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request_id string | attempt_id string | run_id string | collection string | purpose string | model string | provider string | task_id string | instance_id string | variant string | condition string | prompt string | expected_answer string | reasoning string | reasoning_source string | content string | tool_calls_json string | response_id string | finish_reason string | error_json string | request_json string | response_json string | requested_provider_json string | reasoning_config_json string | request_artifact string | response_artifact string | sse_artifact string | wire_response_artifact string | artifact_mtime_utc string | request_number int64 | http_status int64 | max_output_tokens int64 | seed int64 | prompt_tokens int64 | completion_tokens int64 | reasoning_tokens int64 | elapsed_seconds float64 | request_timeout_seconds float64 | temperature float64 | reported_cost_usd float64 | tools_enabled bool | tools_condition bool | has_saved_result bool | normalization_notes_json string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
scratch/snowball-v01-oneshot-pilot-20261031-01/preflight/traces/easy-tools/0001-protocol-01/request-01.json | scratch/snowball-v01-oneshot-pilot-20261031-01/preflight/traces/easy-tools/0001-protocol-01 | scratch/snowball-v01-oneshot-pilot-20261031-01 | snowball-v01-oneshot-pilot-20261031-01 | preflight | open-athena/Marin-Snowball-67B-A2B-v0.1 | Marin/vLLM | protocol | protocol/01 | easy | easy-tools | Use Python to compute 314159265 * 2718281828. End with Final answer: on its own line and the integer product on the next line. | 853973421147336420 | I need to compute 314159265 * 2718281828 using Python. I'll write a simple script to do this multiplication and print the result. | response_json | null | [{"id":"call_1_0","type":"function","function":{"name":"python","arguments":"{\"code\": \"print(314159265 * 2718281828)\"}"}}] | chatcmpl-ac369c04de53d3b3 | tool_calls | null | {
"model": "open-athena/Marin-Snowball-67B-A2B-v0.1",
"max_tokens": 32768,
"temperature": 0.7,
"seed": 20261029,
"stream": true,
"stream_options": {
"include_usage": true
},
"messages": [
{
"role": "user",
"content": "Calculate 123456789 * 987654321. You may explain your work. End wi... | {
"request_number": 1,
"request_max_tokens": 32768,
"http_status": 200,
"id": "chatcmpl-ac369c04de53d3b3",
"model": "open-athena/Marin-Snowball-67B-A2B-v0.1",
"finish_reason": "tool_calls",
"usage": {
"prompt_tokens": 469,
"total_tokens": 532,
"completion_tokens": 63
},
"server_finish_reas... | null | {"enable_thinking":true,"xml_tools":[{"type":"function","function":{"name":"python","description":"Execute Python 3.12.9 code with the standard library and NumPy 2.5.4. Biopython is not installed. Networking and subprocesses are disabled; only runtime files and this example's working directory are readable. Use print()... | scratch/snowball-v01-oneshot-pilot-20261031-01/preflight/traces/easy-tools/0001-protocol-01/request-01.json | scratch/snowball-v01-oneshot-pilot-20261031-01/preflight/traces/easy-tools/0001-protocol-01/response-01.json | scratch/snowball-v01-oneshot-pilot-20261031-01/preflight/traces/easy-tools/0001-protocol-01/response-01.sse | null | 2026-10-31T17:06:02.484086+00:00 | 1 | 200 | 32,768 | 20,261,029 | 469 | 63 | null | 0.728957 | 1,800 | 0.7 | null | true | true | true | null |
scratch/snowball-v01-oneshot-pilot-20261031-01/preflight/traces/easy-tools/0001-protocol-01/request-02.json | scratch/snowball-v01-oneshot-pilot-20261031-01/preflight/traces/easy-tools/0001-protocol-01 | scratch/snowball-v01-oneshot-pilot-20261031-01 | snowball-v01-oneshot-pilot-20261031-01 | preflight | open-athena/Marin-Snowball-67B-A2B-v0.1 | Marin/vLLM | protocol | protocol/01 | easy | easy-tools | Use Python to compute 314159265 * 2718281828. End with Final answer: on its own line and the integer product on the next line. | 853973421147336420 | The output shows the product is 853973421147336420.
