx128_cache_pile
53 0.80 6,529 3 qwen3_6-27b_L53_t0p80_ctx128_cache_pile
0.85 1,810 5 qwen3_6-27b_L53_t0p85_ctx128_cache_pile
0.90 384 10 qwen3_6-27b_L53_t0p90_ctx128_cache_pile
54 0.80 7,084 3 qwen3_6-27b_L54_t0p80_ctx128_cache_pile
0.85 1,987 5 qwen3_6-27b_L54_t0p85_ctx128_cache_pile
0.90 420 10 qwen3_6-27b_L54_t0p90_ctx128_cache_pile
55 0.80 8,752 3 qwen3_6-27b_L55_t0p80_ctx128_cache_pile
0.85 2,418 5 qwen3_6-27b_L55_t0p85_ctx128_cache_pile
0.90 513 10 qwen3_6-27b_L55_t0p90_ctx128_cache_pile
56 0.80 9,202 4 qwen3_6-27b_L56_t0p80_ctx128_cache_pile
0.85 2,576 6 qwen3_6-27b_L56_t0p85_ctx128_cache_pile
0.90 542 10 qwen3_6-27b_L56_t0p90_ctx128_cache_pile
57 0.80 10,390 4 qwen3_6-27b_L57_t0p80_ctx128_cache_pile
0.85 2,976 6 qwen3_6-27b_L57_t0p85_ctx128_cache_pile
0.90 613 11 qwen3_6-27b_L57_t0p90_ctx128_cache_pile
58 0.80 11,277 4 qwen3_6-27b_L58_t0p80_ctx128_cache_pile
0.85 3,257 7 qwen3_6-27b_L58_t0p85_ctx128_cache_pile
0.90 671 12 qwen3_6-27b_L58_t0p90_ctx128_cache_pile
59 0.80 13,154 3 qwen3_6-27b_L59_t0p80_ctx128_cache_pile
0.85 3,590 6 qwen3_6-27b_L59_t0p85_ctx128_cache_pile
0.90 704 11 qwen3_6-27b_L59_t0p90_ctx128_cache_pile
60 0.80 12,114 4 qwen3_6-27b_L60_t0p80_ctx128_cache_pile
0.85 3,371 6 qwen3_6-27b_L60_t0p85_ctx128_cache_pile
0.90 654 11 qwen3_6-27b_L60_t0p90_ctx128_cache_pile
61 0.80 12,285 3 qwen3_6-27b_L61_t0p80_ctx128_cache_pile
0.85 3,265 5 qwen3_6-27b_L61_t0p85_ctx128_cache_pile
0.90 625 10 qwen3_6-27b_L61_t0p90_ctx128_cache_pile
62 0.80 10,541 4 qwen3_6-27b_L62_t0p80_ctx128_cache_pile
0.85 2,760 6 qwen3_6-27b_L62_t0p85_ctx128_cache_pile
0.90 543 10 qwen3_6-27b_L62_t0p90_ctx128_cache_pile

Each dictionary folder holds:

file contents
regions_NNN.html region pages
regions_NNN.json embedded region pages
header.json dict metadata
vectors.npz exemplar and mean direction per region

Generated by EPDashboard.

  • In the original post, varying EP dictionaries work by picking the region radius θ indirecty (as the p-th percentile of pairwise centered-cosine distances over a calibration batch). This means dictionaries would be sorted by p values ∈ {1, 2, 4, 8, 10}. In this source, we set region radius θ directly instead, at 0.80 / 0.85 / 0.90 for every layer. This remediates some of the issues with standardizing across p value dictionaries (ie exploding region sizes: percentile-based builds in early layers exceeded 48,000 regions before a tenth of the corpus) Each dictionary here includes a p equiv. column, which is the percentile that would have produced its θ on that layer, for reference. We were motivated by the fact that θ(p) does not transfer across depth in this model: the median pairwise distance is ~1.00 at every layer measured (0.6% spread from L7 to L55), but the lower tail p reads varies ~200× (4.27% of pairs below distance 0.5 at L7 against 0.02% at L23). Fixing θ allows every region in the dataset to be the same size, so layers are comparable region by region.

References

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Paper for andyx10/ep-dashboards-qwen27b