Final answer:
853973421147336420<|eot_id|> | response_json | null | null | chatcmpl-a9cde256bf1ebf44 | stop | null | {
"model": "open-athena/Marin-Snowball-67B-A2B-v0.1",
"max_tokens": 32705,
"temperature": 0.7,
"seed": 20261029,
"stream": true,
"stream_options": {
"include_usage": true
},
"messages": [
{
"role": "user",
"content": "Calculate 123456789 * 987654321. You may explain your work. End wi... | {
"request_number": 2,
"request_max_tokens": 32705,
"http_status": 200,
"id": "chatcmpl-a9cde256bf1ebf44",
"model": "open-athena/Marin-Snowball-67B-A2B-v0.1",
"finish_reason": "stop",
"usage": {
"prompt_tokens": 590,
"total_tokens": 615,
"completion_tokens": 25
},
"elapsed_seconds": 0.4260... | null | {"enable_thinking":true,"xml_tools":[{"type":"function","function":{"name":"python","description":"Execute Python 3.12.9 code with the standard library and NumPy 2.5.4. Biopython is not installed. Networking and subprocesses are disabled; only runtime files and this example's working directory are readable. Use print()... | scratch/snowball-v01-oneshot-pilot-20261031-01/preflight/traces/easy-tools/0001-protocol-01/request-02.json | scratch/snowball-v01-oneshot-pilot-20261031-01/preflight/traces/easy-tools/0001-protocol-01/response-02.json | scratch/snowball-v01-oneshot-pilot-20261031-01/preflight/traces/easy-tools/0001-protocol-01/response-02.sse | null | 2026-10-31T17:06:03.259907+00:00 | 2 | 200 | 32,705 | 20,261,029 | 590 | 25 | null | 0.426004 | 1,800 | 0.7 | null | true | true | true | null |
scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0001-cds.translate-01/request-01.json | scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0001-cds.translate-01 | scratch/snowball-v01-oneshot-pilot-20261031-01 | snowball-v01-oneshot-pilot-20261031-01 | one_shot_tool_followup | open-athena/Marin-Snowball-67B-A2B-v0.1 | Marin/vLLM | cds.translate | cds.translate/01 | easy | easy-tools | ## Task
Translate this CDS using NCBI genetic code 11.
## Inputs
DNA inputs are 5′→3′ coding strands. Ignore whitespace between bases.
```json
{
"cds": "ATGGAACTGGAACCGCTGGAAGAAGGCAGCGGCGAAAGCACCGAAGCAGCCCAATGGCAGGTTGACTGA"
}
```
## Rules
- Use the annotated first codon as the initiator. Stop at the first in-fr... | MELEPLEEGSGESTEAAQWQVD | I need to:
1. Calculate 123456789 * 987654321. The output shows this is 121932631112635269.
2. Then translate the CDS using NCBI genetic code 11.
Let me first parse the CDS sequence.
The CDS is: "ATGGAACTGGAACCGCTGGAAGAAGGCAGCGGCGAAAGCACCGAAGCAGCCCAATGGCAGGTTGACTGA"
Wait, the task says: "Calculate 123456789 * 987654... | response_json | null | [{"id":"call_1_0","type":"function","function":{"name":"python","arguments":"{\"code\": \"cds = \\\"ATGGAACTGGAACCGCTGGAAGAAGGCAGCGGCGAAAGCACCGAAGCAGCCCAATGGCAGGTTGACTGA\\\"\\n\\n# Split into codons\\ncodons = [cds[i:i+3] for i in range(0, len(cds), 3)]\\nprint(\\\"Codons:\\\", codons)\\nprint(\\\"Number of codons:\\\"... | chatcmpl-ace4116aff4aaff4 | tool_calls | null | {
"model": "open-athena/Marin-Snowball-67B-A2B-v0.1",
"max_tokens": 32768,
"temperature": 0.7,
"seed": 20261029,
"stream": true,
"stream_options": {
"include_usage": true
},
"messages": [
{
"role": "user",
"content": "Calculate 123456789 * 987654321. You may explain your work. End wi... | {
"request_number": 1,
"request_max_tokens": 32768,
"http_status": 200,
"id": "chatcmpl-ace4116aff4aaff4",
"model": "open-athena/Marin-Snowball-67B-A2B-v0.1",
"finish_reason": "tool_calls",
"usage": {
"prompt_tokens": 958,
"total_tokens": 4426,
"completion_tokens": 3468
},
"server_finish_r... | null | {"enable_thinking":true,"xml_tools":[{"type":"function","function":{"name":"python","description":"Execute Python 3.12.9 code with the standard library and NumPy 2.5.4. Biopython is not installed. Networking and subprocesses are disabled; only runtime files and this example's working directory are readable. Use print()... | scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0001-cds.translate-01/request-01.json | scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0001-cds.translate-01/response-01.json | scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0001-cds.translate-01/response-01.sse | null | 2026-10-31T17:06:03.730860+00:00 | 1 | 200 | 32,768 | 20,261,029 | 958 | 3,468 | null | 33.82942 | 1,800 | 0.7 | null | true | true | true | null |
"scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0001-cds.translate-01/request-02.j(...TRUNCATED) | scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0001-cds.translate-01 | scratch/snowball-v01-oneshot-pilot-20261031-01 | snowball-v01-oneshot-pilot-20261031-01 | one_shot_tool_followup | open-athena/Marin-Snowball-67B-A2B-v0.1 | Marin/vLLM | cds.translate | cds.translate/01 | easy | easy-tools | "## Task\n\nTranslate this CDS using NCBI genetic code 11.\n\n## Inputs\n\nDNA inputs are 5′→3(...TRUNCATED) | MELEPLEEGSGESTEAAQWQVD | "The codons list shows:\n\n['ATG', 'GAA', 'CTG', 'GAA', 'CCG', 'CTG', 'GAA', 'GAA', 'GGC', 'AGC', 'G(...TRUNCATED) | response_json | "```python\ncds = \"ATGGAACTGGAACCGCTGGAAGAAGGCAGCGGCGAAAGCACCGAAGCAGCCCAATGGCAGGTTGACTGA\"\n\n# Spl(...TRUNCATED) | null | chatcmpl-99449bf6b5ec5c73 | stop | null | "{\n \"model\": \"open-athena/Marin-Snowball-67B-A2B-v0.1\",\n \"max_tokens\": 29300,\n \"tempera(...TRUNCATED) | "{\n \"request_number\": 2,\n \"request_max_tokens\": 29300,\n \"http_status\": 200,\n \"id\": \(...TRUNCATED) | null | "{\"enable_thinking\":true,\"xml_tools\":[{\"type\":\"function\",\"function\":{\"name\":\"python\",\(...TRUNCATED) | "scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0001-cds.translate-01/request-02.j(...TRUNCATED) | "scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0001-cds.translate-01/response-02.(...TRUNCATED) | "scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0001-cds.translate-01/response-02.(...TRUNCATED) | null | 2026-10-31T17:06:37.607410+00:00 | 2 | 200 | 29,300 | 20,261,029 | 4,928 | 12,976 | null | 119.207423 | 1,800 | 0.7 | null | true | true | true | null |
"scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0002-variant.frame_status-01/reque(...TRUNCATED) | scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0002-variant.frame_status-01 | scratch/snowball-v01-oneshot-pilot-20261031-01 | snowball-v01-oneshot-pilot-20261031-01 | one_shot_tool_followup | open-athena/Marin-Snowball-67B-A2B-v0.1 | Marin/vLLM | variant.frame_status | variant.frame_status/01 | easy | easy-tools | "## Task\n\nTrack the change in reading-frame phase after each insertion or deletion, and report the(...TRUNCATED) | {"edits":[{"edit_index":1,"phase":0},{"edit_index":2,"phase":2}],"final_phase":2} | "I need to understand the task.\n\nWe have a CDS sequence: \"GTGGAAGCGACAGACCAGGGCTGTGGCCCTGAACACCTT(...TRUNCATED) | response_json | "{\n \"edits\": [\n {\n \"edit_index\": 1,\n \"phase\": 0\n },\n {\n \"edit(...TRUNCATED) | null | chatcmpl-a43a38b057272cf3 | stop | null | "{\n \"model\": \"open-athena/Marin-Snowball-67B-A2B-v0.1\",\n \"max_tokens\": 32768,\n \"tempera(...TRUNCATED) | "{\n \"request_number\": 1,\n \"request_max_tokens\": 32768,\n \"http_status\": 200,\n \"id\": \(...TRUNCATED) | null | "{\"enable_thinking\":true,\"xml_tools\":[{\"type\":\"function\",\"function\":{\"name\":\"python\",\(...TRUNCATED) | "scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0002-variant.frame_status-01/reque(...TRUNCATED) | "scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0002-variant.frame_status-01/respo(...TRUNCATED) | "scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0002-variant.frame_status-01/respo(...TRUNCATED) | null | 2026-10-31T17:06:03.727961+00:00 | 1 | 200 | 32,768 | 20,261,029 | 946 | 3,692 | null | 36.329045 | 1,800 | 0.7 | null | true | true | true | null |
scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0003-stats.cai-01/request-01.json | scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0003-stats.cai-01 | scratch/snowball-v01-oneshot-pilot-20261031-01 | snowball-v01-oneshot-pilot-20261031-01 | one_shot_tool_followup | open-athena/Marin-Snowball-67B-A2B-v0.1 | Marin/vLLM | stats.cai | stats.cai/01 | easy | easy-tools | "## Task\n\nCalculate CAI using the supplied codon weights.\n\n## Inputs\n\nDNA inputs are 5′→3(...TRUNCATED) | 0.66195 | "I need to:\n1. Parse the CDS DNA sequence: \"ATGTACGGTAACAACGGAAAACGTATGCCTGACCGCCCGGAGATGGATGATTTG(...TRUNCATED) | response_json | null | "[{\"id\":\"call_1_0\",\"type\":\"function\",\"function\":{\"name\":\"python\",\"arguments\":\"{\\\"(...TRUNCATED) | chatcmpl-b5e3bdc7d69a2996 | tool_calls | null | "{\n \"model\": \"open-athena/Marin-Snowball-67B-A2B-v0.1\",\n \"max_tokens\": 32768,\n \"tempera(...TRUNCATED) | "{\n \"request_number\": 1,\n \"request_max_tokens\": 32768,\n \"http_status\": 200,\n \"id\": \(...TRUNCATED) | null | "{\"enable_thinking\":true,\"xml_tools\":[{\"type\":\"function\",\"function\":{\"name\":\"python\",\(...TRUNCATED) | scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0003-stats.cai-01/request-01.json | "scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0003-stats.cai-01/response-01.json(...TRUNCATED) | scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0003-stats.cai-01/response-01.sse | null | 2026-10-31T17:06:03.746417+00:00 | 1 | 200 | 32,768 | 20,261,029 | 1,102 | 1,243 | null | 12.419684 | 1,800 | 0.7 | null | true | true | true | null |
scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0003-stats.cai-01/request-02.json | scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0003-stats.cai-01 | scratch/snowball-v01-oneshot-pilot-20261031-01 | snowball-v01-oneshot-pilot-20261031-01 | one_shot_tool_followup | open-athena/Marin-Snowball-67B-A2B-v0.1 | Marin/vLLM | stats.cai | stats.cai/01 | easy | easy-tools | "## Task\n\nCalculate CAI using the supplied codon weights.\n\n## Inputs\n\nDNA inputs are 5′→3(...TRUNCATED) | 0.66195 | "The computation shows CAI ≈ 0.6619501839293747. Rounded to 6 decimal places: 0.661950.\n\nLet me (...TRUNCATED) | response_json | "The CAI is calculated as the geometric mean of the codon weights for the coding sequence, excluding(...TRUNCATED) | null | chatcmpl-a573a9126f203cfa | stop | null | "{\n \"model\": \"open-athena/Marin-Snowball-67B-A2B-v0.1\",\n \"max_tokens\": 31525,\n \"tempera(...TRUNCATED) | "{\n \"request_number\": 2,\n \"request_max_tokens\": 31525,\n \"http_status\": 200,\n \"id\": \(...TRUNCATED) | null | "{\"enable_thinking\":true,\"xml_tools\":[{\"type\":\"function\",\"function\":{\"name\":\"python\",\(...TRUNCATED) | scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0003-stats.cai-01/request-02.json | "scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0003-stats.cai-01/response-02.json(...TRUNCATED) | scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0003-stats.cai-01/response-02.sse | null | 2026-10-31T17:06:16.210066+00:00 | 2 | 200 | 31,525 | 20,261,029 | 3,008 | 1,616 | null | 15.870178 | 1,800 | 0.7 | null | true | true | true | null |
"scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0004-protein.trypsin_digest-01/req(...TRUNCATED) | scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0004-protein.trypsin_digest-01 | scratch/snowball-v01-oneshot-pilot-20261031-01 | snowball-v01-oneshot-pilot-20261031-01 | one_shot_tool_followup | open-athena/Marin-Snowball-67B-A2B-v0.1 | Marin/vLLM | protein.trypsin_digest | protein.trypsin_digest/01 | easy | easy-tools | "## Task\n\nList the fragments produced by a complete trypsin digest of the encoded protein.\n\n## I(...TRUNCATED) | "[{\"end\":15,\"peptide\":\"MIGSFPSGEVQGQGR\",\"start\":1},{\"end\":16,\"peptide\":\"G\",\"start\":1(...TRUNCATED) | "We need to parse the CDS: \"ATGATTGGTTCATTTCCATCTGGTGAAGTTCAAGGACAAGGCCGGGGTTAA\"\n\nThis is a DNA (...TRUNCATED) | response_json | "The protein sequence derived from the CDS is:\n\n- ATG → M\n- ATT → I\n- GGT → G\n- TCA → S(...TRUNCATED) | null | chatcmpl-a15c0ec272c22ec6 | stop | null | "{\n \"model\": \"open-athena/Marin-Snowball-67B-A2B-v0.1\",\n \"max_tokens\": 32768,\n \"tempera(...TRUNCATED) | "{\n \"request_number\": 1,\n \"request_max_tokens\": 32768,\n \"http_status\": 200,\n \"id\": \(...TRUNCATED) | null | "{\"enable_thinking\":true,\"xml_tools\":[{\"type\":\"function\",\"function\":{\"name\":\"python\",\(...TRUNCATED) | "scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0004-protein.trypsin_digest-01/req(...TRUNCATED) | "scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0004-protein.trypsin_digest-01/res(...TRUNCATED) | "scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0004-protein.trypsin_digest-01/res(...TRUNCATED) | null | 2026-10-31T17:06:03.725108+00:00 | 1 | 200 | 32,768 | 20,261,029 | 1,142 | 6,206 | null | 60.448617 | 1,800 | 0.7 | null | true | true | true | null |
"scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0005-rna.max_pair_fold-01/request-(...TRUNCATED) | scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0005-rna.max_pair_fold-01 | scratch/snowball-v01-oneshot-pilot-20261031-01 | snowball-v01-oneshot-pilot-20261031-01 | one_shot_tool_followup | open-athena/Marin-Snowball-67B-A2B-v0.1 | Marin/vLLM | rna.max_pair_fold | rna.max_pair_fold/01 | easy | easy-tools | "## Task\n\nFind a noncrossing RNA structure with the largest possible number of canonical Watson–(...TRUNCATED) | (((..(((((((..(.(((....)))))))))).)).)....).. | "We have a coding DNA sequence: \"ATGAAGCGCGATGGCCTGCCAACGCAGATCGCGGCCGACGAGTGA\". That's the coding(...TRUNCATED) | response_json | null | null | chatcmpl-85846c2239ebe6c9 | length | null | "{\n \"model\": \"open-athena/Marin-Snowball-67B-A2B-v0.1\",\n \"max_tokens\": 32768,\n \"tempera(...TRUNCATED) | "{\n \"request_number\": 1,\n \"request_max_tokens\": 32768,\n \"http_status\": 200,\n \"id\": \(...TRUNCATED) | null | "{\"enable_thinking\":true,\"xml_tools\":[{\"type\":\"function\",\"function\":{\"name\":\"python\",\(...TRUNCATED) | "scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0005-rna.max_pair_fold-01/request-(...TRUNCATED) | "scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0005-rna.max_pair_fold-01/response(...TRUNCATED) | "scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0005-rna.max_pair_fold-01/response(...TRUNCATED) | null | 2026-10-31T17:06:03.716959+00:00 | 1 | 200 | 32,768 | 20,261,029 | 856 | 32,768 | null | 279.072943 | 1,800 | 0.7 | null | true | true | true | null |
"scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0006-design.expose_rna_window-01/r(...TRUNCATED) | scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0006-design.expose_rna_window-01 | scratch/snowball-v01-oneshot-pilot-20261031-01 | snowball-v01-oneshot-pilot-20261031-01 | one_shot_tool_followup | open-athena/Marin-Snowball-67B-A2B-v0.1 | Marin/vLLM | design.expose_rna_window | design.expose_rna_window/01 | easy | easy-tools | "## Task\n\nUse permitted synonymous DNA substitutions to break the listed RNA stem pairs involving (...TRUNCATED) | TTGAAAGCCACCGGCTTTCTTTGA | "Let's parse the problem.\n\nWe have a DNA sequence (coding strand) of length? Let's see.\n\n`cds: \(...TRUNCATED) | response_json | "Explanation:\n- The candidate pair [6,15] must be broken because position 6 lies inside the targe(...TRUNCATED) | null | chatcmpl-9dd39b2e05b6b8ee | stop | null | "{\n \"model\": \"open-athena/Marin-Snowball-67B-A2B-v0.1\",\n \"max_tokens\": 32768,\n \"tempera(...TRUNCATED) | "{\n \"request_number\": 1,\n \"request_max_tokens\": 32768,\n \"http_status\": 200,\n \"id\": \(...TRUNCATED) | null | "{\"enable_thinking\":true,\"xml_tools\":[{\"type\":\"function\",\"function\":{\"name\":\"python\",\(...TRUNCATED) | "scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0006-design.expose_rna_window-01/r(...TRUNCATED) | "scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0006-design.expose_rna_window-01/r(...TRUNCATED) | "scratch/snowball-v01-oneshot-pilot-20261031-01/traces/easy-tools/0006-design.expose_rna_window-01/r(...TRUNCATED) | null | 2026-10-31T17:06:03.737406+00:00 | 1 | 200 | 32,768 | 20,261,029 | 1,241 | 4,638 | null | 45.317533 | 1,800 | 0.7 | null | true | true | true | null |
CDS-bench evaluation traces (PR #2)
Saved API traces associated with Open-Athena/cds-bench PR #2.
Snapshot: 2026-10-31T17:19:13.229524+00:00. Source commit: cc73060505d9a2cd60737d693b1d45ba9585e0a3.
See the benchmark and PR for task definitions and comparable evaluation results.
This archive includes all discovered saved full-run, pilot, smoke, retry, preflight, interrupted and provider/tool-diagnostic traces in the listed source collections. These purposes are labeled separately; the entire archive is not one comparable benchmark run. Historical duplicate hard variants, failed requests and interrupted attempts are retained. No new inference or rescoring was performed. included_in_main_comparison identifies the 13,040 attempts in the final four-model comparison; other attempts remain available for analysis.
| Configuration | Rows | Meaning |
|---|---|---|
requests (default) |
27,942 | One saved API request/response round, including returned reasoning, full JSON payloads, provider, token usage, request latency when recorded, and artifact references. |
attempts |
15,342 | One local attempt directory, with prompt, reference answer, original score/final, raw assistant text, run purpose and completion state. |
tools |
12,636 | Python calls, code, stdout/stderr and execution results. |
runs |
56 | Saved configurations, summary/status and billing metadata. |
artifacts |
196,768 | Every archived source text file, with its compressed bundle, member path, original/export SHA-256 hashes, sizes and timestamps. |
Each configuration has one all split. Original easy/hard and tools/no-tools conditions are fields, not training splits. JSON-valued columns are strings, parsed with json.loads. IDs are stable source-relative paths. request_id joins to artifacts.artifact_id; attempt_id joins requests and tools to attempts. run_id joins configurations. Nullable fields mean information was not recorded or returned; missing reasoning, time, usage and charges are not imputed. Artifact modification times are provenance timestamps, not measured request start times. Explicit retry-directory labels are retained without inferring hidden provider retries.
normalization_notes_json records unusual source types encountered in scalar columns; the unchanged source structure remains in JSON artifacts. Native Snowball cost and reasoning-only token counts are null because its API does not expose them separately, despite zero placeholders in some original client bookkeeping.
reasoning is the text returned by the provider, not a claim to expose unreturned internal reasoning. Its source is recorded; opaque reasoning details and native tags remain in JSON/SSE artifacts. Some early or incomplete streams are reconstructed for the queryable text column, while source streams are preserved. Original scoring categories are copied where available, with their source stated; malformed output is not repaired. Diagnostic/preflight scores should not be interpreted as benchmark results.
archives/*.tar.gz contain sanitized source JSON, SSE streams, prompts, answers, tool records, logs, scripts and operational metadata. The artifact index locates every member. Credentials, private capability endpoints, private model-storage locations and local home/repository paths are redacted or normalized. Public checkpoint identity is preserved; source/export hashes document any changed bytes. Private access files and sandbox sentinel files are excluded. manifest.json records inventory, coverage, redaction counts and bundle checksums. exporter.py contains the export procedure; source traces remain unmodified.
from datasets import load_dataset
requests = load_dataset("eczech/cds-bench-pr-2-traces", "requests", split="all")
attempts = load_dataset("eczech/cds-bench-pr-2-traces", "attempts", split="all")
Both Snowball checkpoints have 67B total and 2B active parameters per token:
- Release candidate: Grug-67B-A2B-Datakit-SFT-262K-2026.09.21.
- Release v0.1: Marin-Snowball-67B-A2B-v0.1.
The latest snapshot adds a separately labeled one_shot_tool_followup: 58 fresh Snowball v0.1 pilot attempts with a generic arithmetic tool-use demonstration, plus one unscored preflight. These attempts are excluded from the original full comparison and original pilot ranking. The demonstration, exact API requests and source script are preserved in that collection.
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